Add webhook action for HTTP request integration (#309)

* Add Webhook action handling

Integrates a new "webhook" action, enabling configurable HTTP requests with customizable methods, content types, and payloads through runtime parameters.

* Enhance Webhook action documentation and runtime handling

Improves comments and function-level documentation for the Webhook action, clarifying its configuration, runtime parameter handling, and operational behavior. Adds detailed explanations for methods, payload templates, and HTTP request construction.

.github/workflows/image.yml

@@ -78,8 +78,153 @@ jobs:
             VERSION=${{ steps.prep.outputs.binary_version }}
           context: ./
           file: ./Dockerfile.webui
-          #platforms: linux/amd64,linux/arm64
-          platforms: linux/amd64
+          platforms: linux/amd64,linux/arm64
+          push: true
+          #tags: ${{ steps.prep.outputs.tags }}
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+  mcpbox-build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        
+      - name: Prepare
+        id: prep
+        run: |
+          DOCKER_IMAGE=quay.io/mudler/localagi-mcpbox
+          # Use branch name as default
+          VERSION=${GITHUB_REF#refs/heads/}
+          BINARY_VERSION=$(git describe --always --tags --dirty)
+          SHORTREF=${GITHUB_SHA::8}
+          # If this is git tag, use the tag name as a docker tag
+          if [[ $GITHUB_REF == refs/tags/* ]]; then
+            VERSION=${GITHUB_REF#refs/tags/}
+          fi
+          TAGS="${DOCKER_IMAGE}:${VERSION},${DOCKER_IMAGE}:${SHORTREF}"
+          # If the VERSION looks like a version number, assume that
+          # this is the most recent version of the image and also
+          # tag it 'latest'.
+          if [[ $VERSION =~ ^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$ ]]; then
+            TAGS="$TAGS,${DOCKER_IMAGE}:latest"
+          fi
+          # Set output parameters.
+          echo ::set-output name=binary_version::${BINARY_VERSION}
+          echo ::set-output name=tags::${TAGS}
+          echo ::set-output name=docker_image::${DOCKER_IMAGE}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@master
+        with:
+          platforms: all
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@master
+
+      - name: Login to DockerHub
+        if: github.event_name != 'pull_request'
+        uses: docker/login-action@v3
+        with:
+          registry: quay.io
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@902fa8ec7d6ecbf8d84d538b9b233a880e428804
+        with:
+          images: quay.io/mudler/localagi-mcpbox
+          tags: |
+            type=ref,event=branch,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=semver,pattern={{raw}}
+            type=sha,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=ref,event=branch
+          flavor: |
+            latest=auto
+            prefix=
+            suffix=
+
+      - name: Build
+        uses: docker/build-push-action@v6
+        with:
+          builder: ${{ steps.buildx.outputs.name }}
+          build-args: |
+            VERSION=${{ steps.prep.outputs.binary_version }}
+          context: ./
+          file: ./Dockerfile.mcpbox
+          platforms: linux/amd64,linux/arm64
+          push: true
+          #tags: ${{ steps.prep.outputs.tags }}
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+  sshbox-build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        
+      - name: Prepare
+        id: prep
+        run: |
+          DOCKER_IMAGE=quay.io/mudler/localagi-sshbox
+          # Use branch name as default
+          VERSION=${GITHUB_REF#refs/heads/}
+          BINARY_VERSION=$(git describe --always --tags --dirty)
+          SHORTREF=${GITHUB_SHA::8}
+          # If this is git tag, use the tag name as a docker tag
+          if [[ $GITHUB_REF == refs/tags/* ]]; then
+            VERSION=${GITHUB_REF#refs/tags/}
+          fi
+          TAGS="${DOCKER_IMAGE}:${VERSION},${DOCKER_IMAGE}:${SHORTREF}"
+          # If the VERSION looks like a version number, assume that
+          # this is the most recent version of the image and also
+          # tag it 'latest'.
+          if [[ $VERSION =~ ^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$ ]]; then
+            TAGS="$TAGS,${DOCKER_IMAGE}:latest"
+          fi
+          # Set output parameters.
+          echo ::set-output name=binary_version::${BINARY_VERSION}
+          echo ::set-output name=tags::${TAGS}
+          echo ::set-output name=docker_image::${DOCKER_IMAGE}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@master
+        with:
+          platforms: all
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@master
+
+      - name: Login to DockerHub
+        if: github.event_name != 'pull_request'
+        uses: docker/login-action@v3
+        with:
+          registry: quay.io
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@902fa8ec7d6ecbf8d84d538b9b233a880e428804
+        with:
+          images: quay.io/mudler/localagi-sshbox
+          tags: |
+            type=ref,event=branch,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=semver,pattern={{raw}}
+            type=sha,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=ref,event=branch
+          flavor: |
+            latest=auto
+            prefix=
+            suffix=
+
+      - name: Build
+        uses: docker/build-push-action@v6
+        with:
+          builder: ${{ steps.buildx.outputs.name }}
+          build-args: |
+            VERSION=${{ steps.prep.outputs.binary_version }}
+          context: ./
+          file: ./Dockerfile.sshbox
+          platforms: linux/amd64,linux/arm64
           push: true
           #tags: ${{ steps.prep.outputs.tags }}
           tags: ${{ steps.meta.outputs.tags }}

.github/workflows/tests.yml

@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - name: Checkout code
-      uses: actions/checkout@v2
+      uses: actions/checkout@v4
     - run: |
         # Add Docker's official GPG key:
         sudo apt-get update
@@ -30,16 +30,24 @@ jobs:
           $(. /etc/os-release && echo "${UBUNTU_CODENAME:-$VERSION_CODENAME}") stable" | \
           sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
         sudo apt-get update
-        sudo apt-get install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
+        sudo apt-get install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin make
         docker version
 
         docker run --rm hello-world
     - uses: actions/setup-go@v5
       with:
         go-version: '>=1.17.0'
+    - name: Free up disk space
+      run: |
+        sudo rm -rf /usr/share/dotnet
+        sudo rm -rf /usr/local/lib/android
+        sudo rm -rf /opt/ghc
+        sudo apt-get clean
+        docker system prune -af || true
+        df -h
+
     - name: Run tests
       run: |
-        sudo apt-get update && sudo apt-get install -y make
         make tests
     #sudo mv coverage/coverage.txt coverage.txt
     #sudo chmod 777 coverage.txt

Dockerfile.mcpbox

@@ -0,0 +1,49 @@
+# Build stage
+FROM golang:1.24-alpine AS builder
+
+# Install build dependencies
+RUN apk add --no-cache git
+
+# Set working directory
+WORKDIR /app
+
+# Copy go mod files
+COPY go.mod go.sum ./
+
+# Download dependencies
+RUN go mod download
+
+# Copy source code
+COPY . .
+
+# Build the application
+RUN CGO_ENABLED=0 GOOS=linux go build -o mcpbox ./cmd/mcpbox
+
+# Final stage
+FROM ubuntu:24.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+# Install runtime dependencies
+RUN apt-get update && apt-get install -y ca-certificates tzdata docker.io bash wget curl
+
+# Create non-root user
+#RUN adduser -D -g '' appuser
+
+# Set working directory
+WORKDIR /app
+
+# Copy binary from builder
+COPY --from=builder /app/mcpbox .
+
+# Use non-root user
+#USER appuser
+
+# Expose port
+EXPOSE 8080
+
+# Set entrypoint
+ENTRYPOINT ["/app/mcpbox"]
+
+# Default command
+CMD ["-addr", ":8080"]

Dockerfile.sshbox

@@ -0,0 +1,46 @@
+# Final stage
+FROM ubuntu:24.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+# Install runtime dependencies
+RUN apt-get update && apt-get install -y \
+    ca-certificates \
+    tzdata \
+    docker.io \
+    bash \
+    wget \
+    curl \
+    openssh-server \
+    sudo
+
+# Configure SSH
+RUN mkdir /var/run/sshd
+RUN echo 'PasswordAuthentication yes' >> /etc/ssh/sshd_config
+
+# Create startup script
+RUN echo '#!/bin/bash\n\
+if [ -n "$SSH_USER" ]; then\n\
+    if [ "$SSH_USER" = "root" ]; then\n\
+        echo "PermitRootLogin yes" >> /etc/ssh/sshd_config\n\
+        if [ -n "$SSH_PASSWORD" ]; then\n\
+            echo "root:$SSH_PASSWORD" | chpasswd\n\
+        fi\n\
+    else\n\
+        echo "PermitRootLogin no" >> /etc/ssh/sshd_config\n\
+        useradd -m -s /bin/bash $SSH_USER\n\
+        if [ -n "$SSH_PASSWORD" ]; then\n\
+            echo "$SSH_USER:$SSH_PASSWORD" | chpasswd\n\
+        fi\n\
+        if [ -n "$SUDO_ACCESS" ] && [ "$SUDO_ACCESS" = "true" ]; then\n\
+            echo "$SSH_USER ALL=(ALL) NOPASSWD: ALL" > /etc/sudoers.d/$SSH_USER\n\
+        fi\n\
+    fi\n\
+fi\n\
+/usr/sbin/sshd -D' > /start.sh
+
+RUN chmod +x /start.sh
+
+EXPOSE 22
+
+CMD ["/start.sh"]

Makefile

@@ -1,15 +1,17 @@
 GOCMD?=go
 IMAGE_NAME?=webui
+MCPBOX_IMAGE_NAME?=mcpbox
 ROOT_DIR:=$(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
 
-prepare-tests:
+prepare-tests: build-mcpbox
 	docker compose up -d --build
+	docker run -d -v /var/run/docker.sock:/var/run/docker.sock --privileged -p 9090:8080 --rm -ti $(MCPBOX_IMAGE_NAME)
 
 cleanup-tests:
 	docker compose down
 
 tests: prepare-tests
-	LOCALAGI_MODEL="arcee-agent" LOCALAI_API_URL="http://localhost:8081" LOCALAGI_API_URL="http://localhost:8080" $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --fail-fast -v -r ./...
+	LOCALAGI_MCPBOX_URL="http://localhost:9090" LOCALAGI_MODEL="gemma-3-4b-it-qat" LOCALAI_API_URL="http://localhost:8081" LOCALAGI_API_URL="http://localhost:8080" $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --fail-fast -v -r ./...
 
 run-nokb:
 	$(MAKE) run KBDISABLEINDEX=true
@@ -23,10 +25,16 @@ build: webui/react-ui/dist
 
 .PHONY: run
 run: webui/react-ui/dist
-	$(GOCMD) run ./
+	LOCALAGI_MCPBOX_URL="http://localhost:9090" $(GOCMD) run ./
 
 build-image:
 	docker build -t $(IMAGE_NAME) -f Dockerfile.webui .
 
 image-push:
 	docker push $(IMAGE_NAME)
+
+build-mcpbox:
+	docker build -t $(MCPBOX_IMAGE_NAME) -f Dockerfile.mcpbox .
+
+run-mcpbox:
+	docker run -v /var/run/docker.sock:/var/run/docker.sock --privileged -p 9090:8080 -ti mcpbox

README.md

@@ -2,7 +2,7 @@
   <img src="./webui/react-ui/public/logo_1.png" alt="LocalAGI Logo" width="220"/>
 </p>
 
-<h3 align="center"><em>Your AI. Your Hardware. Your Rules.</em></h3>
+<h3 align="center"><em>Your AI. Your Hardware. Your Rules</em></h3>
 
 <div align="center">
   
@@ -11,11 +11,14 @@
 [![GitHub stars](https://img.shields.io/github/stars/mudler/LocalAGI)](https://github.com/mudler/LocalAGI/stargazers)
 [![GitHub issues](https://img.shields.io/github/issues/mudler/LocalAGI)](https://github.com/mudler/LocalAGI/issues)
 
+
+Try on [![Telegram](https://img.shields.io/badge/Telegram-2CA5E0?style=for-the-badge&logo=telegram&logoColor=white)](https://t.me/LocalAGI_bot)
+
 </div>
 
-We empower you building AI Agents that you can run locally, without coding.
+Create customizable AI assistants, automations, chat bots and agents that run 100% locally. No need for agentic Python libraries or cloud service keys, just bring your GPU (or even just CPU) and a web browser.
 
-**LocalAGI** is a powerful, self-hostable AI Agent platform designed for maximum privacy and flexibility. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. No data leaks. Just pure local AI that works on consumer-grade hardware (CPU and GPU).
+**LocalAGI** is a powerful, self-hostable AI Agent platform that allows you to design AI automations without writing code. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. No data leaks. Just pure local AI that works on consumer-grade hardware (CPU and GPU).
 
 ## 🛡️ Take Back Your Privacy
 
@@ -28,7 +31,7 @@ LocalAGI ensures your data stays exactly where you want it—on your hardware. N
 - 🎛 **No-Code Agents**: Easy-to-configure multiple agents via Web UI.
 - 🖥 **Web-Based Interface**: Simple and intuitive agent management.
 - 🤖 **Advanced Agent Teaming**: Instantly create cooperative agent teams from a single prompt.
-- 📡 **Connectors Galore**: Built-in integrations with Discord, Slack, Telegram, GitHub Issues, and IRC.
+- 📡 **Connectors**: Built-in integrations with Discord, Slack, Telegram, GitHub Issues, and IRC.
 - 🛠 **Comprehensive REST API**: Seamless integration into your workflows. Every agent created will support OpenAI Responses API out of the box.
 - 📚 **Short & Long-Term Memory**: Powered by [LocalRecall](https://github.com/mudler/LocalRecall).
 - 🧠 **Planning & Reasoning**: Agents intelligently plan, reason, and adapt.
@@ -37,6 +40,7 @@ LocalAGI ensures your data stays exactly where you want it—on your hardware. N
 - 🖼 **Multimodal Support**: Ready for vision, text, and more.
 - 🔧 **Extensible Custom Actions**: Easily script dynamic agent behaviors in Go (interpreted, no compilation!).
 - 🛠 **Fully Customizable Models**: Use your own models or integrate seamlessly with [LocalAI](https://github.com/mudler/LocalAI).
+- 📊 **Observability**: Monitor agent status and view detailed observable updates in real-time.
 
 ## 🛠️ Quickstart
 
@@ -54,12 +58,15 @@ docker compose -f docker-compose.nvidia.yaml up
 # Intel GPU setup (for Intel Arc and integrated GPUs)
 docker compose -f docker-compose.intel.yaml up
 
+# AMD GPU setup
+docker compose -f docker-compose.amd.yaml up
+
 # Start with a specific model (see available models in models.localai.io, or localai.io to use any model in huggingface)
 MODEL_NAME=gemma-3-12b-it docker compose up
 
 # NVIDIA GPU setup with custom multimodal and image models
 MODEL_NAME=gemma-3-12b-it \
-MULTIMODAL_MODEL=minicpm-v-2_6 \
+MULTIMODAL_MODEL=moondream2-20250414 \
 IMAGE_MODEL=flux.1-dev-ggml \
 docker compose -f docker-compose.nvidia.yaml up
 ```
@@ -68,6 +75,14 @@ Now you can access and manage your agents at [http://localhost:8080](http://loca
 
 Still having issues? see this Youtube video: https://youtu.be/HtVwIxW3ePg
 
+## Videos
+
+[![Creating a basic agent](https://img.youtube.com/vi/HtVwIxW3ePg/mqdefault.jpg)](https://youtu.be/HtVwIxW3ePg)
+[![Agent Observability](https://img.youtube.com/vi/v82rswGJt_M/mqdefault.jpg)](https://youtu.be/v82rswGJt_M)
+[![Filters and Triggers](https://img.youtube.com/vi/d_we-AYksSw/mqdefault.jpg)](https://youtu.be/d_we-AYksSw)
+[![RAG and Matrix](https://img.youtube.com/vi/2Xvx78i5oBs/mqdefault.jpg)](https://youtu.be/2Xvx78i5oBs)
+
+
 ## 📚🆕 Local Stack Family
 
 🆕 LocalAI is now part of a comprehensive suite of AI tools designed to work together:
@@ -114,8 +129,8 @@ LocalAGI supports multiple hardware configurations through Docker Compose profil
 - Supports text, multimodal, and image generation models
 - Run with: `docker compose -f docker-compose.nvidia.yaml up`
 - Default models:
-  - Text: `arcee-agent`
-  - Multimodal: `minicpm-v-2_6`
+  - Text: `gemma-3-4b-it-qat`
+  - Multimodal: `moondream2-20250414`
   - Image: `sd-1.5-ggml`
 - Environment variables:
   - `MODEL_NAME`: Text model to use
@@ -130,8 +145,8 @@ LocalAGI supports multiple hardware configurations through Docker Compose profil
 - Supports text, multimodal, and image generation models
 - Run with: `docker compose -f docker-compose.intel.yaml up`
 - Default models:
-  - Text: `arcee-agent`
-  - Multimodal: `minicpm-v-2_6`
+  - Text: `gemma-3-4b-it-qat`
+  - Multimodal: `moondream2-20250414`
   - Image: `sd-1.5-ggml`
 - Environment variables:
   - `MODEL_NAME`: Text model to use
@@ -149,20 +164,23 @@ MODEL_NAME=gemma-3-12b-it docker compose up
 
 # NVIDIA GPU with custom models
 MODEL_NAME=gemma-3-12b-it \
-MULTIMODAL_MODEL=minicpm-v-2_6 \
+MULTIMODAL_MODEL=moondream2-20250414 \
 IMAGE_MODEL=flux.1-dev-ggml \
 docker compose -f docker-compose.nvidia.yaml up
 
 # Intel GPU with custom models
 MODEL_NAME=gemma-3-12b-it \
-MULTIMODAL_MODEL=minicpm-v-2_6 \
+MULTIMODAL_MODEL=moondream2-20250414 \
 IMAGE_MODEL=sd-1.5-ggml \
 docker compose -f docker-compose.intel.yaml up
+
+# With custom actions directory
+LOCALAGI_CUSTOM_ACTIONS_DIR=/app/custom-actions docker compose up
 ```
 
 If no models are specified, it will use the defaults:
-- Text model: `arcee-agent`
-- Multimodal model: `minicpm-v-2_6`
+- Text model: `gemma-3-4b-it-qat`
+- Multimodal model: `moondream2-20250414`
 - Image model: `sd-1.5-ggml`
 
 Good (relatively small) models that have been tested are:
@@ -179,14 +197,6 @@ Good (relatively small) models that have been tested are:
 - **✓ Effortless Setup**: Simple Docker compose setups and pre-built binaries.
 - **✓ Feature-Rich**: From planning to multimodal capabilities, connectors for Slack, MCP support, LocalAGI has it all.
 
-## 🌐 The Local Ecosystem
-
-LocalAGI is part of the powerful Local family of privacy-focused AI tools:
-
-- [**LocalAI**](https://github.com/mudler/LocalAI): Run Large Language Models locally.
-- [**LocalRecall**](https://github.com/mudler/LocalRecall): Retrieval-Augmented Generation with local storage.
-- [**LocalAGI**](https://github.com/mudler/LocalAGI): Deploy intelligent AI agents securely and privately.
-
 ## 🌟 Screenshots
 
 ### Powerful Web UI
@@ -194,6 +204,8 @@ LocalAGI is part of the powerful Local family of privacy-focused AI tools:
 ![Web UI Dashboard](https://github.com/user-attachments/assets/a40194f9-af3a-461f-8b39-5f4612fbf221)
 ![Web UI Agent Settings](https://github.com/user-attachments/assets/fb3c3e2a-cd53-4ca8-97aa-c5da51ff1f83)
 ![Web UI Create Group](https://github.com/user-attachments/assets/102189a2-0fba-4a1e-b0cb-f99268ef8062)
+![Web UI Agent Observability](https://github.com/user-attachments/assets/f7359048-9d28-4cf1-9151-1f5556ce9235)
+
 
 ### Connectors Ready-to-Go
 
@@ -228,6 +240,7 @@ LocalAGI supports environment configurations. Note that these environment variab
 | `LOCALAGI_LOCALRAG_URL` | LocalRecall connection |
 | `LOCALAGI_ENABLE_CONVERSATIONS_LOGGING` | Toggle conversation logs |
 | `LOCALAGI_API_KEYS` | A comma separated list of api keys used for authentication |
+| `LOCALAGI_CUSTOM_ACTIONS_DIR` | Directory containing custom Go action files to be automatically loaded |
 
 ## Installation Options
 
@@ -256,6 +269,431 @@ go build -o localagi
 ./localagi
 ```
 
+### Using as a Library
+
+LocalAGI can be used as a Go library to programmatically create and manage AI agents. Let's start with a simple example of creating a single agent:
+
+<details>
+<summary><strong>Basic Usage: Single Agent</strong></summary>
+
+```go
+import (
+    "github.com/mudler/LocalAGI/core/agent"
+    "github.com/mudler/LocalAGI/core/types"
+)
+
+// Create a new agent with basic configuration
+agent, err := agent.New(
+    agent.WithModel("gpt-4"),
+    agent.WithLLMAPIURL("http://localhost:8080"),
+    agent.WithLLMAPIKey("your-api-key"),
+    agent.WithSystemPrompt("You are a helpful assistant."),
+    agent.WithCharacter(agent.Character{
+        Name: "my-agent",
+    }),
+    agent.WithActions(
+        // Add your custom actions here
+    ),
+    agent.WithStateFile("./state/my-agent.state.json"),
+    agent.WithCharacterFile("./state/my-agent.character.json"),
+    agent.WithTimeout("10m"),
+    agent.EnableKnowledgeBase(),
+    agent.EnableReasoning(),
+)
+
+if err != nil {
+    log.Fatal(err)
+}
+
+// Start the agent
+go func() {
+    if err := agent.Run(); err != nil {
+        log.Printf("Agent stopped: %v", err)
+    }
+}()
+
+// Stop the agent when done
+agent.Stop()
+```
+
+This basic example shows how to:
+- Create a single agent with essential configuration
+- Set up the agent's model and API connection
+- Configure basic features like knowledge base and reasoning
+- Start and stop the agent
+
+</details>
+
+<details>
+<summary><strong>Advanced Usage: Agent Pools</strong></summary>
+
+For managing multiple agents, you can use the AgentPool system:
+
+```go
+import (
+    "github.com/mudler/LocalAGI/core/state"
+    "github.com/mudler/LocalAGI/core/types"
+)
+
+// Create a new agent pool
+pool, err := state.NewAgentPool(
+    "default-model",           // default model name
+    "default-multimodal-model", // default multimodal model
+    "image-model",            // image generation model
+    "http://localhost:8080",  // API URL
+    "your-api-key",          // API key
+    "./state",               // state directory
+    "",                      // MCP box URL (optional)
+    "http://localhost:8081", // LocalRAG API URL
+    func(config *AgentConfig) func(ctx context.Context, pool *AgentPool) []types.Action {
+        // Define available actions for agents
+        return func(ctx context.Context, pool *AgentPool) []types.Action {
+            return []types.Action{
+                // Add your custom actions here
+            }
+        }
+    },
+    func(config *AgentConfig) []Connector {
+        // Define connectors for agents
+        return []Connector{
+            // Add your custom connectors here
+        }
+    },
+    func(config *AgentConfig) []DynamicPrompt {
+        // Define dynamic prompts for agents
+        return []DynamicPrompt{
+            // Add your custom prompts here
+        }
+    },
+    func(config *AgentConfig) types.JobFilters {
+        // Define job filters for agents
+        return types.JobFilters{
+            // Add your custom filters here
+        }
+    },
+    "10m", // timeout
+    true,  // enable conversation logs
+)
+
+// Create a new agent in the pool
+agentConfig := &AgentConfig{
+    Name: "my-agent",
+    Model: "gpt-4",
+    SystemPrompt: "You are a helpful assistant.",
+    EnableKnowledgeBase: true,
+    EnableReasoning: true,
+    // Add more configuration options as needed
+}
+
+err = pool.CreateAgent("my-agent", agentConfig)
+
+// Start all agents
+err = pool.StartAll()
+
+// Get agent status
+status := pool.GetStatusHistory("my-agent")
+
+// Stop an agent
+pool.Stop("my-agent")
+
+// Remove an agent
+err = pool.Remove("my-agent")
+```
+
+</details>
+
+<details>
+<summary><strong>Available Features</strong></summary>
+
+Key features available through the library:
+
+- **Single Agent Management**: Create and manage individual agents with basic configuration
+- **Agent Pool Management**: Create, start, stop, and remove multiple agents
+- **Configuration**: Customize agent behavior through AgentConfig
+- **Actions**: Define custom actions for agents to perform
+- **Connectors**: Add custom connectors for external services
+- **Dynamic Prompts**: Create dynamic prompt templates
+- **Job Filters**: Implement custom job filtering logic
+- **Status Tracking**: Monitor agent status and history
+- **State Persistence**: Automatic state saving and loading
+
+For more details about available configuration options and features, refer to the [Agent Configuration Reference](#agent-configuration-reference) section.
+
+</details>
+
+## 🔧 Extending LocalAGI
+
+LocalAGI provides two powerful ways to extend its functionality with custom actions:
+
+### 1. Custom Actions (Go Code)
+
+LocalAGI supports custom actions written in Go that can be defined inline when creating an agent. These actions are interpreted at runtime, so no compilation is required.
+
+#### Automatic Custom Actions Loading
+
+You can also place custom Go action files in a directory and have LocalAGI automatically load them. Set the `LOCALAGI_CUSTOM_ACTIONS_DIR` environment variable to point to a directory containing your custom action files. Each `.go` file in this directory will be automatically loaded and made available to all agents.
+
+**Example setup:**
+```bash
+# Set the environment variable
+export LOCALAGI_CUSTOM_ACTIONS_DIR="/path/to/custom/actions"
+
+# Or in docker-compose.yaml
+environment:
+  - LOCALAGI_CUSTOM_ACTIONS_DIR=/app/custom-actions
+```
+
+**Directory structure:**
+```
+custom-actions/
+├── weather_action.go
+├── file_processor.go
+└── database_query.go
+```
+
+Each file should contain the three required functions (`Run`, `Definition`, `RequiredFields`) as described below.
+
+#### How Custom Actions Work
+
+When creating a new Agent, in the action sections select the "custom" action, you can add the Golang code directly there.
+
+Custom actions in LocalAGI require three main functions:
+
+1. **`Run(config map[string]interface{}) (string, map[string]interface{}, error)`** - The main execution function
+2. **`Definition() map[string][]string`** - Defines the action's parameters and their types
+3. **`RequiredFields() []string`** - Specifies which parameters are required
+
+Note: You can't use additional modules, but just use libraries that are included in Go.
+
+#### Example: Weather Information Action
+
+Here's a practical example of a custom action that fetches weather information:
+
+```go
+import (
+    "encoding/json"
+    "fmt"
+    "net/http"
+    "io"
+)
+
+type WeatherParams struct {
+    City    string `json:"city"`
+    Country string `json:"country"`
+}
+
+type WeatherResponse struct {
+    Main struct {
+        Temp     float64 `json:"temp"`
+        Humidity int     `json:"humidity"`
+    } `json:"main"`
+    Weather []struct {
+        Description string `json:"description"`
+    } `json:"weather"`
+}
+
+func Run(config map[string]interface{}) (string, map[string]interface{}, error) {
+    // Parse parameters
+    p := WeatherParams{}
+    b, err := json.Marshal(config)
+    if err != nil {
+        return "", map[string]interface{}{}, err
+    }
+    if err := json.Unmarshal(b, &p); err != nil {
+        return "", map[string]interface{}{}, err
+    }
+
+    // Make API call to weather service
+    url := fmt.Sprintf("http://api.openweathermap.org/data/2.5/weather?q=%s,%s&appid=YOUR_API_KEY&units=metric", p.City, p.Country)
+    resp, err := http.Get(url)
+    if err != nil {
+        return "", map[string]interface{}{}, err
+    }
+    defer resp.Body.Close()
+
+    body, err := io.ReadAll(resp.Body)
+    if err != nil {
+        return "", map[string]interface{}{}, err
+    }
+
+    var weather WeatherResponse
+    if err := json.Unmarshal(body, &weather); err != nil {
+        return "", map[string]interface{}{}, err
+    }
+
+    // Format response
+    result := fmt.Sprintf("Weather in %s, %s: %.1f°C, %s, Humidity: %d%%", 
+        p.City, p.Country, weather.Main.Temp, weather.Weather[0].Description, weather.Main.Humidity)
+
+    return result, map[string]interface{}{}, nil
+}
+
+func Definition() map[string][]string {
+    return map[string][]string{
+        "city": []string{
+            "string",
+            "The city name to get weather for",
+        },
+        "country": []string{
+            "string", 
+            "The country code (e.g., US, UK, DE)",
+        },
+    }
+}
+
+func RequiredFields() []string {
+    return []string{"city", "country"}
+}
+```
+
+#### Example: File System Action
+
+Here's another example that demonstrates file system operations:
+
+```go
+import (
+    "encoding/json"
+    "fmt"
+    "os"
+    "path/filepath"
+)
+
+type FileParams struct {
+    Path    string `json:"path"`
+    Action  string `json:"action"`
+    Content string `json:"content,omitempty"`
+}
+
+func Run(config map[string]interface{}) (string, map[string]interface{}, error) {
+    p := FileParams{}
+    b, err := json.Marshal(config)
+    if err != nil {
+        return "", map[string]interface{}{}, err
+    }
+    if err := json.Unmarshal(b, &p); err != nil {
+        return "", map[string]interface{}{}, err
+    }
+
+    switch p.Action {
+    case "read":
+        content, err := os.ReadFile(p.Path)
+        if err != nil {
+            return "", map[string]interface{}{}, err
+        }
+        return string(content), map[string]interface{}{}, nil
+        
+    case "write":
+        err := os.WriteFile(p.Path, []byte(p.Content), 0644)
+        if err != nil {
+            return "", map[string]interface{}{}, err
+        }
+        return fmt.Sprintf("Successfully wrote to %s", p.Path), map[string]interface{}{}, nil
+        
+    case "list":
+        files, err := os.ReadDir(p.Path)
+        if err != nil {
+            return "", map[string]interface{}{}, err
+        }
+        
+        var fileList []string
+        for _, file := range files {
+            fileList = append(fileList, file.Name())
+        }
+        
+        result, _ := json.Marshal(fileList)
+        return string(result), map[string]interface{}{}, nil
+        
+    default:
+        return "", map[string]interface{}{}, fmt.Errorf("unknown action: %s", p.Action)
+    }
+}
+
+func Definition() map[string][]string {
+    return map[string][]string{
+        "path": []string{
+            "string",
+            "The file or directory path",
+        },
+        "action": []string{
+            "string",
+            "The action to perform: read, write, or list",
+        },
+        "content": []string{
+            "string",
+            "Content to write (required for write action)",
+        },
+    }
+}
+
+func RequiredFields() []string {
+    return []string{"path", "action"}
+}
+```
+
+#### Using Custom Actions in Agents
+
+To use custom actions, add them to your agent configuration:
+
+1. **Via Web UI**: In the agent creation form, add a "Custom" action and paste your Go code
+2. **Via API**: Include the custom action in your agent configuration JSON
+3. **Via Library**: Add the custom action to your agent's actions list
+
+### 2. MCP (Model Context Protocol) Servers
+
+LocalAGI supports both local and remote MCP servers, allowing you to extend functionality with external tools and services.
+
+#### What is MCP?
+
+The Model Context Protocol (MCP) is a standard for connecting AI applications to external data sources and tools. LocalAGI can connect to any MCP-compliant server to access additional capabilities.
+
+#### Local MCP Servers
+
+Local MCP servers run as processes that LocalAGI can spawn and communicate with via STDIO.
+
+##### Example: GitHub MCP Server
+
+```json
+{
+  "mcpServers": {
+    "github": {
+      "command": "docker",
+      "args": [
+        "run",
+        "-i",
+        "--rm",
+        "-e",
+        "GITHUB_PERSONAL_ACCESS_TOKEN",
+        "ghcr.io/github/github-mcp-server"
+      ],
+      "env": {
+        "GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>"
+      }
+    }
+  }
+}
+```
+
+#### Remote MCP Servers
+
+Remote MCP servers are HTTP-based and can be accessed over the network.
+
+#### Creating Your Own MCP Server
+
+You can create MCP servers in any language that supports the MCP protocol and add the URLs of the servers to LocalAGI.
+
+#### Configuring MCP Servers in LocalAGI
+
+1. **Via Web UI**: In the MCP Settings section of agent creation, add MCP servers
+2. **Via API**: Include MCP server configuration in your agent config
+
+#### Best Practices
+
+- **Security**: Always validate inputs and use proper authentication for remote MCP servers
+- **Error Handling**: Implement robust error handling in your MCP servers
+- **Documentation**: Provide clear descriptions for all tools exposed by your MCP server
+- **Testing**: Test your MCP servers independently before integrating with LocalAGI
+- **Resource Management**: Ensure your MCP servers properly clean up resources
+
 ### Development
 
 The development workflow is similar to the source build, but with additional steps for hot reloading of the frontend:
@@ -282,7 +720,8 @@ cd ../.. && go run main.go
 
 Link your agents to the services you already use. Configuration examples below.
 
-### GitHub Issues
+<details>
+<summary><strong>GitHub Issues</strong></summary>
 
 ```json
 {
@@ -292,8 +731,10 @@ Link your agents to the services you already use. Configuration examples below.
   "botUserName": "bot-username"
 }
 ```
+</details>
 
-### Discord
+<details>
+<summary><strong>Discord</strong></summary>
 
 After [creating your Discord bot](https://discordpy.readthedocs.io/en/stable/discord.html):
 
@@ -305,8 +746,10 @@ After [creating your Discord bot](https://discordpy.readthedocs.io/en/stable/dis
 ```
 > Don't forget to enable "Message Content Intent" in Bot(tab) settings!
 > Enable " Message Content Intent " in the Bot tab!
+</details>
 
-### Slack
+<details>
+<summary><strong>Slack</strong></summary>
 
 Use the included `slack.yaml` manifest to create your app, then configure:
 
@@ -319,19 +762,39 @@ Use the included `slack.yaml` manifest to create your app, then configure:
 
 - Create Oauth token bot token from "OAuth & Permissions" -> "OAuth Tokens for Your Workspace"
 - Create App level token (from "Basic Information" -> "App-Level Tokens" ( scope connections:writeRoute authorizations:read ))
+</details>
 
-
-### Telegram
+<details>
+<summary><strong>Telegram</strong></summary>
 
 Get a token from @botfather, then:
 
 ```json
 { 
-  "token": "your-bot-father-token" 
+  "token": "your-bot-father-token",
+  "group_mode": "true",
+  "mention_only": "true",
+  "admins": "username1,username2"
 }
 ```
 
-### IRC
+Configuration options:
+- `token`: Your bot token from BotFather
+- `group_mode`: Enable/disable group chat functionality
+- `mention_only`: When enabled, bot only responds when mentioned in groups
+- `admins`: Comma-separated list of Telegram usernames allowed to use the bot in private chats
+- `channel_id`: Optional channel ID for the bot to send messages to
+
+> **Important**: For group functionality to work properly:
+> 1. Go to @BotFather
+> 2. Select your bot
+> 3. Go to "Bot Settings" > "Group Privacy"
+> 4. Select "Turn off" to allow the bot to read all messages in groups
+> 5. Restart your bot after changing this setting
+</details>
+
+<details>
+<summary><strong>IRC</strong></summary>
 
 Connect to IRC networks:
 
@@ -344,10 +807,29 @@ Connect to IRC networks:
   "alwaysReply": "false"
 }
 ```
+</details>
+
+<details>
+<summary><strong>Email</strong></summary>
+
+```json
+{
+  "smtpServer": "smtp.gmail.com:587",
+  "imapServer": "imap.gmail.com:993",
+  "smtpInsecure": "false",
+  "imapInsecure": "false",
+  "username": "user@gmail.com",
+  "email": "user@gmail.com",
+  "password": "correct-horse-battery-staple",
+  "name": "LogalAGI Agent"
+}
+```
+</details>
 
 ## REST API
 
-### Agent Management
+<details>
+<summary><strong>Agent Management</strong></summary>
 
 | Endpoint | Method | Description | Example |
 |----------|--------|-------------|---------|
@@ -362,8 +844,10 @@ Connect to IRC networks:
 | `/api/meta/agent/config` | GET | Get agent configuration metadata | |
 | `/settings/export/:name` | GET | Export agent config | [Example](#export-agent) |
 | `/settings/import` | POST | Import agent config | [Example](#import-agent) |
+</details>
 
-### Actions and Groups
+<details>
+<summary><strong>Actions and Groups</strong></summary>
 
 | Endpoint | Method | Description | Example |
 |----------|--------|-------------|---------|
@@ -371,8 +855,10 @@ Connect to IRC networks:
 | `/api/action/:name/run` | POST | Execute an action | |
 | `/api/agent/group/generateProfiles` | POST | Generate group profiles | |
 | `/api/agent/group/create` | POST | Create a new agent group | |
+</details>
 
-### Chat Interactions
+<details>
+<summary><strong>Chat Interactions</strong></summary>
 
 | Endpoint | Method | Description | Example |
 |----------|--------|-------------|---------|
@@ -380,6 +866,7 @@ Connect to IRC networks:
 | `/api/notify/:name` | POST | Send notification to agent | [Example](#notify-agent) |
 | `/api/sse/:name` | GET | Real-time agent event stream | [Example](#agent-sse-stream) |
 | `/v1/responses` | POST | Send message & get response | [OpenAI's Responses](https://platform.openai.com/docs/api-reference/responses/create) |
+</details>
 
 <details>
 <summary><strong>Curl Examples</strong></summary>
@@ -467,11 +954,13 @@ curl -X POST "http://localhost:3000/api/notify/my-agent" \
 curl -N -X GET "http://localhost:3000/api/sse/my-agent"
 ```
 Note: For proper SSE handling, you should use a client that supports SSE natively.
-
 </details>
 
 ### Agent Configuration Reference
 
+<details>
+<summary><strong>Configuration Structure</strong></summary>
+
 The agent configuration defines how an agent behaves and what capabilities it has. You can view the available configuration options and their descriptions by using the metadata endpoint:
 
 ```bash
@@ -504,6 +993,28 @@ Here's an example of the agent configuration structure:
   "summary_long_term_memory": false
 }
 ```
+</details>
+
+<details>
+<summary><strong>Environment Configuration</strong></summary>
+
+LocalAGI supports environment configurations. Note that these environment variables needs to be specified in the localagi container in the docker-compose file to have effect.
+
+| Variable | What It Does |
+|----------|--------------|
+| `LOCALAGI_MODEL` | Your go-to model |
+| `LOCALAGI_MULTIMODAL_MODEL` | Optional model for multimodal capabilities |
+| `LOCALAGI_LLM_API_URL` | OpenAI-compatible API server URL |
+| `LOCALAGI_LLM_API_KEY` | API authentication |
+| `LOCALAGI_TIMEOUT` | Request timeout settings |
+| `LOCALAGI_STATE_DIR` | Where state gets stored |
+| `LOCALAGI_LOCALRAG_URL` | LocalRecall connection |
+| `LOCALAGI_SSHBOX_URL` | LocalAGI SSHBox URL, e.g. user:pass@ip:port |
+| `LOCALAGI_MCPBOX_URL` | LocalAGI MCPBox URL, e.g. http://mcpbox:8080 |
+| `LOCALAGI_ENABLE_CONVERSATIONS_LOGGING` | Toggle conversation logs |
+| `LOCALAGI_API_KEYS` | A comma separated list of api keys used for authentication |
+| `LOCALAGI_CUSTOM_ACTIONS_DIR` | Directory containing custom Go action files to be automatically loaded |
+</details>
 
 ## LICENSE
 

cmd/mcpbox/main.go

@@ -0,0 +1,38 @@
+package main
+
+import (
+	"flag"
+	"log"
+	"os"
+	"os/signal"
+	"syscall"
+
+	"github.com/mudler/LocalAGI/pkg/stdio"
+)
+
+func main() {
+	// Parse command line flags
+	addr := flag.String("addr", ":8080", "HTTP server address")
+	flag.Parse()
+
+	// Create and start the server
+	server := stdio.NewServer()
+
+	// Handle graceful shutdown
+	sigChan := make(chan os.Signal, 1)
+	signal.Notify(sigChan, syscall.SIGINT, syscall.SIGTERM)
+
+	go func() {
+		log.Printf("Starting server on %s", *addr)
+		if err := server.Start(*addr); err != nil {
+			log.Fatalf("Failed to start server: %v", err)
+		}
+	}()
+
+	// Wait for shutdown signal
+	<-sigChan
+	log.Println("Shutting down server...")
+
+	// TODO: Implement graceful shutdown if needed
+	os.Exit(0)
+}

core/action/custom.go

@@ -3,6 +3,8 @@ package action
 import (
 	"context"
 	"fmt"
+	"os"
+	"regexp"
 	"strings"
 
 	"github.com/mudler/LocalAGI/core/types"
@@ -24,7 +26,7 @@ func NewCustom(config map[string]string, goPkgPath string) (*CustomAction, error
 	}
 
 	if err := a.callInit(); err != nil {
-		xlog.Error("Error calling custom action init", "error", err)
+		xlog.Warn("No init function found for custom action", "error", err, "action", a.config["name"])
 	}
 
 	return a, nil
@@ -43,18 +45,23 @@ func (a *CustomAction) callInit() error {
 
 	v, err := a.i.Eval(fmt.Sprintf("%s.Init", a.config["name"]))
 	if err != nil {
-		return err
+		xlog.Warn("No init function found for custom action", "error", err, "action", a.config["name"])
+		return nil
 	}
 
-	run := v.Interface().(func() error)
+	run, ok := v.Interface().(func(string) error)
+	if !ok {
+		return nil
+	}
 
-	return run()
+	return run(a.config["configuration"])
 }
 
 func (a *CustomAction) initializeInterpreter() error {
 	if _, exists := a.config["code"]; exists && a.i == nil {
 		unsafe := strings.ToLower(a.config["unsafe"]) == "true"
 		i := interp.New(interp.Options{
+			Env:          os.Environ(),
 			GoPath:       a.goPkgPath,
 			Unrestricted: unsafe,
 		})
@@ -66,6 +73,15 @@ func (a *CustomAction) initializeInterpreter() error {
 			a.config["name"] = "custom"
 		}
 
+		// let's find first if there is already a package declarated in the code
+		// the user might want to specify it to not break syntax with IDEs
+		re := regexp.MustCompile("package (\\w+)")
+		packageName := re.FindStringSubmatch(a.config["code"])
+		if len(packageName) > 1 {
+			// remove it from the code, normalize to `name`
+			a.config["code"] = re.ReplaceAllString(a.config["code"], "")
+		}
+
 		_, err := i.Eval(fmt.Sprintf("package %s\n%s", a.config["name"], a.config["code"]))
 		if err != nil {
 			return err
@@ -81,7 +97,7 @@ func (a *CustomAction) Plannable() bool {
 	return true
 }
 
-func (a *CustomAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *CustomAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	v, err := a.i.Eval(fmt.Sprintf("%s.Run", a.config["name"]))
 	if err != nil {
 		return types.ActionResult{}, err
@@ -95,12 +111,32 @@ func (a *CustomAction) Run(ctx context.Context, params types.ActionParams) (type
 
 func (a *CustomAction) Definition() types.ActionDefinition {
 
+	if a.i == nil {
+		xlog.Error("Interpreter is not initialized for custom action", "action", a.config["name"])
+		return types.ActionDefinition{}
+	}
+
 	v, err := a.i.Eval(fmt.Sprintf("%s.Definition", a.config["name"]))
 	if err != nil {
 		xlog.Error("Error getting custom action definition", "error", err)
 		return types.ActionDefinition{}
 	}
 
+	description := ""
+	desc, err := a.i.Eval(fmt.Sprintf("%s.Description", a.config["name"]))
+	if err != nil {
+		xlog.Warn("No description found for custom action", "error", err, "action", a.config["name"])
+	} else {
+		d, ok := desc.Interface().(func() string)
+		if ok {
+			description = d()
+		}
+	}
+
+	if a.config["description"] != "" {
+		description = a.config["description"]
+	}
+
 	properties := v.Interface().(func() map[string][]string)
 
 	v, err = a.i.Eval(fmt.Sprintf("%s.RequiredFields", a.config["name"]))
@@ -125,7 +161,7 @@ func (a *CustomAction) Definition() types.ActionDefinition {
 	}
 	return types.ActionDefinition{
 		Name:        types.ActionDefinitionName(a.config["name"]),
-		Description: a.config["description"],
+		Description: description,
 		Properties:  prop,
 		Required:    requiredFields(),
 	}
@@ -159,5 +195,11 @@ func CustomConfigMeta() []config.Field {
 			Type:     config.FieldTypeCheckbox,
 			HelpText: "Allow unsafe code execution",
 		},
+		{
+			Name:     "configuration",
+			Label:    "Configuration",
+			Type:     config.FieldTypeTextarea,
+			HelpText: "Configuration for the custom action",
+		},
 	}
 }

core/action/custom_test.go

@@ -76,7 +76,7 @@ return []string{"foo"}
 				Description: "A test action",
 			}))
 
-			runResult, err := customAction.Run(context.Background(), types.ActionParams{
+			runResult, err := customAction.Run(context.Background(), nil, types.ActionParams{
 				"Foo": "bar",
 			})
 			Expect(err).ToNot(HaveOccurred())

core/action/goal.go

@@ -21,7 +21,7 @@ type GoalResponse struct {
 	Achieved bool   `json:"achieved"`
 }
 
-func (a *GoalAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *GoalAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/intention.go

@@ -22,7 +22,7 @@ type IntentResponse struct {
 	Reasoning string `json:"reasoning"`
 }
 
-func (a *IntentAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *IntentAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/newconversation.go

@@ -19,7 +19,7 @@ type ConversationActionResponse struct {
 	Message string `json:"message"`
 }
 
-func (a *ConversationAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *ConversationAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/noreply.go

@@ -16,7 +16,7 @@ func NewStop() *StopAction {
 
 type StopAction struct{}
 
-func (a *StopAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *StopAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/plan.go

@@ -30,7 +30,7 @@ type PlanSubtask struct {
 	Reasoning string `json:"reasoning"`
 }
 
-func (a *PlanAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *PlanAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/reasoning.go

@@ -20,7 +20,7 @@ type ReasoningResponse struct {
 	Reasoning string `json:"reasoning"`
 }
 
-func (a *ReasoningAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *ReasoningAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{}, nil
 }
 

core/action/reminder.go

@@ -0,0 +1,193 @@
+package action
+
+import (
+	"context"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/robfig/cron/v3"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	ReminderActionName = "set_reminder"
+	ListRemindersName  = "list_reminders"
+	RemoveReminderName = "remove_reminder"
+)
+
+func NewReminder() *ReminderAction {
+	return &ReminderAction{}
+}
+
+func NewListReminders() *ListRemindersAction {
+	return &ListRemindersAction{}
+}
+
+func NewRemoveReminder() *RemoveReminderAction {
+	return &RemoveReminderAction{}
+}
+
+type ReminderAction struct{}
+type ListRemindersAction struct{}
+type RemoveReminderAction struct{}
+
+type RemoveReminderParams struct {
+	Index int `json:"index"`
+}
+
+func (a *ReminderAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := types.ReminderActionResponse{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	// Validate the cron expression
+	parser := cron.NewParser(cron.Second | cron.Minute | cron.Hour | cron.Dom | cron.Month | cron.Dow)
+	_, err = parser.Parse(result.CronExpr)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	// Calculate next run time
+	now := time.Now()
+	schedule, _ := parser.Parse(result.CronExpr) // We can ignore the error since we validated above
+	nextRun := schedule.Next(now)
+
+	// Set the reminder details
+	result.LastRun = now
+	result.NextRun = nextRun
+	// IsRecurring is set by the user through the action parameters
+
+	// Store the reminder in the shared state
+	if sharedState.Reminders == nil {
+		sharedState.Reminders = make([]types.ReminderActionResponse, 0)
+	}
+	sharedState.Reminders = append(sharedState.Reminders, result)
+
+	return types.ActionResult{
+		Result: "Reminder set successfully",
+		Metadata: map[string]interface{}{
+			"reminder": result,
+		},
+	}, nil
+}
+
+func (a *ListRemindersAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	if sharedState.Reminders == nil || len(sharedState.Reminders) == 0 {
+		return types.ActionResult{
+			Result: "No reminders set",
+		}, nil
+	}
+
+	var result strings.Builder
+	result.WriteString("Current reminders:\n")
+	for i, reminder := range sharedState.Reminders {
+		status := "one-time"
+		if reminder.IsRecurring {
+			status = "recurring"
+		}
+		result.WriteString(fmt.Sprintf("%d. %s (Next run: %s, Status: %s)\n",
+			i+1,
+			reminder.Message,
+			reminder.NextRun.Format(time.RFC3339),
+			status))
+	}
+
+	return types.ActionResult{
+		Result: result.String(),
+		Metadata: map[string]interface{}{
+			"reminders": sharedState.Reminders,
+		},
+	}, nil
+}
+
+func (a *RemoveReminderAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	var removeParams RemoveReminderParams
+	err := params.Unmarshal(&removeParams)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	if sharedState.Reminders == nil || len(sharedState.Reminders) == 0 {
+		return types.ActionResult{
+			Result: "No reminders to remove",
+		}, nil
+	}
+
+	// Convert from 1-based index to 0-based
+	index := removeParams.Index - 1
+	if index < 0 || index >= len(sharedState.Reminders) {
+		return types.ActionResult{}, fmt.Errorf("invalid reminder index: %d", removeParams.Index)
+	}
+
+	// Remove the reminder
+	removed := sharedState.Reminders[index]
+	sharedState.Reminders = append(sharedState.Reminders[:index], sharedState.Reminders[index+1:]...)
+
+	return types.ActionResult{
+		Result: fmt.Sprintf("Removed reminder: %s", removed.Message),
+		Metadata: map[string]interface{}{
+			"removed_reminder": removed,
+		},
+	}, nil
+}
+
+func (a *ReminderAction) Plannable() bool {
+	return true
+}
+
+func (a *ListRemindersAction) Plannable() bool {
+	return true
+}
+
+func (a *RemoveReminderAction) Plannable() bool {
+	return true
+}
+
+func (a *ReminderAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        ReminderActionName,
+		Description: "Set a reminder for the agent to wake up and perform a task based on a cron schedule. Examples: '0 0 * * *' (daily at midnight), '0 */2 * * *' (every 2 hours), '0 0 * * 1' (every Monday at midnight)",
+		Properties: map[string]jsonschema.Definition{
+			"message": {
+				Type:        jsonschema.String,
+				Description: "The message or task to be reminded about",
+			},
+			"cron_expr": {
+				Type:        jsonschema.String,
+				Description: "Cron expression for scheduling (e.g. '0 0 * * *' for daily at midnight). Format: 'second minute hour day month weekday'",
+			},
+			"is_recurring": {
+				Type:        jsonschema.Boolean,
+				Description: "Whether this reminder should repeat according to the cron schedule (true) or trigger only once (false)",
+			},
+		},
+		Required: []string{"message", "cron_expr", "is_recurring"},
+	}
+}
+
+func (a *ListRemindersAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        ListRemindersName,
+		Description: "List all currently set reminders with their next scheduled run times",
+		Properties:  map[string]jsonschema.Definition{},
+		Required:    []string{},
+	}
+}
+
+func (a *RemoveReminderAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        RemoveReminderName,
+		Description: "Remove a reminder by its index number (use list_reminders to see the index)",
+		Properties: map[string]jsonschema.Definition{
+			"index": {
+				Type:        jsonschema.Integer,
+				Description: "The index number of the reminder to remove (1-based)",
+			},
+		},
+		Required: []string{"index"},
+	}
+}

core/action/reply.go

@@ -22,7 +22,7 @@ type ReplyResponse struct {
 	Message string `json:"message"`
 }
 
-func (a *ReplyAction) Run(context.Context, types.ActionParams) (string, error) {
+func (a *ReplyAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (string, error) {
 	return "no-op", nil
 }
 

core/action/state.go

@@ -2,7 +2,6 @@ package action
 
 import (
 	"context"
-	"fmt"
 
 	"github.com/mudler/LocalAGI/core/types"
 	"github.com/sashabaranov/go-openai/jsonschema"
@@ -16,25 +15,7 @@ func NewState() *StateAction {
 
 type StateAction struct{}
 
-// State is the structure
-// that is used to keep track of the current state
-// and the Agent's short memory that it can update
-// Besides a long term memory that is accessible by the agent (With vector database),
-// And a context memory (that is always powered by a vector database),
-// this memory is the shorter one that the LLM keeps across conversation and across its
-// reasoning process's and life time.
-// TODO: A special action is then used to let the LLM itself update its memory
-// periodically during self-processing, and the same action is ALSO exposed
-// during the conversation to let the user put for example, a new goal to the agent.
-type AgentInternalState struct {
-	NowDoing    string   `json:"doing_now"`
-	DoingNext   string   `json:"doing_next"`
-	DoneHistory []string `json:"done_history"`
-	Memories    []string `json:"memories"`
-	Goal        string   `json:"goal"`
-}
-
-func (a *StateAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+func (a *StateAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	return types.ActionResult{Result: "internal state has been updated"}, nil
 }
 
@@ -76,23 +57,3 @@ func (a *StateAction) Definition() types.ActionDefinition {
 		},
 	}
 }
-
-const fmtT = `=====================
-NowDoing: %s
-DoingNext: %s
-Your current goal is: %s
-You have done: %+v
-You have a short memory with: %+v
-=====================
-`
-
-func (c AgentInternalState) String() string {
-	return fmt.Sprintf(
-		fmtT,
-		c.NowDoing,
-		c.DoingNext,
-		c.Goal,
-		c.DoneHistory,
-		c.Memories,
-	)
-}

core/agent/actions.go

@@ -5,6 +5,7 @@ import (
 	"encoding/json"
 	"fmt"
 	"os"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/action"
 	"github.com/mudler/LocalAGI/core/types"
@@ -12,17 +13,29 @@ import (
 	"github.com/mudler/LocalAGI/pkg/xlog"
 
 	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
+const parameterReasoningPrompt = `You are tasked with generating the optimal parameters for the action "%s". The action requires the following parameters:
+%s
+
+Your task is to:
+1. Generate the best possible values for each required parameter
+2. If the parameter requires code, provide complete, working code
+3. If the parameter requires text or documentation, provide comprehensive, well-structured content
+4. Ensure all parameters are complete and ready to be used
+
+Focus on quality and completeness. Do not explain your reasoning or analyze the action's purpose - just provide the best possible parameter values.`
+
 type decisionResult struct {
 	actionParams types.ActionParams
 	message      string
-	actioName    string
+	actionName   string
 }
 
 // decision forces the agent to take one of the available actions
 func (a *Agent) decision(
-	ctx context.Context,
+	job *types.Job,
 	conversation []openai.ChatCompletionMessage,
 	tools []openai.Tool, toolchoice string, maxRetries int) (*decisionResult, error) {
 
@@ -35,31 +48,63 @@ func (a *Agent) decision(
 		}
 	}
 
+	decision := openai.ChatCompletionRequest{
+		Model:    a.options.LLMAPI.Model,
+		Messages: conversation,
+		Tools:    tools,
+	}
+
+	if choice != nil {
+		decision.ToolChoice = *choice
+	}
+
+	var obs *types.Observable
+	if job.Obs != nil {
+		obs = a.observer.NewObservable()
+		obs.Name = "decision"
+		obs.ParentID = job.Obs.ID
+		obs.Icon = "brain"
+		obs.Creation = &types.Creation{
+			ChatCompletionRequest: &decision,
+		}
+		a.observer.Update(*obs)
+	}
+
 	var lastErr error
 	for attempts := 0; attempts < maxRetries; attempts++ {
-		decision := openai.ChatCompletionRequest{
-			Model:    a.options.LLMAPI.Model,
-			Messages: conversation,
-			Tools:    tools,
-		}
-
-		if choice != nil {
-			decision.ToolChoice = *choice
-		}
-
-		resp, err := a.client.CreateChatCompletion(ctx, decision)
+		resp, err := a.client.CreateChatCompletion(job.GetContext(), decision)
 		if err != nil {
 			lastErr = err
 			xlog.Warn("Attempt to make a decision failed", "attempt", attempts+1, "error", err)
+
+			if obs != nil {
+				obs.Progress = append(obs.Progress, types.Progress{
+					Error: err.Error(),
+				})
+				a.observer.Update(*obs)
+			}
+
 			continue
 		}
 
 		jsonResp, _ := json.Marshal(resp)
 		xlog.Debug("Decision response", "response", string(jsonResp))
 
+		if obs != nil {
+			obs.AddProgress(types.Progress{
+				ChatCompletionResponse: &resp,
+			})
+		}
+
 		if len(resp.Choices) != 1 {
 			lastErr = fmt.Errorf("no choices: %d", len(resp.Choices))
 			xlog.Warn("Attempt to make a decision failed", "attempt", attempts+1, "error", lastErr)
+
+			if obs != nil {
+				obs.Progress[len(obs.Progress)-1].Error = lastErr.Error()
+				a.observer.Update(*obs)
+			}
+
 			continue
 		}
 
@@ -68,6 +113,12 @@ func (a *Agent) decision(
 			if err := a.saveConversation(append(conversation, msg), "decision"); err != nil {
 				xlog.Error("Error saving conversation", "error", err)
 			}
+
+			if obs != nil {
+				obs.MakeLastProgressCompletion()
+				a.observer.Update(*obs)
+			}
+
 			return &decisionResult{message: msg.Content}, nil
 		}
 
@@ -75,6 +126,12 @@ func (a *Agent) decision(
 		if err := params.Read(msg.ToolCalls[0].Function.Arguments); err != nil {
 			lastErr = err
 			xlog.Warn("Attempt to parse action parameters failed", "attempt", attempts+1, "error", err)
+
+			if obs != nil {
+				obs.Progress[len(obs.Progress)-1].Error = lastErr.Error()
+				a.observer.Update(*obs)
+			}
+
 			continue
 		}
 
@@ -82,7 +139,12 @@ func (a *Agent) decision(
 			xlog.Error("Error saving conversation", "error", err)
 		}
 
-		return &decisionResult{actionParams: params, actioName: msg.ToolCalls[0].Function.Name, message: msg.Content}, nil
+		if obs != nil {
+			obs.MakeLastProgressCompletion()
+			a.observer.Update(*obs)
+		}
+
+		return &decisionResult{actionParams: params, actionName: msg.ToolCalls[0].Function.Name, message: msg.Content}, nil
 	}
 
 	return nil, fmt.Errorf("failed to make a decision after %d attempts: %w", maxRetries, lastErr)
@@ -155,6 +217,7 @@ func (m Messages) Save(path string) error {
 }
 
 func (m Messages) GetLatestUserMessage() *openai.ChatCompletionMessage {
+	xlog.Debug("Getting latest user message", "messages", m)
 	for i := len(m) - 1; i >= 0; i-- {
 		msg := m[i]
 		if msg.Role == UserRole {
@@ -173,7 +236,17 @@ func (m Messages) IsLastMessageFromRole(role string) bool {
 	return m[len(m)-1].Role == role
 }
 
-func (a *Agent) generateParameters(ctx context.Context, pickTemplate string, act types.Action, c []openai.ChatCompletionMessage, reasoning string, maxAttempts int) (*decisionResult, error) {
+func (a *Agent) generateParameters(job *types.Job, pickTemplate string, act types.Action, c []openai.ChatCompletionMessage, reasoning string, maxAttempts int) (*decisionResult, error) {
+	if act == nil {
+		return nil, fmt.Errorf("action is nil")
+	}
+	if len(act.Definition().Properties) > 0 {
+		xlog.Debug("Action has properties", "action", act.Definition().Name, "properties", act.Definition().Properties)
+	} else {
+		xlog.Debug("Action has no properties", "action", act.Definition().Name)
+		return &decisionResult{actionParams: types.ActionParams{}}, nil
+	}
+
 	stateHUD, err := renderTemplate(pickTemplate, a.prepareHUD(), a.availableActions(), reasoning)
 	if err != nil {
 		return nil, err
@@ -191,9 +264,32 @@ func (a *Agent) generateParameters(ctx context.Context, pickTemplate string, act
 
 	cc := conversation
 	if a.options.forceReasoning {
+		// First, get the LLM to reason about optimal parameter usage
+		parameterReasoningPrompt := fmt.Sprintf(parameterReasoningPrompt,
+			act.Definition().Name,
+			formatProperties(act.Definition().Properties))
+
+		// Get initial reasoning about parameters using askLLM
+		paramReasoningMsg, err := a.askLLM(job.GetContext(),
+			append(conversation, openai.ChatCompletionMessage{
+				Role:    "system",
+				Content: parameterReasoningPrompt,
+			}),
+			maxAttempts,
+		)
+		if err != nil {
+			xlog.Warn("Failed to get parameter reasoning", "error", err)
+		}
+
+		// Combine original reasoning with parameter-specific reasoning
+		enhancedReasoning := reasoning
+		if paramReasoningMsg.Content != "" {
+			enhancedReasoning = fmt.Sprintf("%s\n\nParameter Analysis:\n%s", reasoning, paramReasoningMsg.Content)
+		}
+
 		cc = append(conversation, openai.ChatCompletionMessage{
 			Role:    "system",
-			Content: fmt.Sprintf("The agent decided to use the tool %s with the following reasoning: %s", act.Definition().Name, reasoning),
+			Content: fmt.Sprintf("The agent decided to use the tool %s with the following reasoning: %s", act.Definition().Name, enhancedReasoning),
 		})
 	}
 
@@ -201,7 +297,7 @@ func (a *Agent) generateParameters(ctx context.Context, pickTemplate string, act
 	var attemptErr error
 
 	for attempts := 0; attempts < maxAttempts; attempts++ {
-		result, attemptErr = a.decision(ctx,
+		result, attemptErr = a.decision(job,
 			cc,
 			a.availableActions().ToTools(),
 			act.Definition().Name.String(),
@@ -216,6 +312,15 @@ func (a *Agent) generateParameters(ctx context.Context, pickTemplate string, act
 	return nil, fmt.Errorf("failed to generate parameters after %d attempts: %w", maxAttempts, attemptErr)
 }
 
+// Helper function to format properties for the prompt
+func formatProperties(props map[string]jsonschema.Definition) string {
+	var result strings.Builder
+	for name, prop := range props {
+		result.WriteString(fmt.Sprintf("- %s: %s\n", name, prop.Description))
+	}
+	return result.String()
+}
+
 func (a *Agent) handlePlanning(ctx context.Context, job *types.Job, chosenAction types.Action, actionParams types.ActionParams, reasoning string, pickTemplate string, conv Messages) (Messages, error) {
 	// Planning: run all the actions in sequence
 	if !chosenAction.Definition().Name.Is(action.PlanActionName) {
@@ -261,9 +366,14 @@ func (a *Agent) handlePlanning(ctx context.Context, job *types.Job, chosenAction
 		)
 
 		subTaskAction := a.availableActions().Find(subtask.Action)
+		if subTaskAction == nil {
+			xlog.Error("Action not found: %s", subtask.Action)
+			return conv, fmt.Errorf("action %s not found", subtask.Action)
+		}
+
 		subTaskReasoning := fmt.Sprintf("%s Overall goal is: %s", subtask.Reasoning, planResult.Goal)
 
-		params, err := a.generateParameters(ctx, pickTemplate, subTaskAction, conv, subTaskReasoning, maxRetries)
+		params, err := a.generateParameters(job, pickTemplate, subTaskAction, conv, subTaskReasoning, maxRetries)
 		if err != nil {
 			xlog.Error("error generating action's parameters", "error", err)
 			return conv, fmt.Errorf("error generating action's parameters: %w", err)
@@ -293,7 +403,7 @@ func (a *Agent) handlePlanning(ctx context.Context, job *types.Job, chosenAction
 			break
 		}
 
-		result, err := a.runAction(ctx, subTaskAction, actionParams)
+		result, err := a.runAction(job, subTaskAction, actionParams)
 		if err != nil {
 			xlog.Error("error running action", "error", err)
 			return conv, fmt.Errorf("error running action: %w", err)
@@ -311,12 +421,28 @@ func (a *Agent) handlePlanning(ctx context.Context, job *types.Job, chosenAction
 		job.Result.SetResult(stateResult)
 		job.CallbackWithResult(stateResult)
 		xlog.Debug("[subtask] Action executed", "agent", a.Character.Name, "action", subTaskAction.Definition().Name, "result", result)
-		conv = a.addFunctionResultToConversation(subTaskAction, actionParams, result, conv)
+		conv = a.addFunctionResultToConversation(job.GetContext(), subTaskAction, actionParams, result, conv)
 	}
 
 	return conv, nil
 }
 
+// getAvailableActionsForJob returns available actions including user-defined ones for a specific job
+func (a *Agent) getAvailableActionsForJob(job *types.Job) types.Actions {
+	// Start with regular available actions
+	baseActions := a.availableActions()
+
+	// Add user-defined actions from the job
+	userTools := job.GetUserTools()
+	if len(userTools) > 0 {
+		userDefinedActions := types.CreateUserDefinedActions(userTools)
+		baseActions = append(baseActions, userDefinedActions...)
+		xlog.Debug("Added user-defined actions", "definitions", userTools)
+	}
+
+	return baseActions
+}
+
 func (a *Agent) availableActions() types.Actions {
 	//	defaultActions := append(a.options.userActions, action.NewReply())
 
@@ -378,32 +504,35 @@ func (a *Agent) prepareHUD() (promptHUD *PromptHUD) {
 }
 
 // pickAction picks an action based on the conversation
-func (a *Agent) pickAction(ctx context.Context, templ string, messages []openai.ChatCompletionMessage, maxRetries int) (types.Action, types.ActionParams, string, error) {
+func (a *Agent) pickAction(job *types.Job, templ string, messages []openai.ChatCompletionMessage, maxRetries int) (types.Action, types.ActionParams, string, error) {
 	c := messages
 
 	xlog.Debug("[pickAction] picking action starts", "messages", messages)
 
+	// Get available actions including user-defined ones
+	availableActions := a.getAvailableActionsForJob(job)
+
 	// Identify the goal of this conversation
 
-	if !a.options.forceReasoning {
-		xlog.Debug("not forcing reasoning")
+	if !a.options.forceReasoning || job.ToolChoice != "" {
+		xlog.Debug("not forcing reasoning", "forceReasoning", a.options.forceReasoning, "ToolChoice", job.ToolChoice)
 		// We also could avoid to use functions here and get just a reply from the LLM
 		// and then use the reply to get the action
-		thought, err := a.decision(ctx,
+		thought, err := a.decision(job,
 			messages,
-			a.availableActions().ToTools(),
-			"",
+			availableActions.ToTools(),
+			job.ToolChoice,
 			maxRetries)
 		if err != nil {
 			return nil, nil, "", err
 		}
 
-		xlog.Debug(fmt.Sprintf("thought action Name: %v", thought.actioName))
-		xlog.Debug(fmt.Sprintf("thought message: %v", thought.message))
+		xlog.Debug("thought action Name", "actionName", thought.actionName)
+		xlog.Debug("thought message", "message", thought.message)
 
 		// Find the action
-		chosenAction := a.availableActions().Find(thought.actioName)
-		if chosenAction == nil || thought.actioName == "" {
+		chosenAction := availableActions.Find(thought.actionName)
+		if chosenAction == nil || thought.actionName == "" {
 			xlog.Debug("no answer")
 
 			// LLM replied with an answer?
@@ -414,6 +543,7 @@ func (a *Agent) pickAction(ctx context.Context, templ string, messages []openai.
 		return chosenAction, thought.actionParams, thought.message, nil
 	}
 
+	// Force the LLM to think and we extract a "reasoning" to pick a specific action and with which parameters
 	xlog.Debug("[pickAction] forcing reasoning")
 
 	prompt, err := renderTemplate(templ, a.prepareHUD(), a.availableActions(), "")
@@ -431,28 +561,35 @@ func (a *Agent) pickAction(ctx context.Context, templ string, messages []openai.
 		}, c...)
 	}
 
-	thought, err := a.decision(ctx,
-		c,
-		types.Actions{action.NewReasoning()}.ToTools(),
-		action.NewReasoning().Definition().Name.String(), maxRetries)
-	if err != nil {
-		return nil, nil, "", err
-	}
-	originalReasoning := ""
-	response := &action.ReasoningResponse{}
-	if thought.actionParams != nil {
-		if err := thought.actionParams.Unmarshal(response); err != nil {
-			return nil, nil, "", err
+	// Create a detailed prompt for reasoning that includes available actions and their properties
+	reasoningPrompt := "Analyze the current situation and determine the best course of action. Consider the following:\n\n"
+	reasoningPrompt += "Available Actions:\n"
+	for _, act := range a.availableActions() {
+		reasoningPrompt += fmt.Sprintf("- %s: %s\n", act.Definition().Name, act.Definition().Description)
+		if len(act.Definition().Properties) > 0 {
+			reasoningPrompt += "  Properties:\n"
+			for name, prop := range act.Definition().Properties {
+				reasoningPrompt += fmt.Sprintf("  - %s: %s\n", name, prop.Description)
+			}
 		}
-		originalReasoning = response.Reasoning
+		reasoningPrompt += "\n"
 	}
-	if thought.message != "" {
-		originalReasoning = thought.message
+	reasoningPrompt += "\nProvide a detailed reasoning about what action would be most appropriate in this situation and why. You can also just reply with a simple message by choosing the 'reply' or 'answer' action."
+
+	// Get reasoning using askLLM
+	reasoningMsg, err := a.askLLM(job.GetContext(),
+		append(c, openai.ChatCompletionMessage{
+			Role:    "system",
+			Content: reasoningPrompt,
+		}),
+		maxRetries)
+	if err != nil {
+		return nil, nil, "", fmt.Errorf("failed to get reasoning: %w", err)
 	}
 
+	originalReasoning := reasoningMsg.Content
+
 	xlog.Debug("[pickAction] picking action", "messages", c)
-	// thought, err := a.askLLM(ctx,
-	// 	c,
 
 	actionsID := []string{"reply"}
 	for _, m := range a.availableActions() {
@@ -467,7 +604,7 @@ func (a *Agent) pickAction(ctx context.Context, templ string, messages []openai.
 	// to avoid hallucinations
 
 	// Extract an action
-	params, err := a.decision(ctx,
+	params, err := a.decision(job,
 		append(c, openai.ChatCompletionMessage{
 			Role:    "system",
 			Content: "Pick the relevant action given the following reasoning: " + originalReasoning,

core/agent/agent_test.go

@@ -44,7 +44,7 @@ func (a *TestAction) Plannable() bool {
 	return true
 }
 
-func (a *TestAction) Run(c context.Context, p types.ActionParams) (types.ActionResult, error) {
+func (a *TestAction) Run(c context.Context, sharedState *types.AgentSharedState, p types.ActionParams) (types.ActionResult, error) {
 	for k, r := range a.response {
 		if strings.Contains(strings.ToLower(p.String()), strings.ToLower(k)) {
 			return types.ActionResult{Result: r}, nil
@@ -226,7 +226,10 @@ var _ = Describe("Agent test", func() {
 				WithLLMAPIKey(apiKeyURL),
 				WithTimeout("10m"),
 				WithActions(
-					actions.NewSearch(map[string]string{}),
+					&TestAction{response: map[string]string{
+						"boston": testActionResult,
+						"milan":  testActionResult2,
+					}},
 				),
 				EnablePlanning,
 				EnableForceReasoning,
@@ -238,18 +241,21 @@ var _ = Describe("Agent test", func() {
 			defer agent.Stop()
 
 			result := agent.Ask(
-				types.WithText("Thoroughly plan a trip to San Francisco from Venice, Italy; check flight times, visa requirements and whether electrical items are allowed in cabin luggage."),
+				types.WithText("Use the plan tool to do two actions in sequence: search for the weather in boston and search for the weather in milan"),
 			)
 			Expect(len(result.State)).To(BeNumerically(">", 1))
 
 			actionsExecuted := []string{}
+			actionResults := []string{}
 			for _, r := range result.State {
 				xlog.Info(r.Result)
 				actionsExecuted = append(actionsExecuted, r.Action.Definition().Name.String())
+				actionResults = append(actionResults, r.ActionResult.Result)
 			}
-			Expect(actionsExecuted).To(ContainElement("search_internet"), fmt.Sprint(result))
+			Expect(actionsExecuted).To(ContainElement("get_weather"), fmt.Sprint(result))
 			Expect(actionsExecuted).To(ContainElement("plan"), fmt.Sprint(result))
-
+			Expect(actionResults).To(ContainElement(testActionResult), fmt.Sprint(result))
+			Expect(actionResults).To(ContainElement(testActionResult2), fmt.Sprint(result))
 		})
 
 		It("Can initiate conversations", func() {

core/agent/evaluation.go

@@ -0,0 +1,162 @@
+package agent
+
+import (
+	"fmt"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/llm"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type EvaluationResult struct {
+	Satisfied bool     `json:"satisfied"`
+	Gaps      []string `json:"gaps"`
+	Reasoning string   `json:"reasoning"`
+}
+
+type GoalExtraction struct {
+	Goal        string   `json:"goal"`
+	Constraints []string `json:"constraints"`
+	Context     string   `json:"context"`
+}
+
+func (a *Agent) extractGoal(job *types.Job, conv []openai.ChatCompletionMessage) (*GoalExtraction, error) {
+	// Create the goal extraction schema
+	schema := jsonschema.Definition{
+		Type: jsonschema.Object,
+		Properties: map[string]jsonschema.Definition{
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The main goal or request from the user",
+			},
+			"constraints": {
+				Type: jsonschema.Array,
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+				Description: "Any constraints or requirements specified by the user",
+			},
+			"context": {
+				Type:        jsonschema.String,
+				Description: "Additional context that might be relevant for understanding the goal",
+			},
+		},
+		Required: []string{"goal", "constraints", "context"},
+	}
+
+	// Create the goal extraction prompt
+	prompt := `Analyze the conversation and extract the user's main goal, any constraints, and relevant context.
+Consider the entire conversation history to understand the complete context and requirements.
+Focus on identifying the primary objective and any specific requirements or limitations mentioned.`
+
+	var result GoalExtraction
+	err := llm.GenerateTypedJSONWithConversation(job.GetContext(), a.client,
+		append(
+			[]openai.ChatCompletionMessage{
+				{
+					Role:    "system",
+					Content: prompt,
+				},
+			},
+			conv...), a.options.LLMAPI.Model, schema, &result)
+	if err != nil {
+		return nil, fmt.Errorf("error extracting goal: %w", err)
+	}
+
+	return &result, nil
+}
+
+func (a *Agent) evaluateJob(job *types.Job, conv []openai.ChatCompletionMessage) (*EvaluationResult, error) {
+	if !a.options.enableEvaluation {
+		return &EvaluationResult{Satisfied: true}, nil
+	}
+
+	// Extract the goal first
+	goal, err := a.extractGoal(job, conv)
+	if err != nil {
+		return nil, fmt.Errorf("error extracting goal: %w", err)
+	}
+
+	// Create the evaluation schema
+	schema := jsonschema.Definition{
+		Type: jsonschema.Object,
+		Properties: map[string]jsonschema.Definition{
+			"satisfied": {
+				Type: jsonschema.Boolean,
+			},
+			"gaps": {
+				Type: jsonschema.Array,
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+			},
+			"reasoning": {
+				Type: jsonschema.String,
+			},
+		},
+		Required: []string{"satisfied", "gaps", "reasoning"},
+	}
+
+	// Create the evaluation prompt
+	prompt := fmt.Sprintf(`Evaluate if the assistant has satisfied the user's request. Consider:
+1. The identified goal: %s
+2. Constraints and requirements: %v
+3. Context: %s
+4. The conversation history
+5. Any gaps or missing information
+6. Whether the response fully addresses the user's needs
+
+Provide a detailed evaluation with specific gaps if any are found.`,
+		goal.Goal,
+		goal.Constraints,
+		goal.Context)
+
+	var result EvaluationResult
+	err = llm.GenerateTypedJSONWithConversation(job.GetContext(), a.client,
+		append(
+			[]openai.ChatCompletionMessage{
+				{
+					Role:    "system",
+					Content: prompt,
+				},
+			},
+			conv...),
+		a.options.LLMAPI.Model, schema, &result)
+	if err != nil {
+		return nil, fmt.Errorf("error generating evaluation: %w", err)
+	}
+
+	return &result, nil
+}
+
+func (a *Agent) handleEvaluation(job *types.Job, conv []openai.ChatCompletionMessage, currentLoop int) (bool, []openai.ChatCompletionMessage, error) {
+	if !a.options.enableEvaluation || currentLoop >= a.options.maxEvaluationLoops {
+		return true, conv, nil
+	}
+
+	result, err := a.evaluateJob(job, conv)
+	if err != nil {
+		return false, conv, err
+	}
+
+	if result.Satisfied {
+		return true, conv, nil
+	}
+
+	// If there are gaps, we need to address them
+	if len(result.Gaps) > 0 {
+		// Add the evaluation result to the conversation
+		conv = append(conv, openai.ChatCompletionMessage{
+			Role: "system",
+			Content: fmt.Sprintf("Evaluation found gaps that need to be addressed:\n%s\nReasoning: %s",
+				result.Gaps, result.Reasoning),
+		})
+
+		xlog.Debug("Evaluation found gaps, incrementing loop count", "loop", currentLoop+1)
+		return false, conv, nil
+	}
+
+	return true, conv, nil
+}

core/agent/identity.go

@@ -12,7 +12,7 @@ func (a *Agent) generateIdentity(guidance string) error {
 		guidance = "Generate a random character for roleplaying."
 	}
 
-	err := llm.GenerateTypedJSON(a.context.Context, a.client, "Generate a character as JSON data. "+guidance, a.options.LLMAPI.Model, a.options.character.ToJSONSchema(), &a.options.character)
+	err := llm.GenerateTypedJSONWithGuidance(a.context.Context, a.client, "Generate a character as JSON data. "+guidance, a.options.LLMAPI.Model, a.options.character.ToJSONSchema(), &a.options.character)
 	//err := llm.GenerateJSONFromStruct(a.context.Context, a.client, guidance, a.options.LLMAPI.Model, &a.options.character)
 	a.Character = a.options.character
 	if err != nil {

core/agent/knowledgebase.go

@@ -6,15 +6,25 @@ import (
 	"path/filepath"
 	"time"
 
+	"github.com/mudler/LocalAGI/core/types"
 	"github.com/mudler/LocalAGI/pkg/xlog"
 	"github.com/sashabaranov/go-openai"
 )
 
-func (a *Agent) knowledgeBaseLookup(conv Messages) {
+func (a *Agent) knowledgeBaseLookup(job *types.Job, conv Messages) Messages {
 	if (!a.options.enableKB && !a.options.enableLongTermMemory && !a.options.enableSummaryMemory) ||
 		len(conv) <= 0 {
 		xlog.Debug("[Knowledge Base Lookup] Disabled, skipping", "agent", a.Character.Name)
-		return
+		return conv
+	}
+	
+	var obs *types.Observable
+	if job != nil && job.Obs != nil && a.observer != nil {
+		obs = a.observer.NewObservable()
+		obs.Name = "Recall"
+		obs.Icon = "database"
+		obs.ParentID = job.Obs.ID
+		a.observer.Update(*obs)
 	}
 
 	// Walk conversation from bottom to top, and find the first message of the user
@@ -25,17 +35,35 @@ func (a *Agent) knowledgeBaseLookup(conv Messages) {
 
 	if userMessage == "" {
 		xlog.Info("[Knowledge Base Lookup] No user message found in conversation", "agent", a.Character.Name)
-		return
+		if obs != nil {
+			obs.Completion = &types.Completion{
+				Error: "No user message found in conversation",
+			}
+			a.observer.Update(*obs)
+		}
+		return conv
 	}
 
 	results, err := a.options.ragdb.Search(userMessage, a.options.kbResults)
 	if err != nil {
 		xlog.Info("Error finding similar strings inside KB:", "error", err)
+		if obs != nil {
+			obs.AddProgress(types.Progress{
+				Error: fmt.Sprintf("Error searching knowledge base: %v", err),
+			})
+			a.observer.Update(*obs)
+		}
 	}
 
 	if len(results) == 0 {
 		xlog.Info("[Knowledge Base Lookup] No similar strings found in KB", "agent", a.Character.Name)
-		return
+		if obs != nil {
+			obs.Completion = &types.Completion{
+				ActionResult: "No similar strings found in knowledge base",
+			}
+			a.observer.Update(*obs)
+		}
+		return conv
 	}
 
 	formatResults := ""
@@ -44,17 +72,30 @@ func (a *Agent) knowledgeBaseLookup(conv Messages) {
 	}
 	xlog.Info("[Knowledge Base Lookup] Found similar strings in KB", "agent", a.Character.Name, "results", formatResults)
 
-	// conv = append(conv,
-	// 	openai.ChatCompletionMessage{
-	// 		Role:    "system",
-	// 		Content: fmt.Sprintf("Given the user input you have the following in memory:\n%s", formatResults),
-	// 	},
-	// )
-	conv = append([]openai.ChatCompletionMessage{
-		{
-			Role:    "system",
-			Content: fmt.Sprintf("Given the user input you have the following in memory:\n%s", formatResults),
-		}}, conv...)
+	if obs != nil {
+		obs.AddProgress(types.Progress{
+			ActionResult: fmt.Sprintf("Found %d results in knowledge base", len(results)),
+		})
+		a.observer.Update(*obs)
+	}
+
+	// Create the message to add to conversation
+	systemMessage := openai.ChatCompletionMessage{
+		Role:    "system",
+		Content: fmt.Sprintf("Given the user input you have the following in memory:\n%s", formatResults),
+	}
+
+	// Add the message to the conversation
+	conv = append([]openai.ChatCompletionMessage{systemMessage}, conv...)
+
+	if obs != nil {
+		obs.Completion = &types.Completion{
+				Conversation: []openai.ChatCompletionMessage{systemMessage},
+		}
+		a.observer.Update(*obs)
+	}
+
+	return conv
 }
 
 func (a *Agent) saveConversation(m Messages, prefix string) error {

core/agent/mcp.go

@@ -3,12 +3,14 @@ package agent
 import (
 	"context"
 	"encoding/json"
-	"errors"
 
 	mcp "github.com/metoro-io/mcp-golang"
 	"github.com/metoro-io/mcp-golang/transport/http"
+	stdioTransport "github.com/metoro-io/mcp-golang/transport/stdio"
 	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/stdio"
 	"github.com/mudler/LocalAGI/pkg/xlog"
+
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
@@ -19,6 +21,12 @@ type MCPServer struct {
 	Token string `json:"token"`
 }
 
+type MCPSTDIOServer struct {
+	Args []string `json:"args"`
+	Env  []string `json:"env"`
+	Cmd  string   `json:"cmd"`
+}
+
 type mcpAction struct {
 	mcpClient       *mcp.Client
 	inputSchema     ToolInputSchema
@@ -30,7 +38,7 @@ func (a *mcpAction) Plannable() bool {
 	return true
 }
 
-func (m *mcpAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (m *mcpAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	resp, err := m.mcpClient.CallTool(ctx, m.toolName, params)
 	if err != nil {
 		xlog.Error("Failed to call tool", "error", err.Error())
@@ -79,6 +87,68 @@ type ToolInputSchema struct {
 	Required   []string               `json:"required,omitempty"`
 }
 
+func (a *Agent) addTools(client *mcp.Client) (types.Actions, error) {
+
+	var generatedActions types.Actions
+	xlog.Debug("Initializing client")
+	// Initialize the client
+	response, e := client.Initialize(a.context)
+	if e != nil {
+		xlog.Error("Failed to initialize client", "error", e.Error())
+		return nil, e
+	}
+
+	xlog.Debug("Client initialized: %v", response.Instructions)
+
+	var cursor *string
+	for {
+		tools, err := client.ListTools(a.context, cursor)
+		if err != nil {
+			xlog.Error("Failed to list tools", "error", err.Error())
+			return nil, err
+		}
+
+		for _, t := range tools.Tools {
+			desc := ""
+			if t.Description != nil {
+				desc = *t.Description
+			}
+
+			xlog.Debug("Tool", "name", t.Name, "description", desc)
+
+			dat, err := json.Marshal(t.InputSchema)
+			if err != nil {
+				xlog.Error("Failed to marshal input schema", "error", err.Error())
+			}
+
+			xlog.Debug("Input schema", "tool", t.Name, "schema", string(dat))
+
+			// XXX: This is a wild guess, to verify (data types might be incompatible)
+			var inputSchema ToolInputSchema
+			err = json.Unmarshal(dat, &inputSchema)
+			if err != nil {
+				xlog.Error("Failed to unmarshal input schema", "error", err.Error())
+			}
+
+			// Create a new action with Client + tool
+			generatedActions = append(generatedActions, &mcpAction{
+				mcpClient:       client,
+				toolName:        t.Name,
+				inputSchema:     inputSchema,
+				toolDescription: desc,
+			})
+		}
+
+		if tools.NextCursor == nil {
+			break // No more pages
+		}
+		cursor = tools.NextCursor
+	}
+
+	return generatedActions, nil
+
+}
+
 func (a *Agent) initMCPActions() error {
 
 	a.mcpActions = nil
@@ -86,6 +156,7 @@ func (a *Agent) initMCPActions() error {
 
 	generatedActions := types.Actions{}
 
+	// MCP HTTP Servers
 	for _, mcpServer := range a.options.mcpServers {
 		transport := http.NewHTTPClientTransport("/mcp")
 		transport.WithBaseURL(mcpServer.URL)
@@ -95,70 +166,60 @@ func (a *Agent) initMCPActions() error {
 
 		// Create a new client
 		client := mcp.NewClient(transport)
+		xlog.Debug("Adding tools for MCP server", "server", mcpServer)
+		actions, err := a.addTools(client)
+		if err != nil {
+			xlog.Error("Failed to add tools for MCP server", "server", mcpServer, "error", err.Error())
+		}
+		generatedActions = append(generatedActions, actions...)
+	}
 
-		xlog.Debug("Initializing client", "server", mcpServer.URL)
-		// Initialize the client
-		response, e := client.Initialize(a.context)
-		if e != nil {
-			xlog.Error("Failed to initialize client", "error", e.Error(), "server", mcpServer)
-			if err == nil {
-				err = e
-			} else {
-				err = errors.Join(err, e)
-			}
+	// MCP STDIO Servers
+
+	a.closeMCPSTDIOServers() // Make sure we stop all previous servers if any is active
+
+	if a.options.mcpPrepareScript != "" {
+		xlog.Debug("Preparing MCP box", "script", a.options.mcpPrepareScript)
+		client := stdio.NewClient(a.options.mcpBoxURL)
+		client.RunProcess(a.context, "/bin/bash", []string{"-c", a.options.mcpPrepareScript}, []string{})
+	}
+
+	for _, mcpStdioServer := range a.options.mcpStdioServers {
+		client := stdio.NewClient(a.options.mcpBoxURL)
+		p, err := client.CreateProcess(a.context,
+			mcpStdioServer.Cmd,
+			mcpStdioServer.Args,
+			mcpStdioServer.Env,
+			a.Character.Name)
+		if err != nil {
+			xlog.Error("Failed to create process", "error", err.Error())
+			continue
+		}
+		read, writer, err := client.GetProcessIO(p.ID)
+		if err != nil {
+			xlog.Error("Failed to get process IO", "error", err.Error())
 			continue
 		}
 
-		xlog.Debug("Client initialized: %v", response.Instructions)
+		transport := stdioTransport.NewStdioServerTransportWithIO(read, writer)
 
-		var cursor *string
-		for {
-			tools, err := client.ListTools(a.context, cursor)
-			if err != nil {
-				xlog.Error("Failed to list tools", "error", err.Error())
-				return err
-			}
+		// Create a new client
+		mcpClient := mcp.NewClient(transport)
 
-			for _, t := range tools.Tools {
-				desc := ""
-				if t.Description != nil {
-					desc = *t.Description
-				}
-
-				xlog.Debug("Tool", "mcpServer", mcpServer, "name", t.Name, "description", desc)
-
-				dat, err := json.Marshal(t.InputSchema)
-				if err != nil {
-					xlog.Error("Failed to marshal input schema", "error", err.Error())
-				}
-
-				xlog.Debug("Input schema", "mcpServer", mcpServer, "tool", t.Name, "schema", string(dat))
-
-				// XXX: This is a wild guess, to verify (data types might be incompatible)
-				var inputSchema ToolInputSchema
-				err = json.Unmarshal(dat, &inputSchema)
-				if err != nil {
-					xlog.Error("Failed to unmarshal input schema", "error", err.Error())
-				}
-
-				// Create a new action with Client + tool
-				generatedActions = append(generatedActions, &mcpAction{
-					mcpClient:       client,
-					toolName:        t.Name,
-					inputSchema:     inputSchema,
-					toolDescription: desc,
-				})
-			}
-
-			if tools.NextCursor == nil {
-				break // No more pages
-			}
-			cursor = tools.NextCursor
+		xlog.Debug("Adding tools for MCP server (stdio)", "server", mcpStdioServer)
+		actions, err := a.addTools(mcpClient)
+		if err != nil {
+			xlog.Error("Failed to add tools for MCP server", "server", mcpStdioServer, "error", err.Error())
 		}
-
+		generatedActions = append(generatedActions, actions...)
 	}
 
 	a.mcpActions = generatedActions
 
 	return err
 }
+
+func (a *Agent) closeMCPSTDIOServers() {
+	client := stdio.NewClient(a.options.mcpBoxURL)
+	client.StopGroup(a.Character.Name)
+}

core/agent/observer.go

@@ -0,0 +1,88 @@
+package agent
+
+import (
+	"encoding/json"
+	"sync"
+	"sync/atomic"
+
+	"github.com/mudler/LocalAGI/core/sse"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+type Observer interface {
+	NewObservable() *types.Observable
+	Update(types.Observable)
+	History() []types.Observable
+}
+
+type SSEObserver struct {
+	agent   string
+	maxID   int32
+	manager sse.Manager
+
+	mutex sync.Mutex
+	history []types.Observable
+	historyLast int
+}
+
+func NewSSEObserver(agent string, manager sse.Manager) *SSEObserver {
+	return &SSEObserver{
+		agent:   agent,
+		maxID:   1,
+		manager: manager,
+		history: make([]types.Observable, 100),
+	}
+}
+
+func (s *SSEObserver) NewObservable() *types.Observable {
+	id  := atomic.AddInt32(&s.maxID, 1)
+	
+	return &types.Observable{
+		ID:    id - 1,
+		Agent: s.agent,
+	}
+}
+
+func (s *SSEObserver) Update(obs types.Observable) {
+	data, err := json.Marshal(obs)
+	if err != nil {
+		xlog.Error("Error marshaling observable", "error", err)
+		return
+	}
+	msg := sse.NewMessage(string(data)).WithEvent("observable_update")
+	s.manager.Send(msg)
+
+	s.mutex.Lock()
+	defer s.mutex.Unlock()
+
+	for i, o := range s.history {
+		if o.ID == obs.ID {
+			s.history[i] = obs
+			return
+		}
+	}
+
+	s.history[s.historyLast] = obs
+	s.historyLast += 1
+	if s.historyLast >= len(s.history) {
+		s.historyLast = 0
+	}
+}
+
+func (s *SSEObserver) History() []types.Observable {
+	h := make([]types.Observable, 0, 20)
+
+	s.mutex.Lock()
+	defer s.mutex.Unlock()
+
+	for _, obs := range s.history {
+		if obs.ID == 0 {
+			continue
+		}
+
+		h = append(h, obs)
+	}
+
+	return h
+}

core/agent/options.go

@@ -24,7 +24,9 @@ type options struct {
 	randomIdentityGuidance                                                                       string
 	randomIdentity                                                                               bool
 	userActions                                                                                  types.Actions
+	jobFilters                                                                                   types.JobFilters
 	enableHUD, standaloneJob, showCharacter, enableKB, enableSummaryMemory, enableLongTermMemory bool
+	stripThinkingTags                                                                            bool
 
 	canStopItself         bool
 	initiateConversations bool
@@ -40,6 +42,10 @@ type options struct {
 	kbResults             int
 	ragdb                 RAGDB
 
+	// Evaluation settings
+	maxEvaluationLoops int
+	enableEvaluation   bool
+
 	prompts []DynamicPrompt
 
 	systemPrompt string
@@ -50,9 +56,16 @@ type options struct {
 
 	conversationsPath string
 
-	mcpServers []MCPServer
-
+	mcpServers                  []MCPServer
+	mcpStdioServers             []MCPSTDIOServer
+	mcpBoxURL                   string
+	mcpPrepareScript            string
 	newConversationsSubscribers []func(openai.ChatCompletionMessage)
+
+	observer     Observer
+	parallelJobs int
+
+	lastMessageDuration time.Duration
 }
 
 func (o *options) SeparatedMultimodalModel() bool {
@@ -61,7 +74,11 @@ func (o *options) SeparatedMultimodalModel() bool {
 
 func defaultOptions() *options {
 	return &options{
-		periodicRuns: 15 * time.Minute,
+		parallelJobs:       1,
+		periodicRuns:       15 * time.Minute,
+		loopDetectionSteps: 10,
+		maxEvaluationLoops: 2,
+		enableEvaluation:   false,
 		LLMAPI: llmOptions{
 			APIURL: "http://localhost:8080",
 			Model:  "gpt-4",
@@ -136,6 +153,24 @@ func EnableKnowledgeBaseWithResults(results int) Option {
 	}
 }
 
+func WithLastMessageDuration(duration string) Option {
+	return func(o *options) error {
+		d, err := time.ParseDuration(duration)
+		if err != nil {
+			d = types.DefaultLastMessageDuration
+		}
+		o.lastMessageDuration = d
+		return nil
+	}
+}
+
+func WithParallelJobs(jobs int) Option {
+	return func(o *options) error {
+		o.parallelJobs = jobs
+		return nil
+	}
+}
+
 func WithNewConversationSubscriber(sub func(openai.ChatCompletionMessage)) Option {
 	return func(o *options) error {
 		o.newConversationsSubscribers = append(o.newConversationsSubscribers, sub)
@@ -196,6 +231,27 @@ func WithMCPServers(servers ...MCPServer) Option {
 	}
 }
 
+func WithMCPSTDIOServers(servers ...MCPSTDIOServer) Option {
+	return func(o *options) error {
+		o.mcpStdioServers = servers
+		return nil
+	}
+}
+
+func WithMCPBoxURL(url string) Option {
+	return func(o *options) error {
+		o.mcpBoxURL = url
+		return nil
+	}
+}
+
+func WithMCPPrepareScript(script string) Option {
+	return func(o *options) error {
+		o.mcpPrepareScript = script
+		return nil
+	}
+}
+
 func WithLLMAPIURL(url string) Option {
 	return func(o *options) error {
 		o.LLMAPI.APIURL = url
@@ -336,3 +392,36 @@ func WithActions(actions ...types.Action) Option {
 		return nil
 	}
 }
+
+func WithJobFilters(filters ...types.JobFilter) Option {
+	return func(o *options) error {
+		o.jobFilters = filters
+		return nil
+	}
+}
+
+func WithObserver(observer Observer) Option {
+	return func(o *options) error {
+		o.observer = observer
+		return nil
+	}
+}
+
+var EnableStripThinkingTags = func(o *options) error {
+	o.stripThinkingTags = true
+	return nil
+}
+
+func WithMaxEvaluationLoops(loops int) Option {
+	return func(o *options) error {
+		o.maxEvaluationLoops = loops
+		return nil
+	}
+}
+
+func EnableEvaluation() Option {
+	return func(o *options) error {
+		o.enableEvaluation = true
+		return nil
+	}
+}

core/agent/prompt.go

@@ -1,6 +1,8 @@
 package agent
 
+import "github.com/mudler/LocalAGI/core/types"
+
 type DynamicPrompt interface {
-	Render(a *Agent) (string, error)
+	Render(a *Agent) (types.PromptResult, error)
 	Role() string
 }

core/agent/state.go

@@ -6,7 +6,7 @@ import (
 	"os"
 	"path/filepath"
 
-	"github.com/mudler/LocalAGI/core/action"
+	"github.com/mudler/LocalAGI/core/types"
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
@@ -14,10 +14,10 @@ import (
 // all information that should be displayed to the LLM
 // in the prompts
 type PromptHUD struct {
-	Character     Character                 `json:"character"`
-	CurrentState  action.AgentInternalState `json:"current_state"`
-	PermanentGoal string                    `json:"permanent_goal"`
-	ShowCharacter bool                      `json:"show_character"`
+	Character     Character                `json:"character"`
+	CurrentState  types.AgentInternalState `json:"current_state"`
+	PermanentGoal string                   `json:"permanent_goal"`
+	ShowCharacter bool                     `json:"show_character"`
 }
 
 type Character struct {
@@ -80,7 +80,7 @@ func Load(path string) (*Character, error) {
 	return &c, nil
 }
 
-func (a *Agent) State() action.AgentInternalState {
+func (a *Agent) State() types.AgentInternalState {
 	return *a.currentState
 }
 

core/agent/state_test.go

@@ -25,6 +25,7 @@ var _ = Describe("Agent test", func() {
 			agent, err = New(
 				WithLLMAPIURL(apiURL),
 				WithModel(testModel),
+				WithTimeout("10m"),
 				WithRandomIdentity(),
 			)
 			Expect(err).ToNot(HaveOccurred())

core/agent/templates.go

@@ -34,7 +34,7 @@ func renderTemplate(templ string, hud *PromptHUD, actions types.Actions, reasoni
 		Actions:   definitions,
 		HUD:       hud,
 		Reasoning: reasoning,
-		Time:      time.Now().Format(time.RFC3339),
+		Time:      time.Now().UTC().Format(time.RFC1123),
 	})
 	if err != nil {
 		return "", err
@@ -80,7 +80,8 @@ Current State:
 - Current Goal: {{if .CurrentState.Goal}}{{.CurrentState.Goal}}{{else}}None{{end}}
 - Action History: {{range .CurrentState.DoneHistory}}{{.}} {{end}}
 - Short-term Memory: {{range .CurrentState.Memories}}{{.}} {{end}}{{end}}
-Current Time: {{.Time}}`
+
+Current Time and Date: {{.Time}}`
 
 const pickSelfTemplate = `
 You are an autonomous AI agent with a defined character and state (as shown above).

core/conversations/conversations_suite_test.go

@@ -0,0 +1,13 @@
+package conversations_test
+
+import (
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestConversations(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "Conversations test suite")
+}

core/conversations/conversationstracker.go

@@ -1,4 +1,4 @@
-package connectors
+package conversations
 
 import (
 	"fmt"

core/conversations/conversationstracker_test.go

@@ -1,9 +1,9 @@
-package connectors_test
+package conversations_test
 
 import (
 	"time"
 
-	"github.com/mudler/LocalAGI/services/connectors"
+	"github.com/mudler/LocalAGI/core/conversations"
 	. "github.com/onsi/ginkgo/v2"
 	. "github.com/onsi/gomega"
 	"github.com/sashabaranov/go-openai"
@@ -11,13 +11,13 @@ import (
 
 var _ = Describe("ConversationTracker", func() {
 	var (
-		tracker  *connectors.ConversationTracker[string]
+		tracker  *conversations.ConversationTracker[string]
 		duration time.Duration
 	)
 
 	BeforeEach(func() {
 		duration = 1 * time.Second
-		tracker = connectors.NewConversationTracker[string](duration)
+		tracker = conversations.NewConversationTracker[string](duration)
 	})
 
 	It("should initialize with empty conversations", func() {
@@ -81,8 +81,8 @@ var _ = Describe("ConversationTracker", func() {
 	})
 
 	It("should handle different key types", func() {
-		trackerInt := connectors.NewConversationTracker[int](duration)
-		trackerInt64 := connectors.NewConversationTracker[int64](duration)
+		trackerInt := conversations.NewConversationTracker[int](duration)
+		trackerInt64 := conversations.NewConversationTracker[int64](duration)
 
 		message := openai.ChatCompletionMessage{
 			Role:    openai.ChatMessageRoleUser,

core/state/config.go

@@ -2,6 +2,8 @@ package state
 
 import (
 	"encoding/json"
+	"fmt"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/agent"
 	"github.com/mudler/LocalAGI/core/types"
@@ -29,20 +31,30 @@ func (d DynamicPromptsConfig) ToMap() map[string]string {
 	return config
 }
 
+type FiltersConfig struct {
+	Type   string `json:"type"`
+	Config string `json:"config"`
+}
+
 type AgentConfig struct {
-	Connector      []ConnectorConfig      `json:"connectors" form:"connectors" `
-	Actions        []ActionsConfig        `json:"actions" form:"actions"`
-	DynamicPrompts []DynamicPromptsConfig `json:"dynamic_prompts" form:"dynamic_prompts"`
-	MCPServers     []agent.MCPServer      `json:"mcp_servers" form:"mcp_servers"`
+	Connector        []ConnectorConfig      `json:"connectors" form:"connectors" `
+	Actions          []ActionsConfig        `json:"actions" form:"actions"`
+	DynamicPrompts   []DynamicPromptsConfig `json:"dynamic_prompts" form:"dynamic_prompts"`
+	MCPServers       []agent.MCPServer      `json:"mcp_servers" form:"mcp_servers"`
+	MCPSTDIOServers  []agent.MCPSTDIOServer `json:"mcp_stdio_servers" form:"mcp_stdio_servers"`
+	MCPPrepareScript string                 `json:"mcp_prepare_script" form:"mcp_prepare_script"`
+	MCPBoxURL        string                 `json:"mcp_box_url" form:"mcp_box_url"`
+	Filters          []FiltersConfig        `json:"filters" form:"filters"`
 
 	Description string `json:"description" form:"description"`
 
-	Model           string `json:"model" form:"model"`
-	MultimodalModel string `json:"multimodal_model" form:"multimodal_model"`
-	APIURL          string `json:"api_url" form:"api_url"`
-	APIKey          string `json:"api_key" form:"api_key"`
-	LocalRAGURL     string `json:"local_rag_url" form:"local_rag_url"`
-	LocalRAGAPIKey  string `json:"local_rag_api_key" form:"local_rag_api_key"`
+	Model               string `json:"model" form:"model"`
+	MultimodalModel     string `json:"multimodal_model" form:"multimodal_model"`
+	APIURL              string `json:"api_url" form:"api_url"`
+	APIKey              string `json:"api_key" form:"api_key"`
+	LocalRAGURL         string `json:"local_rag_url" form:"local_rag_url"`
+	LocalRAGAPIKey      string `json:"local_rag_api_key" form:"local_rag_api_key"`
+	LastMessageDuration string `json:"last_message_duration" form:"last_message_duration"`
 
 	Name                  string `json:"name" form:"name"`
 	HUD                   bool   `json:"hud" form:"hud"`
@@ -61,9 +73,14 @@ type AgentConfig struct {
 	SystemPrompt          string `json:"system_prompt" form:"system_prompt"`
 	LongTermMemory        bool   `json:"long_term_memory" form:"long_term_memory"`
 	SummaryLongTermMemory bool   `json:"summary_long_term_memory" form:"summary_long_term_memory"`
+	ParallelJobs          int    `json:"parallel_jobs" form:"parallel_jobs"`
+	StripThinkingTags     bool   `json:"strip_thinking_tags" form:"strip_thinking_tags"`
+	EnableEvaluation      bool   `json:"enable_evaluation" form:"enable_evaluation"`
+	MaxEvaluationLoops    int    `json:"max_evaluation_loops" form:"max_evaluation_loops"`
 }
 
 type AgentConfigMeta struct {
+	Filters        []config.FieldGroup
 	Fields         []config.Field
 	Connectors     []config.FieldGroup
 	Actions        []config.FieldGroup
@@ -75,6 +92,7 @@ func NewAgentConfigMeta(
 	actionsConfig []config.FieldGroup,
 	connectorsConfig []config.FieldGroup,
 	dynamicPromptsConfig []config.FieldGroup,
+	filtersConfig []config.FieldGroup,
 ) AgentConfigMeta {
 	return AgentConfigMeta{
 		Fields: []config.Field{
@@ -247,7 +265,7 @@ func NewAgentConfigMeta(
 				Name:         "enable_reasoning",
 				Label:        "Enable Reasoning",
 				Type:         "checkbox",
-				DefaultValue: false,
+				DefaultValue: true,
 				HelpText:     "Enable agent to explain its reasoning process",
 				Tags:         config.Tags{Section: "AdvancedSettings"},
 			},
@@ -260,6 +278,66 @@ func NewAgentConfigMeta(
 				Step:         1,
 				Tags:         config.Tags{Section: "AdvancedSettings"},
 			},
+			{
+				Name:         "parallel_jobs",
+				Label:        "Parallel Jobs",
+				Type:         "number",
+				DefaultValue: 5,
+				Min:          1,
+				Step:         1,
+				HelpText:     "Number of concurrent tasks that can run in parallel",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "mcp_stdio_servers",
+				Label:        "MCP STDIO Servers",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "JSON configuration for MCP STDIO servers",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "mcp_prepare_script",
+				Label:        "MCP Prepare Script",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "Script to prepare the MCP box",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "strip_thinking_tags",
+				Label:        "Strip Thinking Tags",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Remove content between <thinking></thinking> and <think></think> tags from agent responses",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "enable_evaluation",
+				Label:        "Enable Evaluation",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Enable automatic evaluation of agent responses to ensure they meet user requirements",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "max_evaluation_loops",
+				Label:        "Max Evaluation Loops",
+				Type:         "number",
+				DefaultValue: 2,
+				Min:          1,
+				Step:         1,
+				HelpText:     "Maximum number of evaluation loops to perform when addressing gaps in responses",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "last_message_duration",
+				Label:        "Last Message Duration",
+				Type:         "text",
+				DefaultValue: "5m",
+				HelpText:     "Duration for the last message to be considered in the conversation",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
 		},
 		MCPServers: []config.Field{
 			{
@@ -278,6 +356,7 @@ func NewAgentConfigMeta(
 		DynamicPrompts: dynamicPromptsConfig,
 		Connectors:     connectorsConfig,
 		Actions:        actionsConfig,
+		Filters:        filtersConfig,
 	}
 }
 
@@ -286,3 +365,148 @@ type Connector interface {
 	AgentReasoningCallback() func(state types.ActionCurrentState) bool
 	Start(a *agent.Agent)
 }
+
+// UnmarshalJSON implements json.Unmarshaler for AgentConfig
+func (a *AgentConfig) UnmarshalJSON(data []byte) error {
+	// Create a temporary type to avoid infinite recursion
+	type Alias AgentConfig
+	aux := &struct {
+		*Alias
+		MCPSTDIOServersConfig interface{} `json:"mcp_stdio_servers"`
+	}{
+		Alias: (*Alias)(a),
+	}
+
+	if err := json.Unmarshal(data, &aux); err != nil {
+		return err
+	}
+
+	// Handle MCP STDIO servers configuration
+	if aux.MCPSTDIOServersConfig != nil {
+		switch v := aux.MCPSTDIOServersConfig.(type) {
+		case string:
+			// Parse string configuration
+			var mcpConfig struct {
+				MCPServers map[string]struct {
+					Command string            `json:"command"`
+					Args    []string          `json:"args"`
+					Env     map[string]string `json:"env"`
+				} `json:"mcpServers"`
+			}
+
+			if err := json.Unmarshal([]byte(v), &mcpConfig); err != nil {
+				return fmt.Errorf("failed to parse MCP STDIO servers configuration: %w", err)
+			}
+
+			a.MCPSTDIOServers = make([]agent.MCPSTDIOServer, 0, len(mcpConfig.MCPServers))
+			for _, server := range mcpConfig.MCPServers {
+				// Convert env map to slice of "KEY=VALUE" strings
+				envSlice := make([]string, 0, len(server.Env))
+				for k, v := range server.Env {
+					envSlice = append(envSlice, fmt.Sprintf("%s=%s", k, v))
+				}
+
+				a.MCPSTDIOServers = append(a.MCPSTDIOServers, agent.MCPSTDIOServer{
+					Cmd:  server.Command,
+					Args: server.Args,
+					Env:  envSlice,
+				})
+			}
+		case []interface{}:
+			// Parse array configuration
+			a.MCPSTDIOServers = make([]agent.MCPSTDIOServer, 0, len(v))
+			for _, server := range v {
+				serverMap, ok := server.(map[string]interface{})
+				if !ok {
+					return fmt.Errorf("invalid server configuration format")
+				}
+
+				cmd, _ := serverMap["cmd"].(string)
+				args := make([]string, 0)
+				if argsInterface, ok := serverMap["args"].([]interface{}); ok {
+					for _, arg := range argsInterface {
+						if argStr, ok := arg.(string); ok {
+							args = append(args, argStr)
+						}
+					}
+				}
+
+				env := make([]string, 0)
+				if envInterface, ok := serverMap["env"].([]interface{}); ok {
+					for _, e := range envInterface {
+						if envStr, ok := e.(string); ok {
+							env = append(env, envStr)
+						}
+					}
+				}
+
+				a.MCPSTDIOServers = append(a.MCPSTDIOServers, agent.MCPSTDIOServer{
+					Cmd:  cmd,
+					Args: args,
+					Env:  env,
+				})
+			}
+		}
+	}
+
+	return nil
+}
+
+// MarshalJSON implements json.Marshaler for AgentConfig
+func (a *AgentConfig) MarshalJSON() ([]byte, error) {
+	// Create a temporary type to avoid infinite recursion
+	type Alias AgentConfig
+	aux := &struct {
+		*Alias
+		MCPSTDIOServersConfig string `json:"mcp_stdio_servers,omitempty"`
+	}{
+		Alias: (*Alias)(a),
+	}
+
+	// Convert MCPSTDIOServers back to the expected JSON format
+	if len(a.MCPSTDIOServers) > 0 {
+		mcpConfig := struct {
+			MCPServers map[string]struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			} `json:"mcpServers"`
+		}{
+			MCPServers: make(map[string]struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			}),
+		}
+
+		// Convert each MCPSTDIOServer to the expected format
+		for i, server := range a.MCPSTDIOServers {
+			// Convert env slice back to map
+			envMap := make(map[string]string)
+			for _, env := range server.Env {
+				if parts := strings.SplitN(env, "=", 2); len(parts) == 2 {
+					envMap[parts[0]] = parts[1]
+				}
+			}
+
+			mcpConfig.MCPServers[fmt.Sprintf("server%d", i)] = struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			}{
+				Command: server.Cmd,
+				Args:    server.Args,
+				Env:     envMap,
+			}
+		}
+
+		// Marshal the MCP config to JSON string
+		mcpConfigJSON, err := json.Marshal(mcpConfig)
+		if err != nil {
+			return nil, fmt.Errorf("failed to marshal MCP STDIO servers configuration: %w", err)
+		}
+		aux.MCPSTDIOServersConfig = string(mcpConfigJSON)
+	}
+
+	return json.Marshal(aux)
+}

core/state/pool.go

@@ -33,10 +33,12 @@ type AgentPool struct {
 	managers                                     map[string]sse.Manager
 	agentStatus                                  map[string]*Status
 	apiURL, defaultModel, defaultMultimodalModel string
+	mcpBoxURL                                    string
 	imageModel, localRAGAPI, localRAGKey, apiKey string
 	availableActions                             func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []types.Action
 	connectors                                   func(*AgentConfig) []Connector
-	dynamicPrompt                                func(*AgentConfig) []DynamicPrompt
+	dynamicPrompt                                func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []DynamicPrompt
+	filters                                      func(*AgentConfig) types.JobFilters
 	timeout                                      string
 	conversationLogs                             string
 }
@@ -72,11 +74,12 @@ func loadPoolFromFile(path string) (*AgentPoolData, error) {
 }
 
 func NewAgentPool(
-	defaultModel, defaultMultimodalModel, imageModel, apiURL, apiKey, directory string,
+	defaultModel, defaultMultimodalModel, imageModel, apiURL, apiKey, directory, mcpBoxURL string,
 	LocalRAGAPI string,
 	availableActions func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []types.Action,
 	connectors func(*AgentConfig) []Connector,
-	promptBlocks func(*AgentConfig) []DynamicPrompt,
+	promptBlocks func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []DynamicPrompt,
+	filters func(*AgentConfig) types.JobFilters,
 	timeout string,
 	withLogs bool,
 ) (*AgentPool, error) {
@@ -98,6 +101,7 @@ func NewAgentPool(
 			apiURL:                 apiURL,
 			defaultModel:           defaultModel,
 			defaultMultimodalModel: defaultMultimodalModel,
+			mcpBoxURL:              mcpBoxURL,
 			imageModel:             imageModel,
 			localRAGAPI:            LocalRAGAPI,
 			apiKey:                 apiKey,
@@ -108,6 +112,7 @@ func NewAgentPool(
 			connectors:             connectors,
 			availableActions:       availableActions,
 			dynamicPrompt:          promptBlocks,
+			filters:                filters,
 			timeout:                timeout,
 			conversationLogs:       conversationPath,
 		}, nil
@@ -123,6 +128,7 @@ func NewAgentPool(
 		pooldir:                directory,
 		defaultModel:           defaultModel,
 		defaultMultimodalModel: defaultMultimodalModel,
+		mcpBoxURL:              mcpBoxURL,
 		imageModel:             imageModel,
 		apiKey:                 apiKey,
 		agents:                 make(map[string]*Agent),
@@ -132,6 +138,7 @@ func NewAgentPool(
 		connectors:             connectors,
 		localRAGAPI:            LocalRAGAPI,
 		dynamicPrompt:          promptBlocks,
+		filters:                filters,
 		availableActions:       availableActions,
 		timeout:                timeout,
 		conversationLogs:       conversationPath,
@@ -166,7 +173,56 @@ func (a *AgentPool) CreateAgent(name string, agentConfig *AgentConfig) error {
 		}
 	}(a.pool[name])
 
-	return a.startAgentWithConfig(name, agentConfig)
+	return a.startAgentWithConfig(name, agentConfig, nil)
+}
+
+func (a *AgentPool) RecreateAgent(name string, agentConfig *AgentConfig) error {
+	a.Lock()
+	defer a.Unlock()
+
+	oldAgent := a.agents[name]
+	var o *types.Observable
+	obs := oldAgent.Observer()
+	if obs != nil {
+		o = obs.NewObservable()
+		o.Name = "Restarting Agent"
+		o.Icon = "sync"
+		o.Creation = &types.Creation{}
+		obs.Update(*o)
+	}
+
+	stateFile, characterFile := a.stateFiles(name)
+
+	os.Remove(stateFile)
+	os.Remove(characterFile)
+
+	oldAgent.Stop()
+
+	a.pool[name] = *agentConfig
+	delete(a.agents, name)
+
+	if err := a.save(); err != nil {
+		if obs != nil {
+			o.Completion = &types.Completion{Error: err.Error()}
+			obs.Update(*o)
+		}
+		return err
+	}
+
+	if err := a.startAgentWithConfig(name, agentConfig, obs); err != nil {
+		if obs != nil {
+			o.Completion = &types.Completion{Error: err.Error()}
+			obs.Update(*o)
+		}
+		return err
+	}
+
+	if obs != nil {
+		o.Completion = &types.Completion{}
+		obs.Update(*o)
+	}
+
+	return nil
 }
 
 func createAgentAvatar(APIURL, APIKey, model, imageModel, avatarDir string, agent AgentConfig) error {
@@ -191,7 +247,7 @@ func createAgentAvatar(APIURL, APIKey, model, imageModel, avatarDir string, agen
 		ImagePrompt string `json:"image_prompt"`
 	}
 
-	err := llm.GenerateTypedJSON(
+	err := llm.GenerateTypedJSONWithGuidance(
 		context.Background(),
 		llm.NewClient(APIKey, APIURL, "10m"),
 		"Generate a prompt that I can use to create a random avatar for the bot '"+agent.Name+"', the description of the bot is: "+agent.Description,
@@ -268,8 +324,13 @@ func (a *AgentPool) GetStatusHistory(name string) *Status {
 	return a.agentStatus[name]
 }
 
-func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error {
-	manager := sse.NewManager(5)
+func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig, obs Observer) error {
+	var manager sse.Manager
+	if m, ok := a.managers[name]; ok {
+		manager = m
+	} else {
+		manager = sse.NewManager(5)
+	}
 	ctx := context.Background()
 	model := a.defaultModel
 	multimodalModel := a.defaultMultimodalModel
@@ -280,18 +341,29 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 
 	if config.Model != "" {
 		model = config.Model
+	} else {
+		config.Model = model
+	}
+
+	if config.MCPBoxURL != "" {
+		a.mcpBoxURL = config.MCPBoxURL
 	}
 
 	if config.PeriodicRuns == "" {
 		config.PeriodicRuns = "10m"
 	}
 
+	// XXX: Why do we update the pool config from an Agent's config?
 	if config.APIURL != "" {
 		a.apiURL = config.APIURL
+	} else {
+		config.APIURL = a.apiURL
 	}
 
 	if config.APIKey != "" {
 		a.apiKey = config.APIKey
+	} else {
+		config.APIKey = a.apiKey
 	}
 
 	if config.LocalRAGURL != "" {
@@ -303,8 +375,9 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 	}
 
 	connectors := a.connectors(config)
-	promptBlocks := a.dynamicPrompt(config)
+	promptBlocks := a.dynamicPrompt(config)(ctx, a)
 	actions := a.availableActions(config)(ctx, a)
+	filters := a.filters(config)
 	stateFile, characterFile := a.stateFiles(name)
 
 	actionsLog := []string{}
@@ -317,6 +390,11 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		connectorLog = append(connectorLog, fmt.Sprintf("%+v", connector))
 	}
 
+	filtersLog := []string{}
+	for _, filter := range filters {
+		filtersLog = append(filtersLog, filter.Name())
+	}
+
 	xlog.Info(
 		"Creating agent",
 		"name", name,
@@ -324,6 +402,7 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		"api_url", a.apiURL,
 		"actions", actionsLog,
 		"connectors", connectorLog,
+		"filters", filtersLog,
 	)
 
 	// dynamicPrompts := []map[string]string{}
@@ -331,6 +410,10 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 	// 	dynamicPrompts = append(dynamicPrompts, p.ToMap())
 	// }
 
+	if obs == nil {
+		obs = NewSSEObserver(name, manager)
+	}
+
 	opts := []Option{
 		WithModel(model),
 		WithLLMAPIURL(a.apiURL),
@@ -338,7 +421,11 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		WithMCPServers(config.MCPServers...),
 		WithPeriodicRuns(config.PeriodicRuns),
 		WithPermanentGoal(config.PermanentGoal),
+		WithMCPSTDIOServers(config.MCPSTDIOServers...),
+		WithMCPBoxURL(a.mcpBoxURL),
 		WithPrompts(promptBlocks...),
+		WithJobFilters(filters...),
+		WithMCPPrepareScript(config.MCPPrepareScript),
 		//	WithDynamicPrompts(dynamicPrompts...),
 		WithCharacter(Character{
 			Name: name,
@@ -375,6 +462,7 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		}),
 		WithSystemPrompt(config.SystemPrompt),
 		WithMultimodalModel(multimodalModel),
+		WithLastMessageDuration(config.LastMessageDuration),
 		WithAgentResultCallback(func(state types.ActionState) {
 			a.Lock()
 			if _, ok := a.agentStatus[name]; !ok {
@@ -407,6 +495,7 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 				c.AgentResultCallback()(state)
 			}
 		}),
+		WithObserver(obs),
 	}
 
 	if config.HUD {
@@ -457,6 +546,10 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		opts = append(opts, EnableForceReasoning)
 	}
 
+	if config.StripThinkingTags {
+		opts = append(opts, EnableStripThinkingTags)
+	}
+
 	if config.KnowledgeBaseResults > 0 {
 		opts = append(opts, EnableKnowledgeBaseWithResults(config.KnowledgeBaseResults))
 	}
@@ -465,6 +558,17 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig) error
 		opts = append(opts, WithLoopDetectionSteps(config.LoopDetectionSteps))
 	}
 
+	if config.ParallelJobs > 0 {
+		opts = append(opts, WithParallelJobs(config.ParallelJobs))
+	}
+
+	if config.EnableEvaluation {
+		opts = append(opts, EnableEvaluation())
+		if config.MaxEvaluationLoops > 0 {
+			opts = append(opts, WithMaxEvaluationLoops(config.MaxEvaluationLoops))
+		}
+	}
+
 	xlog.Info("Starting agent", "name", name, "config", config)
 
 	agent, err := New(opts...)
@@ -509,7 +613,7 @@ func (a *AgentPool) StartAll() error {
 		if a.agents[name] != nil { // Agent already started
 			continue
 		}
-		if err := a.startAgentWithConfig(name, &config); err != nil {
+		if err := a.startAgentWithConfig(name, &config, nil); err != nil {
 			xlog.Error("Failed to start agent", "name", name, "error", err)
 		}
 	}
@@ -547,7 +651,7 @@ func (a *AgentPool) Start(name string) error {
 		return nil
 	}
 	if config, ok := a.pool[name]; ok {
-		return a.startAgentWithConfig(name, &config)
+		return a.startAgentWithConfig(name, &config, nil)
 	}
 
 	return fmt.Errorf("agent %s not found", name)

core/types/actions.go

@@ -3,6 +3,7 @@ package types
 import (
 	"context"
 	"encoding/json"
+	"fmt"
 
 	"github.com/sashabaranov/go-openai"
 	"github.com/sashabaranov/go-openai/jsonschema"
@@ -29,9 +30,10 @@ func NewActionContext(ctx context.Context, cancel context.CancelFunc) *ActionCon
 type ActionParams map[string]interface{}
 
 type ActionResult struct {
-	Job      *Job
-	Result   string
-	Metadata map[string]interface{}
+	Job               *Job
+	Result            string
+	ImageBase64Result string
+	Metadata          map[string]interface{}
 }
 
 func (ap ActionParams) Read(s string) error {
@@ -88,11 +90,65 @@ func (a ActionDefinition) ToFunctionDefinition() *openai.FunctionDefinition {
 
 // Actions is something the agent can do
 type Action interface {
-	Run(ctx context.Context, action ActionParams) (ActionResult, error)
+	Run(ctx context.Context, sharedState *AgentSharedState, action ActionParams) (ActionResult, error)
 	Definition() ActionDefinition
 	Plannable() bool
 }
 
+// UserDefinedChecker interface to identify user-defined actions
+type UserDefinedChecker interface {
+	IsUserDefined() bool
+}
+
+// BaseAction provides default implementation for Action interface
+// Embed this in action implementations to get the default IsUserDefined behavior
+type BaseAction struct{}
+
+func (b *BaseAction) IsUserDefined() bool {
+	return false // Regular actions are not user-defined
+}
+
+// IsActionUserDefined checks if an action is user-defined
+func IsActionUserDefined(action Action) bool {
+	if checker, ok := action.(UserDefinedChecker); ok {
+		return checker.IsUserDefined()
+	}
+	return false // Actions without UserDefinedChecker are not user-defined
+}
+
+// UserDefinedAction represents a user-defined function tool
+type UserDefinedAction struct {
+	ActionDef *ActionDefinition
+}
+
+func (u *UserDefinedAction) Run(ctx context.Context, sharedState *AgentSharedState, action ActionParams) (ActionResult, error) {
+	// User-defined actions should not be executed directly
+	return ActionResult{}, fmt.Errorf("user-defined action '%s' cannot be executed by agent", u.ActionDef.Name)
+}
+
+func (u *UserDefinedAction) Definition() ActionDefinition {
+	return *u.ActionDef
+}
+
+func (u *UserDefinedAction) Plannable() bool {
+	return true // User-defined actions are plannable
+}
+
+func (u *UserDefinedAction) IsUserDefined() bool {
+	return true
+}
+
+// CreateUserDefinedActions converts user tools to UserDefinedAction instances
+func CreateUserDefinedActions(userTools []ActionDefinition) []Action {
+	var actions []Action
+	for _, tool := range userTools {
+		actions = append(actions, &UserDefinedAction{
+			ActionDef: &tool,
+		})
+	}
+	return actions
+}
+
 type Actions []Action
 
 func (a Actions) ToTools() []openai.Tool {

core/types/filters.go

@@ -0,0 +1,15 @@
+package types
+
+type JobFilter interface {
+	Name() string
+	Apply(job *Job) (bool, error)
+	IsTrigger() bool
+}
+
+type JobFilters []JobFilter
+
+type FilterResult struct {
+	HasTriggers bool `json:"has_triggers"`
+	TriggeredBy string `json:"triggered_by,omitempty"`
+	FailedBy string `json:"failed_by,omitempty"`
+}

core/types/job.go

@@ -19,6 +19,12 @@ type Job struct {
 	ConversationHistory []openai.ChatCompletionMessage
 	UUID                string
 	Metadata            map[string]interface{}
+	DoneFilter          bool
+	
+	// Tools available for this job
+	BuiltinTools []ActionDefinition // Built-in tools like web search
+	UserTools    []ActionDefinition // User-defined function tools
+	ToolChoice   string
 
 	pastActions         []*ActionRequest
 	nextAction          *Action
@@ -27,6 +33,8 @@ type Job struct {
 
 	context context.Context
 	cancel  context.CancelFunc
+
+	Obs *Observable
 }
 
 type ActionRequest struct {
@@ -42,6 +50,24 @@ func WithConversationHistory(history []openai.ChatCompletionMessage) JobOption {
 	}
 }
 
+func WithBuiltinTools(tools []ActionDefinition) JobOption {
+	return func(j *Job) {
+		j.BuiltinTools = tools
+	}
+}
+
+func WithUserTools(tools []ActionDefinition) JobOption {
+	return func(j *Job) {
+		j.UserTools = tools
+	}
+}
+
+func WithToolChoice(choice string) JobOption {
+	return func(j *Job) {
+		j.ToolChoice = choice
+	}
+}
+
 func WithReasoningCallback(f func(ActionCurrentState) bool) JobOption {
 	return func(r *Job) {
 		r.ReasoningCallback = f
@@ -159,23 +185,23 @@ func newUUID() string {
 // To wait for a Job result, use JobResult.WaitResult()
 func NewJob(opts ...JobOption) *Job {
 	j := &Job{
-		Result: NewJobResult(),
-		UUID:   newUUID(),
-	}
-	for _, o := range opts {
-		o(j)
+		Result:              NewJobResult(),
+		UUID:                uuid.New().String(),
+		Metadata:            make(map[string]interface{}),
+		context:             context.Background(),
+		ConversationHistory: []openai.ChatCompletionMessage{},
 	}
 
-	var ctx context.Context
-	if j.context == nil {
-		ctx = context.Background()
-	} else {
-		ctx = j.context
+	for _, opt := range opts {
+		opt(j)
 	}
 
-	context, cancel := context.WithCancel(ctx)
-	j.context = context
+	// Store the original request if it exists in the conversation history
+
+	ctx, cancel := context.WithCancel(j.context)
+	j.context = ctx
 	j.cancel = cancel
+
 	return j
 }
 
@@ -198,3 +224,47 @@ func (j *Job) Cancel() {
 func (j *Job) GetContext() context.Context {
 	return j.context
 }
+
+func WithObservable(obs *Observable) JobOption {
+	return func(j *Job) {
+		j.Obs = obs
+	}
+}
+
+// GetEvaluationLoop returns the current evaluation loop count
+func (j *Job) GetEvaluationLoop() int {
+	if j.Metadata == nil {
+		j.Metadata = make(map[string]interface{})
+	}
+	if loop, ok := j.Metadata["evaluation_loop"].(int); ok {
+		return loop
+	}
+	return 0
+}
+
+// IncrementEvaluationLoop increments the evaluation loop count
+func (j *Job) IncrementEvaluationLoop() {
+	if j.Metadata == nil {
+		j.Metadata = make(map[string]interface{})
+	}
+	currentLoop := j.GetEvaluationLoop()
+	j.Metadata["evaluation_loop"] = currentLoop + 1
+}
+
+// GetBuiltinTools returns the builtin tools for this job
+func (j *Job) GetBuiltinTools() []ActionDefinition {
+	return j.BuiltinTools
+}
+
+// GetUserTools returns the user tools for this job
+func (j *Job) GetUserTools() []ActionDefinition {
+	return j.UserTools
+}
+
+// GetAllTools returns all tools (builtin + user) for this job
+func (j *Job) GetAllTools() []ActionDefinition {
+	allTools := make([]ActionDefinition, 0, len(j.BuiltinTools)+len(j.UserTools))
+	allTools = append(allTools, j.BuiltinTools...)
+	allTools = append(allTools, j.UserTools...)
+	return allTools
+}

core/types/observable.go

@@ -0,0 +1,63 @@
+package types
+
+import (
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai"
+)
+
+type Creation struct {
+	ChatCompletionMessage *openai.ChatCompletionMessage `json:"chat_completion_message,omitempty"`
+	ChatCompletionRequest *openai.ChatCompletionRequest `json:"chat_completion_request,omitempty"`
+	FunctionDefinition    *openai.FunctionDefinition    `json:"function_definition,omitempty"`
+	FunctionParams        ActionParams                  `json:"function_params,omitempty"`
+}
+
+type Progress struct {
+	Error                  string                         `json:"error,omitempty"`
+	ChatCompletionResponse *openai.ChatCompletionResponse `json:"chat_completion_response,omitempty"`
+	ActionResult           string                         `json:"action_result,omitempty"`
+	AgentState             *AgentInternalState            `json:"agent_state"`
+}
+
+type Completion struct {
+	Error                  string                         `json:"error,omitempty"`
+	ChatCompletionResponse *openai.ChatCompletionResponse `json:"chat_completion_response,omitempty"`
+	Conversation           []openai.ChatCompletionMessage `json:"conversation,omitempty"`
+	ActionResult           string                         `json:"action_result,omitempty"`
+	AgentState             *AgentInternalState            `json:"agent_state,omitempty"`
+	FilterResult 					 *FilterResult 									`json:"filter_result,omitempty"`
+}
+
+type Observable struct {
+	ID       int32  `json:"id"`
+	ParentID int32  `json:"parent_id,omitempty"`
+	Agent    string `json:"agent"`
+	Name     string `json:"name"`
+	Icon     string `json:"icon"`
+
+	Creation   *Creation   `json:"creation,omitempty"`
+	Progress   []Progress  `json:"progress,omitempty"`
+	Completion *Completion `json:"completion,omitempty"`
+}
+
+func (o *Observable) AddProgress(p Progress) {
+	if o.Progress == nil {
+		o.Progress = make([]Progress, 0)
+	}
+	o.Progress = append(o.Progress, p)
+}
+
+func (o *Observable) MakeLastProgressCompletion() {
+	if len(o.Progress) == 0 {
+		xlog.Error("Observable completed without any progress", "id", o.ID, "name", o.Name)
+		return
+	}
+	p := o.Progress[len(o.Progress)-1]
+	o.Progress = o.Progress[:len(o.Progress)-1]
+	o.Completion = &Completion{
+		Error:                  p.Error,
+		ChatCompletionResponse: p.ChatCompletionResponse,
+		ActionResult:           p.ActionResult,
+		AgentState:             p.AgentState,
+	}
+}

core/types/prompts.go

@@ -0,0 +1,6 @@
+package types
+
+type PromptResult struct {
+	Content     string
+	ImageBase64 string
+}

core/types/state.go

@@ -0,0 +1,73 @@
+package types
+
+import (
+	"fmt"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/conversations"
+)
+
+// State is the structure
+// that is used to keep track of the current state
+// and the Agent's short memory that it can update
+// Besides a long term memory that is accessible by the agent (With vector database),
+// And a context memory (that is always powered by a vector database),
+// this memory is the shorter one that the LLM keeps across conversation and across its
+// reasoning process's and life time.
+// TODO: A special action is then used to let the LLM itself update its memory
+// periodically during self-processing, and the same action is ALSO exposed
+// during the conversation to let the user put for example, a new goal to the agent.
+type AgentInternalState struct {
+	NowDoing    string   `json:"doing_now"`
+	DoingNext   string   `json:"doing_next"`
+	DoneHistory []string `json:"done_history"`
+	Memories    []string `json:"memories"`
+	Goal        string   `json:"goal"`
+}
+
+const (
+	DefaultLastMessageDuration = 5 * time.Minute
+)
+
+type ReminderActionResponse struct {
+	Message     string    `json:"message"`
+	CronExpr    string    `json:"cron_expr"`    // Cron expression for scheduling
+	LastRun     time.Time `json:"last_run"`     // Last time this reminder was triggered
+	NextRun     time.Time `json:"next_run"`     // Next scheduled run time
+	IsRecurring bool      `json:"is_recurring"` // Whether this is a recurring reminder
+}
+
+type AgentSharedState struct {
+	ConversationTracker *conversations.ConversationTracker[string] `json:"conversation_tracker"`
+	Reminders           []ReminderActionResponse                   `json:"reminders"`
+}
+
+func NewAgentSharedState(lastMessageDuration time.Duration) *AgentSharedState {
+	if lastMessageDuration == 0 {
+		lastMessageDuration = DefaultLastMessageDuration
+	}
+	return &AgentSharedState{
+		ConversationTracker: conversations.NewConversationTracker[string](lastMessageDuration),
+		Reminders:           make([]ReminderActionResponse, 0),
+	}
+}
+
+const fmtT = `=====================
+NowDoing: %s
+DoingNext: %s
+Your current goal is: %s
+You have done: %+v
+You have a short memory with: %+v
+=====================
+`
+
+func (c AgentInternalState) String() string {
+	return fmt.Sprintf(
+		fmtT,
+		c.NowDoing,
+		c.DoingNext,
+		c.Goal,
+		c.DoneHistory,
+		c.Memories,
+	)
+}

docker-compose.amd.yaml

@@ -0,0 +1,37 @@
+services:
+  localai:
+    extends:
+      file: docker-compose.yaml
+      service: localai
+    environment:
+      - LOCALAI_SINGLE_ACTIVE_BACKEND=true
+      - DEBUG=true
+    image: localai/localai:master-gpu-hipblas
+    devices:
+      - /dev/dri
+      - /dev/kfd
+
+  mcpbox:
+    extends:
+      file: docker-compose.yaml
+      service: mcpbox
+
+  dind:
+    extends:
+      file: docker-compose.yaml
+      service: dind
+
+  localrecall:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall
+
+  localrecall-healthcheck:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall-healthcheck
+
+  localagi:
+    extends:
+      file: docker-compose.yaml
+      service: localagi

docker-compose.intel.yaml

@@ -6,12 +6,22 @@ services:
     environment:
       - LOCALAI_SINGLE_ACTIVE_BACKEND=true
       - DEBUG=true
-    image: localai/localai:master-sycl-f32-ffmpeg-core
+    image: localai/localai:master-gpu-intel
     devices:
       # On a system with integrated GPU and an Arc 770, this is the Arc 770
       - /dev/dri/card1
       - /dev/dri/renderD129
 
+  mcpbox:
+    extends:
+      file: docker-compose.yaml
+      service: mcpbox
+
+  dind:
+    extends:
+      file: docker-compose.yaml
+      service: dind
+
   localrecall:
     extends:
       file: docker-compose.yaml

docker-compose.nvidia.yaml

@@ -6,7 +6,7 @@ services:
     environment:
       - LOCALAI_SINGLE_ACTIVE_BACKEND=true
       - DEBUG=true
-    image: localai/localai:master-cublas-cuda12-ffmpeg-core
+    image: localai/localai:master-gpu-nvidia-cuda-12
     # For images with python backends, use:
     # image: localai/localai:master-cublas-cuda12-ffmpeg
     deploy:
@@ -17,6 +17,16 @@ services:
               count: 1
               capabilities: [gpu]
 
+  mcpbox:
+    extends:
+      file: docker-compose.yaml
+      service: mcpbox
+    
+  dind:
+    extends:
+      file: docker-compose.yaml
+      service: dind
+
   localrecall:
     extends:
       file: docker-compose.yaml
@@ -30,4 +40,4 @@ services:
   localagi:
     extends:
       file: docker-compose.yaml
-      service: localagi
+      service: localagi

docker-compose.yaml

@@ -5,10 +5,10 @@ services:
     # Available images with CUDA, ROCm, SYCL, Vulkan
     # Image list (quay.io): https://quay.io/repository/go-skynet/local-ai?tab=tags
     # Image list (dockerhub): https://hub.docker.com/r/localai/localai
-    image: localai/localai:master-ffmpeg-core
+    image: localai/localai:master
     command: 
-    - ${MODEL_NAME:-arcee-agent}
-    - ${MULTIMODAL_MODEL:-minicpm-v-2_6}
+    - ${MODEL_NAME:-gemma-3-4b-it-qat}
+    - ${MULTIMODAL_MODEL:-moondream2-20250414}
     - ${IMAGE_MODEL:-sd-1.5-ggml}
     - granite-embedding-107m-multilingual
     healthcheck:
@@ -22,7 +22,8 @@ services:
       - DEBUG=true
       #- LOCALAI_API_KEY=sk-1234567890
     volumes:
-      - ./volumes/models:/build/models:cached
+      - ./volumes/models:/models
+      - ./volumes/backends:/backends
       - ./volumes/images:/tmp/generated/images
 
   localrecall:
@@ -46,12 +47,58 @@ services:
     image: busybox
     command: ["sh", "-c", "until wget -q -O - http://localrecall:8080 > /dev/null 2>&1; do echo 'Waiting for localrecall...'; sleep 1; done; echo 'localrecall is up!'"]
 
+  sshbox:
+    build:
+      context: .
+      dockerfile: Dockerfile.sshbox
+    ports:
+      - "22"
+    environment:
+      - SSH_USER=root
+      - SSH_PASSWORD=root
+      - DOCKER_HOST=tcp://dind:2375
+    depends_on:
+      dind:
+        condition: service_healthy
+
+  mcpbox:
+    build:
+      context: .
+      dockerfile: Dockerfile.mcpbox
+    ports:
+      - "8080"
+    volumes:
+      - ./volumes/mcpbox:/app/data
+    environment:
+      - DOCKER_HOST=tcp://dind:2375
+    depends_on:
+      dind:
+        condition: service_healthy
+    healthcheck:
+      test: ["CMD", "wget", "-q", "-O", "-", "http://localhost:8080/processes"]
+      interval: 30s
+      timeout: 10s
+      retries: 3
+
+  dind:
+    image: docker:dind
+    privileged: true
+    environment:
+      - DOCKER_TLS_CERTDIR=""
+    healthcheck:
+      test: ["CMD", "docker", "info"]
+      interval: 10s
+      timeout: 5s
+      retries: 3
+
   localagi:
     depends_on:
       localai:
         condition: service_healthy
       localrecall-healthcheck:
         condition: service_completed_successfully
+      mcpbox:
+        condition: service_healthy
     build:
       context: .
       dockerfile: Dockerfile.webui
@@ -59,8 +106,8 @@ services:
       - 8080:3000
     #image: quay.io/mudler/localagi:master
     environment:
-      - LOCALAGI_MODEL=${MODEL_NAME:-arcee-agent}
-      - LOCALAGI_MULTIMODAL_MODEL=${MULTIMODAL_MODEL:-minicpm-v-2_6}
+      - LOCALAGI_MODEL=${MODEL_NAME:-gemma-3-4b-it-qat}
+      - LOCALAGI_MULTIMODAL_MODEL=${MULTIMODAL_MODEL:-moondream2-20250414}
       - LOCALAGI_IMAGE_MODEL=${IMAGE_MODEL:-sd-1.5-ggml}
       - LOCALAGI_LLM_API_URL=http://localai:8080
       #- LOCALAGI_LLM_API_KEY=sk-1234567890
@@ -68,7 +115,9 @@ services:
       - LOCALAGI_STATE_DIR=/pool
       - LOCALAGI_TIMEOUT=5m
       - LOCALAGI_ENABLE_CONVERSATIONS_LOGGING=false
+      - LOCALAGI_MCPBOX_URL=http://mcpbox:8080
+      - LOCALAGI_SSHBOX_URL=root:root@sshbox:22
     extra_hosts:
       - "host.docker.internal:host-gateway"
     volumes:
-      - ./volumes/localagi/:/pool
+      - ./volumes/localagi/:/pool

example/custom_actions/hello.go

@@ -0,0 +1,56 @@
+package custom_actions
+
+import (
+	"encoding/json"
+)
+
+type Params struct {
+	Message string `json:"message"` // field name
+}
+
+func Run(config map[string]interface{}) (string, map[string]interface{}, error) {
+	p := Params{}
+	b, err := json.Marshal(config)
+	if err != nil {
+		return "", map[string]interface{}{}, err
+	}
+	if err := json.Unmarshal(b, &p); err != nil {
+		return "", map[string]interface{}{}, err
+	}
+
+	return "Hello, " + p.Message + "!", map[string]interface{}{}, nil
+}
+
+func Description() string {
+	return "Send a message to the user"
+}
+
+func Definition() map[string][]string {
+	return map[string][]string{
+		"message": { // field name
+			"string",              // type
+			"The message to send", // description
+		},
+	}
+}
+
+func RequiredFields() []string {
+	return []string{"message"} // field name
+}
+
+var config string
+
+func Init(configuration string) error {
+	// Do something with the configuration that was passed-by
+	config = configuration
+	return nil
+}
+
+// DynamicPrompt
+func Render() (string, string, error) {
+	return "Hello, " + config + "!", "", nil
+}
+
+func Role() string {
+	return "system" // Role for the dynamic prompt
+}

example/realtimesst/main.py

@@ -1,12 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-from RealtimeSTT import AudioToTextRecorder
-
-def process_text(text):
-    print(text)
-
-if __name__ == '__main__':
-    recorder = AudioToTextRecorder(wake_words="jarvis")
-
-    while True:
-        recorder.text(process_text)

go.mod

@@ -5,75 +5,95 @@ go 1.24
 toolchain go1.24.2
 
 require (
-	github.com/bwmarrin/discordgo v0.28.1
+	github.com/bwmarrin/discordgo v0.29.0
 	github.com/chasefleming/elem-go v0.30.0
 	github.com/dave-gray101/v2keyauth v0.0.0-20240624150259-c45d584d25e2
 	github.com/donseba/go-htmx v1.12.0
 	github.com/eritikass/githubmarkdownconvertergo v0.1.10
-	github.com/go-telegram/bot v1.14.2
-	github.com/gofiber/fiber/v2 v2.52.6
+	github.com/go-telegram/bot v1.17.0
+	github.com/gofiber/fiber/v2 v2.52.8
 	github.com/gofiber/template/html/v2 v2.1.3
 	github.com/google/go-github/v69 v69.2.0
 	github.com/google/uuid v1.6.0
-	github.com/metoro-io/mcp-golang v0.9.0
-	github.com/onsi/ginkgo/v2 v2.23.4
-	github.com/onsi/gomega v1.37.0
+	github.com/gorilla/websocket v1.5.3
+	github.com/metoro-io/mcp-golang v0.16.0
+	github.com/onsi/ginkgo/v2 v2.25.3
+	github.com/onsi/gomega v1.38.2
 	github.com/philippgille/chromem-go v0.7.0
-	github.com/sashabaranov/go-openai v1.38.1
-	github.com/slack-go/slack v0.16.0
+	github.com/robfig/cron/v3 v3.0.1
+	github.com/sashabaranov/go-openai v1.41.2
+	github.com/slack-go/slack v0.17.3
 	github.com/thoj/go-ircevent v0.0.0-20210723090443-73e444401d64
 	github.com/tmc/langchaingo v0.1.13
 	github.com/traefik/yaegi v0.16.1
-	github.com/valyala/fasthttp v1.60.0
-	golang.org/x/crypto v0.37.0
+	github.com/valyala/fasthttp v1.62.0
+	golang.org/x/crypto v0.41.0
 	jaytaylor.com/html2text v0.0.0-20230321000545-74c2419ad056
+	maunium.net/go/mautrix v0.17.0
 	mvdan.cc/xurls/v2 v2.6.0
 )
 
 require (
-	github.com/PuerkitoBio/goquery v1.8.1 // indirect
+	github.com/JohannesKaufmann/dom v0.2.0 // indirect
+	github.com/Masterminds/semver/v3 v3.4.0 // indirect
+	go.yaml.in/yaml/v3 v3.0.4 // indirect
+)
+
+require (
+	github.com/JohannesKaufmann/html-to-markdown/v2 v2.4.0
+	github.com/PuerkitoBio/goquery v1.10.3 // indirect
 	github.com/andybalholm/brotli v1.1.1 // indirect
-	github.com/andybalholm/cascadia v1.3.2 // indirect
-	github.com/antchfx/htmlquery v1.3.0 // indirect
-	github.com/antchfx/xmlquery v1.3.17 // indirect
-	github.com/antchfx/xpath v1.2.4 // indirect
+	github.com/andybalholm/cascadia v1.3.3 // indirect
+	github.com/antchfx/htmlquery v1.3.4 // indirect
+	github.com/antchfx/xmlquery v1.4.4 // indirect
+	github.com/antchfx/xpath v1.3.4 // indirect
 	github.com/bahlo/generic-list-go v0.2.0 // indirect
 	github.com/buger/jsonparser v1.1.1 // indirect
-	github.com/dlclark/regexp2 v1.10.0 // indirect
-	github.com/gin-contrib/sse v0.1.0 // indirect
-	github.com/gin-gonic/gin v1.8.1 // indirect
-	github.com/go-logr/logr v1.4.2 // indirect
-	github.com/go-playground/locales v0.14.0 // indirect
-	github.com/go-playground/universal-translator v0.18.0 // indirect
-	github.com/go-playground/validator/v10 v10.10.0 // indirect
+	github.com/bytedance/sonic v1.13.2 // indirect
+	github.com/bytedance/sonic/loader v0.2.4 // indirect
+	github.com/cloudwego/base64x v0.1.5 // indirect
+	github.com/dlclark/regexp2 v1.11.5 // indirect
+	github.com/emersion/go-imap/v2 v2.0.0-beta.5
+	github.com/emersion/go-message v0.18.2
+	github.com/emersion/go-sasl v0.0.0-20241020182733-b788ff22d5a6
+	github.com/emersion/go-smtp v0.24.0
+	github.com/gabriel-vasile/mimetype v1.4.9 // indirect
+	github.com/gin-contrib/sse v1.1.0 // indirect
+	github.com/gin-gonic/gin v1.10.0 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-playground/locales v0.14.1 // indirect
+	github.com/go-playground/universal-translator v0.18.1 // indirect
+	github.com/go-playground/validator/v10 v10.26.0 // indirect
 	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
 	github.com/gobwas/glob v0.2.3 // indirect
-	github.com/goccy/go-json v0.9.7 // indirect
+	github.com/goccy/go-json v0.10.5 // indirect
 	github.com/gocolly/colly v1.2.0 // indirect
 	github.com/gofiber/template v1.8.3 // indirect
 	github.com/gofiber/utils v1.1.0 // indirect
-	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
+	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
 	github.com/golang/protobuf v1.5.4 // indirect
+	github.com/gomarkdown/markdown v0.0.0-20250311123330-531bef5e742b
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/go-querystring v1.1.0 // indirect
-	github.com/google/pprof v0.0.0-20250403155104-27863c87afa6 // indirect
-	github.com/gorilla/websocket v1.5.3 // indirect
-	github.com/invopop/jsonschema v0.12.0 // indirect
+	github.com/google/pprof v0.0.0-20250423184734-337e5dd93bb4 // indirect
+	github.com/invopop/jsonschema v0.13.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kennygrant/sanitize v1.2.4 // indirect
 	github.com/klauspost/compress v1.18.0 // indirect
-	github.com/leodido/go-urn v1.2.1 // indirect
-	github.com/mailru/easyjson v0.7.7 // indirect
-	github.com/mattn/go-colorable v0.1.13 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.10 // indirect
+	github.com/leodido/go-urn v1.4.0 // indirect
+	github.com/mailru/easyjson v0.9.0 // indirect
+	github.com/mattn/go-colorable v0.1.14 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/mattn/go-runewidth v0.0.16 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/olekukonko/tablewriter v0.0.5 // indirect
-	github.com/pelletier/go-toml/v2 v2.0.9 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
-	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
-	github.com/rivo/uniseg v0.2.0 // indirect
+	github.com/pkoukk/tiktoken-go v0.1.7 // indirect
+	github.com/rivo/uniseg v0.4.7 // indirect
+	github.com/rs/zerolog v1.31.0 // indirect
 	github.com/saintfish/chardet v0.0.0-20230101081208-5e3ef4b5456d // indirect
 	github.com/ssor/bom v0.0.0-20170718123548-6386211fdfcf // indirect
 	github.com/temoto/robotstxt v1.1.2 // indirect
@@ -81,17 +101,21 @@ require (
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
-	github.com/ugorji/go/codec v1.2.7 // indirect
+	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
+	github.com/ugorji/go/codec v1.2.12 // indirect
 	github.com/valyala/bytebufferpool v1.0.0 // indirect
 	github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect
-	go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 // indirect
+	go.mau.fi/util v0.3.0 // indirect
+	go.starlark.net v0.0.0-20250417143717-f57e51f710eb // indirect
 	go.uber.org/automaxprocs v1.6.0 // indirect
-	golang.org/x/net v0.38.0 // indirect
-	golang.org/x/sys v0.32.0 // indirect
-	golang.org/x/text v0.24.0 // indirect
-	golang.org/x/tools v0.31.0 // indirect
+	golang.org/x/arch v0.16.0 // indirect
+	golang.org/x/exp v0.0.0-20240112132812-db7319d0e0e3 // indirect
+	golang.org/x/net v0.43.0 // indirect
+	golang.org/x/sys v0.35.0 // indirect
+	golang.org/x/text v0.28.0 // indirect
+	golang.org/x/tools v0.36.0 // indirect
 	google.golang.org/appengine v1.6.8 // indirect
-	google.golang.org/protobuf v1.36.5 // indirect
-	gopkg.in/yaml.v2 v2.4.0 // indirect
+	google.golang.org/protobuf v1.36.7 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
+	maunium.net/go/maulogger/v2 v2.4.1 // indirect
 )

go.sum

@@ -1,105 +1,107 @@
-cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
-github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
-github.com/PuerkitoBio/goquery v1.8.1 h1:uQxhNlArOIdbrH1tr0UXwdVFgDcZDrZVdcpygAcwmWM=
-github.com/PuerkitoBio/goquery v1.8.1/go.mod h1:Q8ICL1kNUJ2sXGoAhPGUdYDJvgQgHzJsnnd3H7Ho5jQ=
+github.com/JohannesKaufmann/dom v0.2.0 h1:1bragmEb19K8lHAqgFgqCpiPCFEZMTXzOIEjuxkUfLQ=
+github.com/JohannesKaufmann/dom v0.2.0/go.mod h1:57iSUl5RKric4bUkgos4zu6Xt5LMHUnw3TF1l5CbGZo=
+github.com/JohannesKaufmann/html-to-markdown/v2 v2.4.0 h1:C0/TerKdQX9Y9pbYi1EsLr5LDNANsqunyI/btpyfCg8=
+github.com/JohannesKaufmann/html-to-markdown/v2 v2.4.0/go.mod h1:OLaKh+giepO8j7teevrNwiy/fwf8LXgoc9g7rwaE1jk=
+github.com/Masterminds/semver/v3 v3.4.0 h1:Zog+i5UMtVoCU8oKka5P7i9q9HgrJeGzI9SA1Xbatp0=
+github.com/Masterminds/semver/v3 v3.4.0/go.mod h1:4V+yj/TJE1HU9XfppCwVMZq3I84lprf4nC11bSS5beM=
+github.com/PuerkitoBio/goquery v1.10.3 h1:pFYcNSqHxBD06Fpj/KsbStFRsgRATgnf3LeXiUkhzPo=
+github.com/PuerkitoBio/goquery v1.10.3/go.mod h1:tMUX0zDMHXYlAQk6p35XxQMqMweEKB7iK7iLNd4RH4Y=
 github.com/andybalholm/brotli v1.1.1 h1:PR2pgnyFznKEugtsUo0xLdDop5SKXd5Qf5ysW+7XdTA=
 github.com/andybalholm/brotli v1.1.1/go.mod h1:05ib4cKhjx3OQYUY22hTVd34Bc8upXjOLL2rKwwZBoA=
-github.com/andybalholm/cascadia v1.3.1/go.mod h1:R4bJ1UQfqADjvDa4P6HZHLh/3OxWWEqc0Sk8XGwHqvA=
-github.com/andybalholm/cascadia v1.3.2 h1:3Xi6Dw5lHF15JtdcmAHD3i1+T8plmv7BQ/nsViSLyss=
-github.com/andybalholm/cascadia v1.3.2/go.mod h1:7gtRlve5FxPPgIgX36uWBX58OdBsSS6lUvCFb+h7KvU=
-github.com/antchfx/htmlquery v1.3.0 h1:5I5yNFOVI+egyia5F2s/5Do2nFWxJz41Tr3DyfKD25E=
-github.com/antchfx/htmlquery v1.3.0/go.mod h1:zKPDVTMhfOmcwxheXUsx4rKJy8KEY/PU6eXr/2SebQ8=
-github.com/antchfx/xmlquery v1.3.17 h1:d0qWjPp/D+vtRw7ivCwT5ApH/3CkQU8JOeo3245PpTk=
-github.com/antchfx/xmlquery v1.3.17/go.mod h1:Afkq4JIeXut75taLSuI31ISJ/zeq+3jG7TunF7noreA=
-github.com/antchfx/xpath v1.2.3/go.mod h1:i54GszH55fYfBmoZXapTHN8T8tkcHfRgLyVwwqzXNcs=
-github.com/antchfx/xpath v1.2.4 h1:dW1HB/JxKvGtJ9WyVGJ0sIoEcqftV3SqIstujI+B9XY=
-github.com/antchfx/xpath v1.2.4/go.mod h1:i54GszH55fYfBmoZXapTHN8T8tkcHfRgLyVwwqzXNcs=
+github.com/andybalholm/cascadia v1.3.3 h1:AG2YHrzJIm4BZ19iwJ/DAua6Btl3IwJX+VI4kktS1LM=
+github.com/andybalholm/cascadia v1.3.3/go.mod h1:xNd9bqTn98Ln4DwST8/nG+H0yuB8Hmgu1YHNnWw0GeA=
+github.com/antchfx/htmlquery v1.3.4 h1:Isd0srPkni2iNTWCwVj/72t7uCphFeor5Q8nCzj1jdQ=
+github.com/antchfx/htmlquery v1.3.4/go.mod h1:K9os0BwIEmLAvTqaNSua8tXLWRWZpocZIH73OzWQbwM=
+github.com/antchfx/xmlquery v1.4.4 h1:mxMEkdYP3pjKSftxss4nUHfjBhnMk4imGoR96FRY2dg=
+github.com/antchfx/xmlquery v1.4.4/go.mod h1:AEPEEPYE9GnA2mj5Ur2L5Q5/2PycJ0N9Fusrx9b12fc=
+github.com/antchfx/xpath v1.3.3/go.mod h1:i54GszH55fYfBmoZXapTHN8T8tkcHfRgLyVwwqzXNcs=
+github.com/antchfx/xpath v1.3.4 h1:1ixrW1VnXd4HurCj7qnqnR0jo14g8JMe20Fshg1Vgz4=
+github.com/antchfx/xpath v1.3.4/go.mod h1:i54GszH55fYfBmoZXapTHN8T8tkcHfRgLyVwwqzXNcs=
 github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk=
 github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg=
 github.com/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMUs=
 github.com/buger/jsonparser v1.1.1/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0=
-github.com/bwmarrin/discordgo v0.28.1 h1:gXsuo2GBO7NbR6uqmrrBDplPUx2T3nzu775q/Rd1aG4=
-github.com/bwmarrin/discordgo v0.28.1/go.mod h1:NJZpH+1AfhIcyQsPeuBKsUtYrRnjkyu0kIVMCHkZtRY=
-github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
+github.com/bwmarrin/discordgo v0.29.0 h1:FmWeXFaKUwrcL3Cx65c20bTRW+vOb6k8AnaP+EgjDno=
+github.com/bwmarrin/discordgo v0.29.0/go.mod h1:NJZpH+1AfhIcyQsPeuBKsUtYrRnjkyu0kIVMCHkZtRY=
+github.com/bytedance/sonic v1.13.2 h1:8/H1FempDZqC4VqjptGo14QQlJx8VdZJegxs6wwfqpQ=
+github.com/bytedance/sonic v1.13.2/go.mod h1:o68xyaF9u2gvVBuGHPlUVCy+ZfmNNO5ETf1+KgkJhz4=
+github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
+github.com/bytedance/sonic/loader v0.2.4 h1:ZWCw4stuXUsn1/+zQDqeE7JKP+QO47tz7QCNan80NzY=
+github.com/bytedance/sonic/loader v0.2.4/go.mod h1:N8A3vUdtUebEY2/VQC0MyhYeKUFosQU6FxH2JmUe6VI=
 github.com/chasefleming/elem-go v0.30.0 h1:BlhV1ekv1RbFiM8XZUQeln1Ikb4D+bu2eDO4agREvok=
 github.com/chasefleming/elem-go v0.30.0/go.mod h1:hz73qILBIKnTgOujnSMtEj20/epI+f6vg71RUilJAA4=
-github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI=
-github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI=
-github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
-github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw=
-github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
+github.com/cloudwego/base64x v0.1.5 h1:XPciSp1xaq2VCSt6lF0phncD4koWyULpl5bUxbfCyP4=
+github.com/cloudwego/base64x v0.1.5/go.mod h1:0zlkT4Wn5C6NdauXdJRhSKRlJvmclQ1hhJgA0rcu/8w=
+github.com/cloudwego/iasm v0.2.0/go.mod h1:8rXZaNYT2n95jn+zTI1sDr+IgcD2GVs0nlbbQPiEFhY=
+github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
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 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
 golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
-golang.org/x/tools v0.31.0 h1:0EedkvKDbh+qistFTd0Bcwe/YLh4vHwWEkiI0toFIBU=
-golang.org/x/tools v0.31.0/go.mod h1:naFTU+Cev749tSJRXJlna0T3WxKvb1kWEx15xA4SdmQ=
+golang.org/x/tools v0.13.0/go.mod h1:HvlwmtVNQAhOuCjW7xxvovg8wbNq7LwfXh/k7wXUl58=
+golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
+golang.org/x/tools v0.36.0 h1:kWS0uv/zsvHEle1LbV5LE8QujrxB3wfQyxHfhOk0Qkg=
+golang.org/x/tools v0.36.0/go.mod h1:WBDiHKJK8YgLHlcQPYQzNCkUxUypCaa5ZegCVutKm+s=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
-google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
 google.golang.org/appengine v1.6.8 h1:IhEN5q69dyKagZPYMSdIjS2HqprW324FRQZJcGqPAsM=
 google.golang.org/appengine v1.6.8/go.mod h1:1jJ3jBArFh5pcgW8gCtRJnepW8FzD1V44FJffLiz/Ds=
-google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
-google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
-google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
-google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
-google.golang.org/grpc v1.23.0/go.mod h1:Y5yQAOtifL1yxbo5wqy6BxZv8vAUGQwXBOALyacEbxg=
-google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8abTk=
-google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
-google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
-google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
-google.golang.org/protobuf v1.20.1-0.20200309200217-e05f789c0967/go.mod h1:A+miEFZTKqfCUM6K7xSMQL9OKL/b6hQv+e19PK+JZNE=
-google.golang.org/protobuf v1.21.0/go.mod h1:47Nbq4nVaFHyn7ilMalzfO3qCViNmqZ2kzikPIcrTAo=
-google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
-google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
-google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
 google.golang.org/protobuf v1.26.0-rc.1/go.mod h1:jlhhOSvTdKEhbULTjvd4ARK9grFBp09yW+WbY/TyQbw=
 google.golang.org/protobuf v1.26.0/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
-google.golang.org/protobuf v1.36.5 h1:tPhr+woSbjfYvY6/GPufUoYizxw1cF/yFoxJ2fmpwlM=
-google.golang.org/protobuf v1.36.5/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
+google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
+google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127 h1:qIbj1fsPNlZgppZ+VLlY7N33q108Sa+fhmuc+sWQYwY=
 gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
-gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
-gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
-gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI=
 gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
 gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
-honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 jaytaylor.com/html2text v0.0.0-20230321000545-74c2419ad056 h1:6YFJoB+0fUH6X3xU/G2tQqCYg+PkGtnZ5nMR5rpw72g=
 jaytaylor.com/html2text v0.0.0-20230321000545-74c2419ad056/go.mod h1:OxvTsCwKosqQ1q7B+8FwXqg4rKZ/UG9dUW+g/VL2xH4=
+maunium.net/go/maulogger/v2 v2.4.1 h1:N7zSdd0mZkB2m2JtFUsiGTQQAdP0YeFWT7YMc80yAL8=
+maunium.net/go/maulogger/v2 v2.4.1/go.mod h1:omPuYwYBILeVQobz8uO3XC8DIRuEb5rXYlQSuqrbCho=
+maunium.net/go/mautrix v0.17.0 h1:scc1qlUbzPn+wc+3eAPquyD+3gZwwy/hBANBm+iGKK8=
+maunium.net/go/mautrix v0.17.0/go.mod h1:j+puTEQCEydlVxhJ/dQP5chfa26TdvBO7X6F3Ataav8=
 mvdan.cc/xurls/v2 v2.6.0 h1:3NTZpeTxYVWNSokW3MKeyVkz/j7uYXYiMtXRUfmjbgI=
 mvdan.cc/xurls/v2 v2.6.0/go.mod h1:bCvEZ1XvdA6wDnxY7jPPjEmigDtvtvPXAD/Exa9IMSk=
+nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50=
 sigs.k8s.io/yaml v1.3.0 h1:a2VclLzOGrwOHDiV8EfBGhvjHvP46CtW5j6POvhYGGo=
 sigs.k8s.io/yaml v1.3.0/go.mod h1:GeOyir5tyXNByN85N/dRIT9es5UQNerPYEKK56eTBm8=

main.go

@@ -22,13 +22,17 @@ var withLogs = os.Getenv("LOCALAGI_ENABLE_CONVERSATIONS_LOGGING") == "true"
 var apiKeysEnv = os.Getenv("LOCALAGI_API_KEYS")
 var imageModel = os.Getenv("LOCALAGI_IMAGE_MODEL")
 var conversationDuration = os.Getenv("LOCALAGI_CONVERSATION_DURATION")
+var localOperatorBaseURL = os.Getenv("LOCALOPERATOR_BASE_URL")
+var mcpboxURL = os.Getenv("LOCALAGI_MCPBOX_URL")
+var customActionsDir = os.Getenv("LOCALAGI_CUSTOM_ACTIONS_DIR")
+var sshBoxURL = os.Getenv("LOCALAGI_SSHBOX_URL")
 
 func init() {
 	if baseModel == "" {
 		panic("LOCALAGI_MODEL not set")
 	}
 	if apiURL == "" {
-		panic("LOCALAGI_API_URL not set")
+		panic("LOCALAGI_LLM_API_URL not set")
 	}
 	if timeout == "" {
 		timeout = "5m"
@@ -60,10 +64,21 @@ func main() {
 		apiURL,
 		apiKey,
 		stateDir,
+		mcpboxURL,
 		localRAG,
-		services.Actions,
+		services.Actions(map[string]string{
+			services.ActionConfigBrowserAgentRunner: localOperatorBaseURL,
+			services.ActionConfigDeepResearchRunner: localOperatorBaseURL,
+			services.ActionConfigSSHBoxURL:          sshBoxURL,
+			services.ConfigStateDir:                 stateDir,
+			services.CustomActionsDir:               customActionsDir,
+		}),
 		services.Connectors,
-		services.DynamicPrompts,
+		services.DynamicPrompts(map[string]string{
+			services.ConfigStateDir:   stateDir,
+			services.CustomActionsDir: customActionsDir,
+		}),
+		services.Filters,
 		timeout,
 		withLogs,
 	)
@@ -79,6 +94,7 @@ func main() {
 		webui.WithLLMAPIUrl(apiURL),
 		webui.WithLLMAPIKey(apiKey),
 		webui.WithLLMModel(baseModel),
+		webui.WithCustomActionsDir(customActionsDir),
 		webui.WithStateDir(stateDir),
 	)
 

pkg/client/responses.go

@@ -4,18 +4,58 @@ import (
 	"encoding/json"
 	"fmt"
 	"net/http"
+
+	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
+// UserLocation represents the user's location for web search
+type UserLocation struct {
+	Type     string  `json:"type"`
+	City     *string `json:"city,omitempty"`
+	Country  *string `json:"country,omitempty"`
+	Region   *string `json:"region,omitempty"`
+	Timezone *string `json:"timezone,omitempty"`
+}
+
+type Tool struct {
+	Type string `json:"type"`
+
+	// Function tool fields (used when type == "function")
+	Name        *string                `json:"name,omitempty"`
+	Description *string                `json:"description,omitempty"`
+	Parameters  *jsonschema.Definition `json:"parameters,omitempty"`
+
+	// Web search tool fields (used when type == "web_search_preview" etc.)
+	SearchContextSize *string       `json:"search_context_size,omitempty"`
+	UserLocation      *UserLocation `json:"user_location,omitempty"`
+}
+
+type ToolChoice struct {
+	Name string `json:"name"`
+	Type string `json:"type"`
+}
+
 // RequestBody represents the message request to the AI model
 type RequestBody struct {
 	Model       string   `json:"model"`
 	Input       any      `json:"input"`
 	Temperature *float64 `json:"temperature,omitempty"`
+	Tools       []Tool   `json:"tools,omitempty"`
+	ToolChoice *ToolChoice `json:"tool_choice"`  
 	MaxTokens   *int     `json:"max_output_tokens,omitempty"`
 }
 
+type InputFunctionToolCallOutput struct {
+	CallID string `json:"call_id"`
+	Output string `json:"output"`
+	Type   string `json:"type"`
+	ID     string `json:"id"`
+	Status string `json:"status"`
+}
+
 // InputMessage represents a user input message
 type InputMessage struct {
+	Type    string `json:"type"`
 	Role    string `json:"role"`
 	Content any    `json:"content"`
 }
@@ -29,10 +69,49 @@ type ContentItem struct {
 
 // ResponseBody represents the response from the AI model
 type ResponseBody struct {
-	CreatedAt int64             `json:"created_at"`
-	Status    string            `json:"status"`
-	Error     any               `json:"error,omitempty"`
-	Output    []ResponseMessage `json:"output"`
+	CreatedAt int64          `json:"created_at"`
+	Status    string         `json:"status"`
+	Error     any            `json:"error,omitempty"`
+	Output    []ResponseBase `json:"output"`
+	Tools     []Tool         `json:"tools"`
+}
+
+type ResponseType string
+
+const (
+	ResponseTypeFunctionToolCall ResponseType = "function_call"
+	ResponseTypeMessage          ResponseType = "message"
+)
+
+type ResponseBase json.RawMessage
+
+func (r *ResponseBase) UnmarshalJSON(data []byte) error {
+	return (*json.RawMessage)(r).UnmarshalJSON(data)
+}
+
+func (r *ResponseBase) ToMessage() (msg ResponseMessage, err error) {
+	err = json.Unmarshal(*r, &msg)
+	if msg.Type != string(ResponseTypeMessage) {
+		return ResponseMessage{}, fmt.Errorf("Expected %s, not %s", ResponseTypeMessage, msg.Type)
+	}
+	return
+}
+
+func (r *ResponseBase) ToFunctionToolCall() (msg ResponseFunctionToolCall, err error) {
+	err = json.Unmarshal(*r, &msg)
+	if msg.Type != string(ResponseTypeFunctionToolCall) {
+		return ResponseFunctionToolCall{}, fmt.Errorf("Expected %s, not %s", ResponseTypeFunctionToolCall, msg.Type)
+	}
+	return
+}
+
+type ResponseFunctionToolCall struct {
+	Arguments string `json:"arguments"`
+	CallID    string `json:"call_id"`
+	Name      string `json:"name"`
+	Type      string `json:"type"`
+	ID        string `json:"id"`
+	Status    string `json:"status"`
 }
 
 // ResponseMessage represents a message in the response
@@ -85,7 +164,11 @@ func (c *Client) SimpleAIResponse(agentName, input string) (string, error) {
 	}
 
 	// Extract the text response from the output
-	for _, msg := range response.Output {
+	for _, out := range response.Output {
+		msg, err := out.ToMessage()
+		if err != nil {
+			return "", fmt.Errorf("out.ToMessage: %w", err)
+		}
 		if msg.Role == "assistant" {
 			for _, content := range msg.Content {
 				if content.Type == "output_text" {
@@ -113,7 +196,12 @@ func (c *Client) ChatAIResponse(agentName string, messages []InputMessage) (stri
 	}
 
 	// Extract the text response from the output
-	for _, msg := range response.Output {
+	for _, out := range response.Output {
+		msg, err := out.ToMessage()
+		if err != nil {
+			return "", fmt.Errorf("out.ToMessage: %w", err)
+		}
+
 		if msg.Role == "assistant" {
 			for _, content := range msg.Content {
 				if content.Type == "output_text" {

pkg/llm/json.go

@@ -10,16 +10,20 @@ import (
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
-func GenerateTypedJSON(ctx context.Context, client *openai.Client, guidance, model string, i jsonschema.Definition, dst any) error {
+func GenerateTypedJSONWithGuidance(ctx context.Context, client *openai.Client, guidance, model string, i jsonschema.Definition, dst any) error {
+	return GenerateTypedJSONWithConversation(ctx, client, []openai.ChatCompletionMessage{
+		{
+			Role:    "user",
+			Content: guidance,
+		},
+	}, model, i, dst)
+}
+
+func GenerateTypedJSONWithConversation(ctx context.Context, client *openai.Client, conv []openai.ChatCompletionMessage, model string, i jsonschema.Definition, dst any) error {
 	toolName := "json"
 	decision := openai.ChatCompletionRequest{
-		Model: model,
-		Messages: []openai.ChatCompletionMessage{
-			{
-				Role:    "user",
-				Content: guidance,
-			},
-		},
+		Model:    model,
+		Messages: conv,
 		Tools: []openai.Tool{
 			{
 

pkg/localoperator/client.go

@@ -0,0 +1,149 @@
+package localoperator
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"time"
+)
+
+type Client struct {
+	baseURL    string
+	httpClient *http.Client
+}
+
+func NewClient(baseURL string, timeout ...time.Duration) *Client {
+	defaultTimeout := 30 * time.Second
+	if len(timeout) > 0 {
+		defaultTimeout = timeout[0]
+	}
+
+	return &Client{
+		baseURL: baseURL,
+		httpClient: &http.Client{
+			Timeout: defaultTimeout,
+		},
+	}
+}
+
+type AgentRequest struct {
+	Goal                string `json:"goal"`
+	MaxAttempts         int    `json:"max_attempts,omitempty"`
+	MaxNoActionAttempts int    `json:"max_no_action_attempts,omitempty"`
+}
+
+type DesktopAgentRequest struct {
+	AgentRequest
+	DesktopURL string `json:"desktop_url"`
+}
+
+type DeepResearchRequest struct {
+	Topic               string `json:"topic"`
+	MaxCycles           int    `json:"max_cycles,omitempty"`
+	MaxNoActionAttempts int    `json:"max_no_action_attempts,omitempty"`
+	MaxResults          int    `json:"max_results,omitempty"`
+}
+
+// Response types
+type StateDescription struct {
+	CurrentURL             string `json:"current_url"`
+	PageTitle              string `json:"page_title"`
+	PageContentDescription string `json:"page_content_description"`
+	Screenshot             string `json:"screenshot"`
+	ScreenshotMimeType     string `json:"screenshot_mime_type"`
+}
+
+type StateHistory struct {
+	States []StateDescription `json:"states"`
+}
+
+type DesktopStateDescription struct {
+	ScreenContent  string `json:"screen_content"`
+	ScreenshotPath string `json:"screenshot_path"`
+}
+
+type DesktopStateHistory struct {
+	States []DesktopStateDescription `json:"states"`
+}
+
+type SearchResult struct {
+	Title       string `json:"title"`
+	URL         string `json:"url"`
+	Description string `json:"description"`
+}
+
+type ResearchResult struct {
+	Topic          string         `json:"topic"`
+	Summary        string         `json:"summary"`
+	Sources        []SearchResult `json:"sources"`
+	KnowledgeGaps  []string       `json:"knowledge_gaps"`
+	SearchQueries  []string       `json:"search_queries"`
+	ResearchCycles int            `json:"research_cycles"`
+	CompletionTime time.Duration  `json:"completion_time"`
+}
+
+func (c *Client) RunBrowserAgent(req AgentRequest) (*StateHistory, error) {
+	return post[*StateHistory](c.httpClient, c.baseURL+"/api/browser/run", req)
+}
+
+func (c *Client) RunDesktopAgent(req DesktopAgentRequest) (*DesktopStateHistory, error) {
+	return post[*DesktopStateHistory](c.httpClient, c.baseURL+"/api/desktop/run", req)
+}
+
+func (c *Client) RunDeepResearch(req DeepResearchRequest) (*ResearchResult, error) {
+	return post[*ResearchResult](c.httpClient, c.baseURL+"/api/deep-research/run", req)
+}
+
+func (c *Client) Readyz() (string, error) {
+	return c.get("/readyz")
+}
+
+func (c *Client) Healthz() (string, error) {
+	return c.get("/healthz")
+}
+
+func (c *Client) get(path string) (string, error) {
+	resp, err := c.httpClient.Get(c.baseURL + path)
+	if err != nil {
+		return "", fmt.Errorf("failed to make request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return "", fmt.Errorf("unexpected status code: %d, body: %s", resp.StatusCode, string(body))
+	}
+
+	return resp.Status, nil
+}
+
+func post[T any](client *http.Client, url string, body interface{}) (T, error) {
+	var result T
+	jsonBody, err := json.Marshal(body)
+	if err != nil {
+		return result, fmt.Errorf("failed to marshal request body: %w", err)
+	}
+
+	fmt.Println("Sending request", "url", url, "body", string(jsonBody))
+
+	resp, err := client.Post(url, "application/json", bytes.NewBuffer(jsonBody))
+	if err != nil {
+		return result, fmt.Errorf("failed to make request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	fmt.Println("Response", "status", resp.StatusCode)
+
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return result, fmt.Errorf("unexpected status code: %d, body: %s", resp.StatusCode, string(body))
+	}
+
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		return result, fmt.Errorf("failed to decode response: %w", err)
+	}
+
+	return result, nil
+}

pkg/stdio/client.go

@@ -0,0 +1,325 @@
+package stdio
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"net/url"
+	"sync"
+	"time"
+
+	"github.com/gorilla/websocket"
+)
+
+// Client implements the transport.Interface for stdio processes
+type Client struct {
+	baseURL   string
+	processes map[string]*Process
+	groups    map[string][]string
+	mu        sync.RWMutex
+}
+
+// NewClient creates a new stdio transport client
+func NewClient(baseURL string) *Client {
+	return &Client{
+		baseURL:   baseURL,
+		processes: make(map[string]*Process),
+		groups:    make(map[string][]string),
+	}
+}
+
+// CreateProcess starts a new process in a group
+func (c *Client) CreateProcess(ctx context.Context, command string, args []string, env []string, groupID string) (*Process, error) {
+	log.Printf("Creating process: command=%s, args=%v, groupID=%s", command, args, groupID)
+
+	req := struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+		GroupID string   `json:"group_id"`
+	}{
+		Command: command,
+		Args:    args,
+		Env:     env,
+		GroupID: groupID,
+	}
+
+	reqBody, err := json.Marshal(req)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	url := fmt.Sprintf("%s/processes", c.baseURL)
+	log.Printf("Sending POST request to %s", url)
+
+	resp, err := http.Post(url, "application/json", bytes.NewReader(reqBody))
+	if err != nil {
+		return nil, fmt.Errorf("failed to start process: %w", err)
+	}
+	defer resp.Body.Close()
+
+	log.Printf("Received response with status: %d", resp.StatusCode)
+
+	var result struct {
+		ID string `json:"id"`
+	}
+
+	body, _ := io.ReadAll(resp.Body)
+
+	if err := json.Unmarshal(body, &result); err != nil {
+		return nil, fmt.Errorf("failed to decode response: %w. body: %s", err, string(body))
+	}
+
+	log.Printf("Successfully created process with ID: %s", result.ID)
+
+	process := &Process{
+		ID:        result.ID,
+		GroupID:   groupID,
+		CreatedAt: time.Now(),
+	}
+
+	c.mu.Lock()
+	c.processes[process.ID] = process
+	if groupID != "" {
+		c.groups[groupID] = append(c.groups[groupID], process.ID)
+	}
+	c.mu.Unlock()
+
+	return process, nil
+}
+
+// GetProcess returns a process by ID
+func (c *Client) GetProcess(id string) (*Process, error) {
+	c.mu.RLock()
+	process, exists := c.processes[id]
+	c.mu.RUnlock()
+
+	if !exists {
+		return nil, fmt.Errorf("process not found: %s", id)
+	}
+
+	return process, nil
+}
+
+// GetGroupProcesses returns all processes in a group
+func (c *Client) GetGroupProcesses(groupID string) ([]*Process, error) {
+	c.mu.RLock()
+	processIDs, exists := c.groups[groupID]
+	if !exists {
+		c.mu.RUnlock()
+		return nil, fmt.Errorf("group not found: %s", groupID)
+	}
+
+	processes := make([]*Process, 0, len(processIDs))
+	for _, pid := range processIDs {
+		if process, exists := c.processes[pid]; exists {
+			processes = append(processes, process)
+		}
+	}
+	c.mu.RUnlock()
+
+	return processes, nil
+}
+
+// StopProcess stops a single process
+func (c *Client) StopProcess(id string) error {
+	c.mu.Lock()
+	process, exists := c.processes[id]
+	if !exists {
+		c.mu.Unlock()
+		return fmt.Errorf("process not found: %s", id)
+	}
+
+	// Remove from group if it exists
+	if process.GroupID != "" {
+		groupProcesses := c.groups[process.GroupID]
+		for i, pid := range groupProcesses {
+			if pid == id {
+				c.groups[process.GroupID] = append(groupProcesses[:i], groupProcesses[i+1:]...)
+				break
+			}
+		}
+		if len(c.groups[process.GroupID]) == 0 {
+			delete(c.groups, process.GroupID)
+		}
+	}
+
+	delete(c.processes, id)
+	c.mu.Unlock()
+
+	req, err := http.NewRequest(
+		"DELETE",
+		fmt.Sprintf("%s/processes/%s", c.baseURL, id),
+		nil,
+	)
+	if err != nil {
+		return fmt.Errorf("failed to create request: %w", err)
+	}
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("failed to stop process: %w", err)
+	}
+	resp.Body.Close()
+
+	return nil
+}
+
+// StopGroup stops all processes in a group
+func (c *Client) StopGroup(groupID string) error {
+	c.mu.Lock()
+	processIDs, exists := c.groups[groupID]
+	if !exists {
+		c.mu.Unlock()
+		return fmt.Errorf("group not found: %s", groupID)
+	}
+	c.mu.Unlock()
+
+	for _, pid := range processIDs {
+		if err := c.StopProcess(pid); err != nil {
+			return fmt.Errorf("failed to stop process %s in group %s: %w", pid, groupID, err)
+		}
+	}
+
+	return nil
+}
+
+// ListGroups returns all group IDs
+func (c *Client) ListGroups() []string {
+	c.mu.RLock()
+	defer c.mu.RUnlock()
+
+	groups := make([]string, 0, len(c.groups))
+	for groupID := range c.groups {
+		groups = append(groups, groupID)
+	}
+	return groups
+}
+
+// GetProcessIO returns io.Reader and io.Writer for a process
+func (c *Client) GetProcessIO(id string) (io.Reader, io.Writer, error) {
+	log.Printf("Getting IO for process: %s", id)
+
+	process, err := c.GetProcess(id)
+	if err != nil {
+		return nil, nil, err
+	}
+
+	// Parse the base URL to get the host
+	baseURL, err := url.Parse(c.baseURL)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to parse base URL: %w", err)
+	}
+
+	// Connect to WebSocket
+	u := url.URL{
+		Scheme: "ws",
+		Host:   baseURL.Host,
+		Path:   fmt.Sprintf("/ws/%s", process.ID),
+	}
+
+	log.Printf("Connecting to WebSocket at: %s", u.String())
+
+	conn, _, err := websocket.DefaultDialer.Dial(u.String(), nil)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to connect to WebSocket: %w", err)
+	}
+
+	log.Printf("Successfully connected to WebSocket for process: %s", id)
+
+	// Create reader and writer
+	reader := &websocketReader{conn: conn}
+	writer := &websocketWriter{conn: conn}
+
+	return reader, writer, nil
+}
+
+// websocketReader implements io.Reader for WebSocket
+type websocketReader struct {
+	conn *websocket.Conn
+}
+
+func (r *websocketReader) Read(p []byte) (n int, err error) {
+	_, message, err := r.conn.ReadMessage()
+	if err != nil {
+		return 0, err
+	}
+	n = copy(p, message)
+	return n, nil
+}
+
+// websocketWriter implements io.Writer for WebSocket
+type websocketWriter struct {
+	conn *websocket.Conn
+}
+
+func (w *websocketWriter) Write(p []byte) (n int, err error) {
+	// Use BinaryMessage type for better compatibility
+	err = w.conn.WriteMessage(websocket.BinaryMessage, p)
+	if err != nil {
+		return 0, fmt.Errorf("failed to write WebSocket message: %w", err)
+	}
+	return len(p), nil
+}
+
+// Close closes all connections and stops all processes
+func (c *Client) Close() error {
+	c.mu.Lock()
+	defer c.mu.Unlock()
+
+	// Stop all processes
+	for id := range c.processes {
+		if err := c.StopProcess(id); err != nil {
+			return fmt.Errorf("failed to stop process %s: %w", id, err)
+		}
+	}
+
+	return nil
+}
+
+// RunProcess executes a command and returns its output
+func (c *Client) RunProcess(ctx context.Context, command string, args []string, env []string) (string, error) {
+	log.Printf("Running one-time process: command=%s, args=%v", command, args)
+
+	req := struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+	}{
+		Command: command,
+		Args:    args,
+		Env:     env,
+	}
+
+	reqBody, err := json.Marshal(req)
+	if err != nil {
+		return "", fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	url := fmt.Sprintf("%s/run", c.baseURL)
+	log.Printf("Sending POST request to %s", url)
+
+	resp, err := http.Post(url, "application/json", bytes.NewReader(reqBody))
+	if err != nil {
+		return "", fmt.Errorf("failed to execute process: %w", err)
+	}
+	defer resp.Body.Close()
+
+	log.Printf("Received response with status: %d", resp.StatusCode)
+
+	var result struct {
+		Output string `json:"output"`
+	}
+
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		body, _ := io.ReadAll(resp.Body)
+		return "", fmt.Errorf("failed to decode response: %w. body: %s", err, string(body))
+	}
+
+	log.Printf("Successfully executed process with output length: %d", len(result.Output))
+	return result.Output, nil
+}

pkg/stdio/client_suite_test.go

@@ -0,0 +1,28 @@
+package stdio
+
+import (
+	"os"
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestSTDIOTransport(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "STDIOTransport test suite")
+}
+
+var baseURL string
+
+func init() {
+	baseURL = os.Getenv("LOCALAGI_MCPBOX_URL")
+	if baseURL == "" {
+		baseURL = "http://localhost:8080"
+	}
+}
+
+var _ = AfterSuite(func() {
+	client := NewClient(baseURL)
+	client.StopGroup("test-group")
+})

pkg/stdio/client_test.go

@@ -0,0 +1,235 @@
+package stdio
+
+import (
+	"context"
+	"time"
+
+	mcp "github.com/metoro-io/mcp-golang"
+	"github.com/metoro-io/mcp-golang/transport/stdio"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("Client", func() {
+	var (
+		client *Client
+	)
+
+	BeforeEach(func() {
+		client = NewClient(baseURL)
+	})
+
+	AfterEach(func() {
+		if client != nil {
+			Expect(client.Close()).To(Succeed())
+		}
+	})
+
+	Context("Process Management", func() {
+		It("should create and stop a process", func() {
+			ctx := context.Background()
+			// Use a command that doesn't exit immediately
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Hello, World!'; sleep 10"}, []string{}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+			Expect(process.ID).NotTo(BeEmpty())
+
+			// Get process IO
+			reader, writer, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(reader).NotTo(BeNil())
+			Expect(writer).NotTo(BeNil())
+
+			// Write to process
+			_, err = writer.Write([]byte("test input\n"))
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read from process with timeout
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("Hello, World!"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should manage process groups", func() {
+			ctx := context.Background()
+			groupID := "test-group"
+
+			// Create multiple processes in the same group
+			process1, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Process 1'; sleep 1"}, []string{}, groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process1).NotTo(BeNil())
+
+			process2, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Process 2'; sleep 1"}, []string{}, groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process2).NotTo(BeNil())
+
+			// Get group processes
+			processes, err := client.GetGroupProcesses(groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(processes).To(HaveLen(2))
+
+			// List groups
+			groups := client.ListGroups()
+			Expect(groups).To(ContainElement(groupID))
+
+			// Stop the group
+			err = client.StopGroup(groupID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should run a one-time process", func() {
+			ctx := context.Background()
+			output, err := client.RunProcess(ctx, "echo", []string{"One-time process"}, []string{})
+			Expect(err).NotTo(HaveOccurred())
+			Expect(output).To(ContainSubstring("One-time process"))
+		})
+
+		It("should handle process with environment variables", func() {
+			ctx := context.Background()
+			env := []string{"TEST_VAR=test_value"}
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "env | grep TEST_VAR; sleep 1"}, env, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+
+			// Get process IO
+			reader, _, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read environment variables with timeout
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("TEST_VAR=test_value"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should handle long-running processes", func() {
+			ctx := context.Background()
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Starting long process'; sleep 5"}, []string{}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+
+			// Get process IO
+			reader, _, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read initial output
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("Starting long process"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Wait a bit to ensure process is running
+			time.Sleep(time.Second)
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("MCP", func() {
+			ctx := context.Background()
+			process, err := client.CreateProcess(ctx,
+				"docker", []string{"run", "-i", "--rm", "-e", "GITHUB_PERSONAL_ACCESS_TOKEN", "ghcr.io/github/github-mcp-server"},
+				[]string{"GITHUB_PERSONAL_ACCESS_TOKEN=test"}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+			Expect(process.ID).NotTo(BeEmpty())
+
+			defer client.StopProcess(process.ID)
+
+			// MCP client
+
+			read, writer, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(read).NotTo(BeNil())
+			Expect(writer).NotTo(BeNil())
+
+			transport := stdio.NewStdioServerTransportWithIO(read, writer)
+
+			// Create a new client
+			mcpClient := mcp.NewClient(transport)
+			// Initialize the client
+			response, e := mcpClient.Initialize(ctx)
+			Expect(e).NotTo(HaveOccurred())
+			Expect(response).NotTo(BeNil())
+
+			Expect(mcpClient.Ping(ctx)).To(Succeed())
+
+			xlog.Debug("Client initialized: %v", response.Instructions)
+
+			alltools := []mcp.ToolRetType{}
+			var cursor *string
+			for {
+				tools, err := mcpClient.ListTools(ctx, cursor)
+				Expect(err).NotTo(HaveOccurred())
+				Expect(tools).NotTo(BeNil())
+				Expect(tools.Tools).NotTo(BeEmpty())
+				alltools = append(alltools, tools.Tools...)
+
+				if tools.NextCursor == nil {
+					break // No more pages
+				}
+				cursor = tools.NextCursor
+			}
+
+			for _, tool := range alltools {
+				xlog.Debug("Tool: %v", tool)
+			}
+		})
+	})
+})

pkg/stdio/server.go

@@ -0,0 +1,473 @@
+package stdio
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"os/exec"
+	"sync"
+	"time"
+
+	"github.com/gorilla/websocket"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+// Process represents a running process with its stdio streams
+type Process struct {
+	ID        string
+	GroupID   string
+	Cmd       *exec.Cmd
+	Stdin     io.WriteCloser
+	Stdout    io.ReadCloser
+	Stderr    io.ReadCloser
+	CreatedAt time.Time
+}
+
+// Server handles process management and stdio streaming
+type Server struct {
+	processes map[string]*Process
+	groups    map[string][]string // maps group ID to process IDs
+	mu        sync.RWMutex
+	upgrader  websocket.Upgrader
+}
+
+// NewServer creates a new stdio server
+func NewServer() *Server {
+	return &Server{
+		processes: make(map[string]*Process),
+		groups:    make(map[string][]string),
+		upgrader:  websocket.Upgrader{},
+	}
+}
+
+// StartProcess starts a new process and returns its ID
+func (s *Server) StartProcess(ctx context.Context, command string, args []string, env []string, groupID string) (string, error) {
+	xlog.Debug("Starting process", "command", command, "args", args, "groupID", groupID)
+
+	cmd := exec.CommandContext(ctx, command, args...)
+
+	if len(env) > 0 {
+		cmd.Env = append(os.Environ(), env...)
+		xlog.Debug("Process environment", "env", cmd.Env)
+	}
+
+	stdin, err := cmd.StdinPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stdin pipe: %w", err)
+	}
+
+	stdout, err := cmd.StdoutPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stdout pipe: %w", err)
+	}
+
+	stderr, err := cmd.StderrPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stderr pipe: %w", err)
+	}
+
+	if err := cmd.Start(); err != nil {
+		return "", fmt.Errorf("failed to start process: %w", err)
+	}
+
+	process := &Process{
+		ID:        fmt.Sprintf("%d", time.Now().UnixNano()),
+		GroupID:   groupID,
+		Cmd:       cmd,
+		Stdin:     stdin,
+		Stdout:    stdout,
+		Stderr:    stderr,
+		CreatedAt: time.Now(),
+	}
+
+	s.mu.Lock()
+	s.processes[process.ID] = process
+	if groupID != "" {
+		s.groups[groupID] = append(s.groups[groupID], process.ID)
+	}
+	s.mu.Unlock()
+
+	xlog.Debug("Successfully started process", "id", process.ID, "pid", cmd.Process.Pid)
+	return process.ID, nil
+}
+
+// StopProcess stops a running process
+func (s *Server) StopProcess(id string) error {
+	s.mu.Lock()
+	process, exists := s.processes[id]
+	if !exists {
+		s.mu.Unlock()
+		return fmt.Errorf("process not found: %s", id)
+	}
+
+	xlog.Debug("Stopping process", "processID", id, "pid", process.Cmd.Process.Pid)
+
+	// Remove from group if it exists
+	if process.GroupID != "" {
+		groupProcesses := s.groups[process.GroupID]
+		for i, pid := range groupProcesses {
+			if pid == id {
+				s.groups[process.GroupID] = append(groupProcesses[:i], groupProcesses[i+1:]...)
+				break
+			}
+		}
+		if len(s.groups[process.GroupID]) == 0 {
+			delete(s.groups, process.GroupID)
+		}
+	}
+
+	delete(s.processes, id)
+	s.mu.Unlock()
+
+	if err := process.Cmd.Process.Kill(); err != nil {
+		xlog.Debug("Failed to kill process", "processID", id, "pid", process.Cmd.Process.Pid, "error", err)
+		return fmt.Errorf("failed to kill process: %w", err)
+	}
+
+	xlog.Debug("Successfully killed process", "processID", id, "pid", process.Cmd.Process.Pid)
+	return nil
+}
+
+// StopGroup stops all processes in a group
+func (s *Server) StopGroup(groupID string) error {
+	s.mu.Lock()
+	processIDs, exists := s.groups[groupID]
+	if !exists {
+		s.mu.Unlock()
+		return fmt.Errorf("group not found: %s", groupID)
+	}
+	s.mu.Unlock()
+
+	for _, pid := range processIDs {
+		if err := s.StopProcess(pid); err != nil {
+			return fmt.Errorf("failed to stop process %s in group %s: %w", pid, groupID, err)
+		}
+	}
+
+	return nil
+}
+
+// GetGroupProcesses returns all processes in a group
+func (s *Server) GetGroupProcesses(groupID string) ([]*Process, error) {
+	s.mu.RLock()
+	processIDs, exists := s.groups[groupID]
+	if !exists {
+		s.mu.RUnlock()
+		return nil, fmt.Errorf("group not found: %s", groupID)
+	}
+
+	processes := make([]*Process, 0, len(processIDs))
+	for _, pid := range processIDs {
+		if process, exists := s.processes[pid]; exists {
+			processes = append(processes, process)
+		}
+	}
+	s.mu.RUnlock()
+
+	return processes, nil
+}
+
+// ListGroups returns all group IDs
+func (s *Server) ListGroups() []string {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+
+	groups := make([]string, 0, len(s.groups))
+	for groupID := range s.groups {
+		groups = append(groups, groupID)
+	}
+	return groups
+}
+
+// GetProcess returns a process by ID
+func (s *Server) GetProcess(id string) (*Process, error) {
+	s.mu.RLock()
+	process, exists := s.processes[id]
+	s.mu.RUnlock()
+
+	if !exists {
+		return nil, fmt.Errorf("process not found: %s", id)
+	}
+
+	return process, nil
+}
+
+// ListProcesses returns all running processes
+func (s *Server) ListProcesses() []*Process {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+
+	processes := make([]*Process, 0, len(s.processes))
+	for _, p := range s.processes {
+		processes = append(processes, p)
+	}
+
+	return processes
+}
+
+// RunProcess executes a command and returns its output
+func (s *Server) RunProcess(ctx context.Context, command string, args []string, env []string) (string, error) {
+	cmd := exec.CommandContext(ctx, command, args...)
+
+	if len(env) > 0 {
+		cmd.Env = append(os.Environ(), env...)
+	}
+
+	output, err := cmd.CombinedOutput()
+	if err != nil {
+		return string(output), fmt.Errorf("process failed: %w", err)
+	}
+
+	return string(output), nil
+}
+
+// Start starts the HTTP server
+func (s *Server) Start(addr string) error {
+	http.HandleFunc("/processes", s.handleProcesses)
+	http.HandleFunc("/processes/", s.handleProcess)
+	http.HandleFunc("/ws/", s.handleWebSocket)
+	http.HandleFunc("/groups", s.handleGroups)
+	http.HandleFunc("/groups/", s.handleGroup)
+	http.HandleFunc("/run", s.handleRun)
+
+	return http.ListenAndServe(addr, nil)
+}
+
+func (s *Server) handleProcesses(w http.ResponseWriter, r *http.Request) {
+	log.Printf("Handling /processes request: method=%s", r.Method)
+
+	switch r.Method {
+	case http.MethodGet:
+		processes := s.ListProcesses()
+		json.NewEncoder(w).Encode(processes)
+	case http.MethodPost:
+		var req struct {
+			Command string   `json:"command"`
+			Args    []string `json:"args"`
+			Env     []string `json:"env"`
+			GroupID string   `json:"group_id"`
+		}
+		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		id, err := s.StartProcess(context.Background(), req.Command, req.Args, req.Env, req.GroupID)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusInternalServerError)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		json.NewEncoder(w).Encode(map[string]string{"id": id})
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleProcess(w http.ResponseWriter, r *http.Request) {
+	id := r.URL.Path[len("/processes/"):]
+
+	switch r.Method {
+	case http.MethodGet:
+		process, err := s.GetProcess(id)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		json.NewEncoder(w).Encode(process)
+	case http.MethodDelete:
+		if err := s.StopProcess(id); err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusNoContent)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleWebSocket(w http.ResponseWriter, r *http.Request) {
+	id := r.URL.Path[len("/ws/"):]
+	xlog.Debug("Handling WebSocket connection", "processID", id)
+
+	process, err := s.GetProcess(id)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusNotFound)
+		return
+	}
+
+	if process.Cmd.ProcessState != nil && process.Cmd.ProcessState.Exited() {
+		xlog.Debug("Process already exited", "processID", id)
+		http.Error(w, "Process already exited", http.StatusGone)
+		return
+	}
+
+	xlog.Debug("Process is running", "processID", id, "pid", process.Cmd.Process.Pid)
+
+	conn, err := s.upgrader.Upgrade(w, r, nil)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+	defer conn.Close()
+
+	xlog.Debug("WebSocket connection established", "processID", id)
+
+	// Create a done channel to signal process completion
+	done := make(chan struct{})
+
+	// Handle stdin
+	go func() {
+		defer func() {
+			select {
+			case <-done:
+				xlog.Debug("Process stdin handler done", "processID", id)
+			default:
+				xlog.Debug("WebSocket stdin connection closed", "processID", id)
+			}
+		}()
+
+		for {
+			_, message, err := conn.ReadMessage()
+			if err != nil {
+				if websocket.IsUnexpectedCloseError(err, websocket.CloseGoingAway, websocket.CloseNormalClosure) {
+					xlog.Debug("WebSocket stdin unexpected error", "processID", id, "error", err)
+				}
+				return
+			}
+			xlog.Debug("Received message", "processID", id, "message", string(message))
+			if _, err := process.Stdin.Write(message); err != nil {
+				if err != io.EOF {
+					xlog.Debug("WebSocket stdin write error", "processID", id, "error", err)
+				}
+				return
+			}
+			xlog.Debug("Message sent to process", "processID", id, "message", string(message))
+		}
+	}()
+
+	// Handle stdout and stderr
+	go func() {
+		defer func() {
+			select {
+			case <-done:
+				xlog.Debug("Process output handler done", "processID", id)
+			default:
+				xlog.Debug("WebSocket output connection closed", "processID", id)
+			}
+		}()
+
+		// Create a buffer for reading
+		buf := make([]byte, 4096)
+		reader := io.MultiReader(process.Stdout, process.Stderr)
+
+		for {
+			n, err := reader.Read(buf)
+			if err != nil {
+				if err != io.EOF {
+					xlog.Debug("Read error", "processID", id, "error", err)
+				}
+				return
+			}
+
+			if n > 0 {
+				xlog.Debug("Sending message", "processID", id, "size", n)
+				if err := conn.WriteMessage(websocket.BinaryMessage, buf[:n]); err != nil {
+					if websocket.IsUnexpectedCloseError(err, websocket.CloseGoingAway, websocket.CloseNormalClosure) {
+						xlog.Debug("WebSocket output write error", "processID", id, "error", err)
+					}
+					return
+				}
+				xlog.Debug("Message sent to client", "processID", id, "size", n)
+			}
+		}
+	}()
+
+	// Wait for process to exit
+	xlog.Debug("Waiting for process to exit", "processID", id)
+	err = process.Cmd.Wait()
+	close(done) // Signal that the process is done
+
+	if err != nil {
+		xlog.Debug("Process exited with error",
+			"processID", id,
+			"pid", process.Cmd.Process.Pid,
+			"error", err)
+	} else {
+		xlog.Debug("Process exited successfully",
+			"processID", id,
+			"pid", process.Cmd.Process.Pid)
+	}
+}
+
+// Add new handlers for group management
+func (s *Server) handleGroups(w http.ResponseWriter, r *http.Request) {
+	switch r.Method {
+	case http.MethodGet:
+		groups := s.ListGroups()
+		json.NewEncoder(w).Encode(groups)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleGroup(w http.ResponseWriter, r *http.Request) {
+	groupID := r.URL.Path[len("/groups/"):]
+
+	switch r.Method {
+	case http.MethodGet:
+		processes, err := s.GetGroupProcesses(groupID)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		json.NewEncoder(w).Encode(processes)
+	case http.MethodDelete:
+		if err := s.StopGroup(groupID); err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusNoContent)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleRun(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodPost {
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
+	log.Printf("Handling /run request")
+
+	var req struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+	}
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		http.Error(w, err.Error(), http.StatusBadRequest)
+		return
+	}
+
+	log.Printf("Executing one-time process: command=%s, args=%v", req.Command, req.Args)
+
+	output, err := s.RunProcess(r.Context(), req.Command, req.Args, req.Env)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+
+	log.Printf("One-time process completed with output length: %d", len(output))
+
+	w.Header().Set("Content-Type", "application/json")
+	json.NewEncoder(w).Encode(map[string]string{
+		"output": output,
+	})
+}

pkg/utils/ptr/ptr.go

@@ -0,0 +1,5 @@
+package ptr
+
+func To[T any](v T) *T {
+	return &v
+}

services/actions.go

@@ -4,6 +4,10 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"os"
+	"path/filepath"
+	"slices"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/action"
 	"github.com/mudler/LocalAGI/core/state"
@@ -18,8 +22,11 @@ const (
 	// Actions
 	ActionSearch                         = "search"
 	ActionCustom                         = "custom"
+	ActionBrowserAgentRunner             = "browser-agent-runner"
+	ActionDeepResearchRunner             = "deep-research-runner"
 	ActionGithubIssueLabeler             = "github-issue-labeler"
 	ActionGithubIssueOpener              = "github-issue-opener"
+	ActionGithubIssueEditor              = "github-issue-editor"
 	ActionGithubIssueCloser              = "github-issue-closer"
 	ActionGithubIssueSearcher            = "github-issue-searcher"
 	ActionGithubRepositoryGet            = "github-repository-get-content"
@@ -32,6 +39,8 @@ const (
 	ActionGithubPRCreator                = "github-pr-creator"
 	ActionGithubGetAllContent            = "github-get-all-repository-content"
 	ActionGithubREADME                   = "github-readme"
+	ActionGithubRepositorySearchFiles    = "github-repository-search-files"
+	ActionGithubRepositoryListFiles      = "github-repository-list-files"
 	ActionScraper                        = "scraper"
 	ActionWikipedia                      = "wikipedia"
 	ActionBrowse                         = "browse"
@@ -41,6 +50,21 @@ const (
 	ActionCounter                        = "counter"
 	ActionCallAgents                     = "call_agents"
 	ActionShellcommand                   = "shell-command"
+	ActionSendTelegramMessage            = "send-telegram-message"
+	ActionSetReminder                    = "set_reminder"
+	ActionListReminders                  = "list_reminders"
+	ActionRemoveReminder                 = "remove_reminder"
+	ActionAddToMemory                    = "add_to_memory"
+	ActionListMemory                     = "list_memory"
+	ActionRemoveFromMemory               = "remove_from_memory"
+	ActionPiKVMPowerControl              = "pikvm_power_control"
+	ActionWebhook                        = "webhook"
+)
+
+const (
+	nameField          = "name"
+	descriptionField   = "description"
+	configurationField = "configuration"
 )
 
 var AvailableActions = []string{
@@ -48,10 +72,15 @@ var AvailableActions = []string{
 	ActionCustom,
 	ActionGithubIssueLabeler,
 	ActionGithubIssueOpener,
+	ActionGithubIssueEditor,
 	ActionGithubIssueCloser,
 	ActionGithubIssueSearcher,
 	ActionGithubRepositoryGet,
 	ActionGithubGetAllContent,
+	ActionGithubRepositorySearchFiles,
+	ActionGithubRepositoryListFiles,
+	ActionBrowserAgentRunner,
+	ActionDeepResearchRunner,
 	ActionGithubRepositoryCreateOrUpdate,
 	ActionGithubIssueReader,
 	ActionGithubIssueCommenter,
@@ -69,36 +98,310 @@ var AvailableActions = []string{
 	ActionCounter,
 	ActionCallAgents,
 	ActionShellcommand,
+	ActionSendTelegramMessage,
+	ActionSetReminder,
+	ActionListReminders,
+	ActionRemoveReminder,
+	ActionAddToMemory,
+	ActionListMemory,
+	ActionRemoveFromMemory,
+	ActionPiKVMPowerControl,
+	ActionWebhook,
 }
 
-func Actions(a *state.AgentConfig) func(ctx context.Context, pool *state.AgentPool) []types.Action {
-	return func(ctx context.Context, pool *state.AgentPool) []types.Action {
-		allActions := []types.Action{}
+var DefaultActions = []config.FieldGroup{
+	{
+		Name:   "search",
+		Label:  "Search",
+		Fields: actions.SearchConfigMeta(),
+	},
+	{
+		Name:   "browser-agent-runner",
+		Label:  "Browser Agent Runner",
+		Fields: actions.BrowserAgentRunnerConfigMeta(),
+	},
+	{
+		Name:   "deep-research-runner",
+		Label:  "Deep Research Runner",
+		Fields: actions.DeepResearchRunnerConfigMeta(),
+	},
+	{
+		Name:   "generate_image",
+		Label:  "Generate Image",
+		Fields: actions.GenImageConfigMeta(),
+	},
+	{
+		Name:   "add_to_memory",
+		Label:  "Add to Memory",
+		Fields: actions.AddToMemoryConfigMeta(),
+	},
+	{
+		Name:   "list_memory",
+		Label:  "List Memory",
+		Fields: actions.ListMemoryConfigMeta(),
+	},
+	{
+		Name:   "remove_from_memory",
+		Label:  "Remove from Memory",
+		Fields: actions.RemoveFromMemoryConfigMeta(),
+	},
+	{
+		Name:   "github-issue-labeler",
+		Label:  "GitHub Issue Labeler",
+		Fields: actions.GithubIssueLabelerConfigMeta(),
+	},
+	{
+		Name:   "github-issue-opener",
+		Label:  "GitHub Issue Opener",
+		Fields: actions.GithubIssueOpenerConfigMeta(),
+	},
+	{
+		Name:   "github-issue-editor",
+		Label:  "GitHub Issue Editor",
+		Fields: actions.GithubIssueEditorConfigMeta(),
+	},
+	{
+		Name:   "github-issue-closer",
+		Label:  "GitHub Issue Closer",
+		Fields: actions.GithubIssueCloserConfigMeta(),
+	},
+	{
+		Name:   "github-issue-commenter",
+		Label:  "GitHub Issue Commenter",
+		Fields: actions.GithubIssueCommenterConfigMeta(),
+	},
+	{
+		Name:   "github-issue-reader",
+		Label:  "GitHub Issue Reader",
+		Fields: actions.GithubIssueReaderConfigMeta(),
+	},
+	{
+		Name:   "github-issue-searcher",
+		Label:  "GitHub Issue Search",
+		Fields: actions.GithubIssueSearchConfigMeta(),
+	},
+	{
+		Name:   "github-repository-get-content",
+		Label:  "GitHub Repository Get Content",
+		Fields: actions.GithubRepositoryGetContentConfigMeta(),
+	},
+	{
+		Name:   "github-get-all-repository-content",
+		Label:  "GitHub Get All Repository Content",
+		Fields: actions.GithubRepositoryGetAllContentConfigMeta(),
+	},
+	{
+		Name:   "github-repository-search-files",
+		Label:  "GitHub Repository Search Files",
+		Fields: actions.GithubRepositorySearchFilesConfigMeta(),
+	},
+	{
+		Name:   "github-repository-list-files",
+		Label:  "GitHub Repository List Files",
+		Fields: actions.GithubRepositoryListFilesConfigMeta(),
+	},
+	{
+		Name:   "github-repository-create-or-update-content",
+		Label:  "GitHub Repository Create/Update Content",
+		Fields: actions.GithubRepositoryCreateOrUpdateContentConfigMeta(),
+	},
+	{
+		Name:   "github-readme",
+		Label:  "GitHub Repository README",
+		Fields: actions.GithubRepositoryREADMEConfigMeta(),
+	},
+	{
+		Name:   "github-pr-reader",
+		Label:  "GitHub PR Reader",
+		Fields: actions.GithubPRReaderConfigMeta(),
+	},
+	{
+		Name:   "github-pr-commenter",
+		Label:  "GitHub PR Commenter",
+		Fields: actions.GithubPRCommenterConfigMeta(),
+	},
+	{
+		Name:   "github-pr-reviewer",
+		Label:  "GitHub PR Reviewer",
+		Fields: actions.GithubPRReviewerConfigMeta(),
+	},
+	{
+		Name:   "github-pr-creator",
+		Label:  "GitHub PR Creator",
+		Fields: actions.GithubPRCreatorConfigMeta(),
+	},
+	{
+		Name:   "twitter-post",
+		Label:  "Twitter Post",
+		Fields: actions.TwitterPostConfigMeta(),
+	},
+	{
+		Name:   "send-mail",
+		Label:  "Send Mail",
+		Fields: actions.SendMailConfigMeta(),
+	},
+	{
+		Name:   "shell-command",
+		Label:  "Shell Command",
+		Fields: actions.ShellConfigMeta(),
+	},
+	{
+		Name:   "custom",
+		Label:  "Custom",
+		Fields: action.CustomConfigMeta(),
+	},
+	{
+		Name:   "scraper",
+		Label:  "Scraper",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "wikipedia",
+		Label:  "Wikipedia",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "browse",
+		Label:  "Browse",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "counter",
+		Label:  "Counter",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "call_agents",
+		Label:  "Call Agents",
+		Fields: actions.CallAgentConfigMeta(),
+	},
+	{
+		Name:   "send-telegram-message",
+		Label:  "Send Telegram Message",
+		Fields: actions.SendTelegramMessageConfigMeta(),
+	},
+	{
+		Name:   "set_reminder",
+		Label:  "Set Reminder",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "list_reminders",
+		Label:  "List Reminders",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "remove_reminder",
+		Label:  "Remove Reminder",
+		Fields: []config.Field{},
+	},
+	{
+		Name:   "pikvm_power_control",
+		Label:  "PiKVM Power Control",
+		Fields: actions.PiKVMConfigMeta(),
+	},
+	{
+		Name:   "webhook",
+		Label:  "Webhook",
+		Fields: actions.WebhookConfigMeta(),
+	},
+}
 
-		agentName := a.Name
-
-		for _, a := range a.Actions {
-			var config map[string]string
-			if err := json.Unmarshal([]byte(a.Config), &config); err != nil {
-				xlog.Error("Error unmarshalling action config", "error", err)
-				continue
-			}
-
-			a, err := Action(a.Name, agentName, config, pool)
-			if err != nil {
-				continue
-			}
-			allActions = append(allActions, a)
-		}
+const (
+	ActionConfigBrowserAgentRunner = "browser-agent-runner-base-url"
+	ActionConfigDeepResearchRunner = "deep-research-runner-base-url"
+	ActionConfigSSHBoxURL          = "sshbox-url"
+	ConfigStateDir                 = "state-dir"
+	CustomActionsDir               = "custom-actions-dir"
+)
 
+func customActions(customActionsDir string, existingActionConfigs map[string]map[string]string) (allActions []types.Action) {
+	files, err := os.ReadDir(customActionsDir)
+	if err != nil {
+		xlog.Error("Error reading custom actions directory", "error", err)
 		return allActions
 	}
+
+	for _, file := range files {
+		if filepath.Ext(file.Name()) != ".go" {
+			continue
+		}
+
+		content, err := os.ReadFile(filepath.Join(customActionsDir, file.Name()))
+		if err != nil {
+			xlog.Error("Error reading custom action file", "error", err, "file", file.Name())
+			continue
+		}
+		actionName := strings.TrimSuffix(file.Name(), ".go")
+
+		actionConfig := map[string]string{
+			"name":        actionName,
+			"description": "",
+			"code":        string(content),
+			"unsafe":      "false",
+		}
+
+		if c, exists := existingActionConfigs[actionName]; exists {
+			// We allow the user to customize name and description
+			actionConfig[descriptionField] = c[descriptionField]
+			actionConfig[nameField] = c[nameField]
+			actionConfig[configurationField] = c[configurationField]
+		}
+		a, err := Action(ActionCustom, "", actionConfig, nil, map[string]string{})
+		if err != nil {
+			xlog.Error("Error creating custom action", "error", err, "file", file.Name())
+			continue
+		}
+		allActions = append(allActions, a)
+	}
+	return
 }
 
-func Action(name, agentName string, config map[string]string, pool *state.AgentPool) (types.Action, error) {
+func Actions(actionsConfigs map[string]string) func(a *state.AgentConfig) func(ctx context.Context, pool *state.AgentPool) []types.Action {
+	return func(a *state.AgentConfig) func(ctx context.Context, pool *state.AgentPool) []types.Action {
+		return func(ctx context.Context, pool *state.AgentPool) []types.Action {
+			allActions := []types.Action{}
+
+			agentName := a.Name
+
+			existingActionConfigs := map[string]map[string]string{}
+			for _, a := range a.Actions {
+				var config map[string]string
+				if err := json.Unmarshal([]byte(a.Config), &config); err != nil {
+					xlog.Error("Error unmarshalling action config", "error", err)
+					continue
+				}
+
+				existingActionConfigs[a.Name] = config
+
+				a, err := Action(a.Name, agentName, config, pool, actionsConfigs)
+				if err != nil {
+					continue
+				}
+				allActions = append(allActions, a)
+			}
+
+			// Now we will scan a directory for custom actions
+			if actionsConfigs[CustomActionsDir] != "" {
+				allActions = append(allActions, customActions(actionsConfigs[CustomActionsDir], existingActionConfigs)...)
+			}
+
+			return allActions
+		}
+	}
+
+}
+
+func Action(name, agentName string, config map[string]string, pool *state.AgentPool, actionsConfigs map[string]string) (types.Action, error) {
 	var a types.Action
 	var err error
 
+	if config == nil {
+		config = map[string]string{}
+	}
+
+	memoryFilePath := memoryPath(agentName, actionsConfigs)
+
 	switch name {
 	case ActionCustom:
 		a, err = action.NewCustom(config, "")
@@ -110,10 +413,16 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 		a = actions.NewGithubIssueLabeler(config)
 	case ActionGithubIssueOpener:
 		a = actions.NewGithubIssueOpener(config)
+	case ActionGithubIssueEditor:
+		a = actions.NewGithubIssueEditor(config)
 	case ActionGithubIssueCloser:
 		a = actions.NewGithubIssueCloser(config)
 	case ActionGithubIssueSearcher:
 		a = actions.NewGithubIssueSearch(config)
+	case ActionBrowserAgentRunner:
+		a = actions.NewBrowserAgentRunner(config, actionsConfigs[ActionConfigBrowserAgentRunner])
+	case ActionDeepResearchRunner:
+		a = actions.NewDeepResearchRunner(config, actionsConfigs[ActionConfigDeepResearchRunner])
 	case ActionGithubIssueReader:
 		a = actions.NewGithubIssueReader(config)
 	case ActionGithubPRReader:
@@ -126,6 +435,10 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 		a = actions.NewGithubPRCreator(config)
 	case ActionGithubGetAllContent:
 		a = actions.NewGithubRepositoryGetAllContent(config)
+	case ActionGithubRepositorySearchFiles:
+		a = actions.NewGithubRepositorySearchFiles(config)
+	case ActionGithubRepositoryListFiles:
+		a = actions.NewGithubRepositoryListFiles(config)
 	case ActionGithubIssueCommenter:
 		a = actions.NewGithubIssueCommenter(config)
 	case ActionGithubRepositoryGet:
@@ -142,6 +455,8 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 		a = actions.NewBrowse(config)
 	case ActionSendMail:
 		a = actions.NewSendMail(config)
+	case ActionWebhook:
+		a = actions.NewWebhook(config)
 	case ActionTwitterPost:
 		a = actions.NewPostTweet(config)
 	case ActionCounter:
@@ -149,7 +464,23 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 	case ActionCallAgents:
 		a = actions.NewCallAgent(config, agentName, pool.InternalAPI())
 	case ActionShellcommand:
-		a = actions.NewShell(config)
+		a = actions.NewShell(config, actionsConfigs[ActionConfigSSHBoxURL])
+	case ActionSendTelegramMessage:
+		a = actions.NewSendTelegramMessageRunner(config)
+	case ActionSetReminder:
+		a = action.NewReminder()
+	case ActionListReminders:
+		a = action.NewListReminders()
+	case ActionRemoveReminder:
+		a = action.NewRemoveReminder()
+	case ActionAddToMemory:
+		a, _, _ = actions.NewMemoryActions(memoryFilePath, config)
+	case ActionListMemory:
+		_, a, _ = actions.NewMemoryActions(memoryFilePath, config)
+	case ActionRemoveFromMemory:
+		_, _, a = actions.NewMemoryActions(memoryFilePath, config)
+	case ActionPiKVMPowerControl:
+		a = actions.NewPiKVMAction(config)
 	default:
 		xlog.Error("Action not found", "name", name)
 		return nil, fmt.Errorf("Action not found")
@@ -162,132 +493,38 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 	return a, nil
 }
 
-func ActionsConfigMeta() []config.FieldGroup {
-	return []config.FieldGroup{
-		{
-			Name:   "search",
-			Label:  "Search",
-			Fields: actions.SearchConfigMeta(),
-		},
-		{
-			Name:   "generate_image",
-			Label:  "Generate Image",
-			Fields: actions.GenImageConfigMeta(),
-		},
-		{
-			Name:   "github-issue-labeler",
-			Label:  "GitHub Issue Labeler",
-			Fields: actions.GithubIssueLabelerConfigMeta(),
-		},
-		{
-			Name:   "github-issue-opener",
-			Label:  "GitHub Issue Opener",
-			Fields: actions.GithubIssueOpenerConfigMeta(),
-		},
-		{
-			Name:   "github-issue-closer",
-			Label:  "GitHub Issue Closer",
-			Fields: actions.GithubIssueCloserConfigMeta(),
-		},
-		{
-			Name:   "github-issue-commenter",
-			Label:  "GitHub Issue Commenter",
-			Fields: actions.GithubIssueCommenterConfigMeta(),
-		},
-		{
-			Name:   "github-issue-reader",
-			Label:  "GitHub Issue Reader",
-			Fields: actions.GithubIssueReaderConfigMeta(),
-		},
-		{
-			Name:   "github-issue-searcher",
-			Label:  "GitHub Issue Search",
-			Fields: actions.GithubIssueSearchConfigMeta(),
-		},
-		{
-			Name:   "github-repository-get-content",
-			Label:  "GitHub Repository Get Content",
-			Fields: actions.GithubRepositoryGetContentConfigMeta(),
-		},
-		{
-			Name:   "github-get-all-repository-content",
-			Label:  "GitHub Get All Repository Content",
-			Fields: actions.GithubRepositoryGetAllContentConfigMeta(),
-		},
-		{
-			Name:   "github-repository-create-or-update-content",
-			Label:  "GitHub Repository Create/Update Content",
-			Fields: actions.GithubRepositoryCreateOrUpdateContentConfigMeta(),
-		},
-		{
-			Name:   "github-readme",
-			Label:  "GitHub Repository README",
-			Fields: actions.GithubRepositoryREADMEConfigMeta(),
-		},
-		{
-			Name:   "github-pr-reader",
-			Label:  "GitHub PR Reader",
-			Fields: actions.GithubPRReaderConfigMeta(),
-		},
-		{
-			Name:   "github-pr-commenter",
-			Label:  "GitHub PR Commenter",
-			Fields: actions.GithubPRCommenterConfigMeta(),
-		},
-		{
-			Name:   "github-pr-reviewer",
-			Label:  "GitHub PR Reviewer",
-			Fields: actions.GithubPRReviewerConfigMeta(),
-		},
-		{
-			Name:   "github-pr-creator",
-			Label:  "GitHub PR Creator",
-			Fields: actions.GithubPRCreatorConfigMeta(),
-		},
-		{
-			Name:   "twitter-post",
-			Label:  "Twitter Post",
-			Fields: actions.TwitterPostConfigMeta(),
-		},
-		{
-			Name:   "send-mail",
-			Label:  "Send Mail",
-			Fields: actions.SendMailConfigMeta(),
-		},
-		{
-			Name:   "shell-command",
-			Label:  "Shell Command",
-			Fields: actions.ShellConfigMeta(),
-		},
-		{
-			Name:   "custom",
-			Label:  "Custom",
-			Fields: action.CustomConfigMeta(),
-		},
-		{
-			Name:   "scraper",
-			Label:  "Scraper",
-			Fields: []config.Field{},
-		},
-		{
-			Name:   "wikipedia",
-			Label:  "Wikipedia",
-			Fields: []config.Field{},
-		},
-		{
-			Name:   "browse",
-			Label:  "Browse",
-			Fields: []config.Field{},
-		},
-		{
-			Name:   "counter",
-			Label:  "Counter",
-			Fields: []config.Field{},
-		},
-		{
-			Name:   "call_agents",
-			Label:  "Call Agents",
-			Fields: []config.Field{},
-		},
+func ActionsConfigMeta(customActionDir string) []config.FieldGroup {
+	all := slices.Clone(DefaultActions)
+
+	if customActionDir != "" {
+		actions := customActions(customActionDir, map[string]map[string]string{})
+
+		for _, a := range actions {
+			all = append(all, config.FieldGroup{
+				Name:  a.Definition().Name.String(),
+				Label: a.Definition().Name.String(),
+				Fields: []config.Field{
+					{
+						Name:     nameField,
+						Label:    "Name",
+						Type:     config.FieldTypeText,
+						HelpText: "Name of the custom action",
+					},
+					{
+						Name:     descriptionField,
+						Label:    "Description",
+						Type:     config.FieldTypeTextarea,
+						HelpText: "Description of the custom action",
+					},
+					{
+						Name:     configurationField,
+						Label:    "Configuration",
+						Type:     config.FieldTypeTextarea,
+						HelpText: "Configuration of the custom action",
+					},
+				},
+			})
+		}
 	}
+	return all
 }

services/actions/browse.go

@@ -18,7 +18,7 @@ func NewBrowse(config map[string]string) *BrowseAction {
 
 type BrowseAction struct{}
 
-func (a *BrowseAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *BrowseAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		URL string `json:"url"`
 	}{}

services/actions/browseragentrunner.go

@@ -0,0 +1,140 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	api "github.com/mudler/LocalAGI/pkg/localoperator"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	MetadataBrowserAgentHistory = "browser_agent_history"
+)
+
+type BrowserAgentRunner struct {
+	baseURL, customActionName string
+	client                    *api.Client
+}
+
+func NewBrowserAgentRunner(config map[string]string, defaultURL string) *BrowserAgentRunner {
+	if config["baseURL"] == "" {
+		config["baseURL"] = defaultURL
+	}
+
+	timeout := "15m"
+	if config["timeout"] != "" {
+		timeout = config["timeout"]
+	}
+
+	duration, err := time.ParseDuration(timeout)
+	if err != nil {
+		// If parsing fails, use default 15 minutes
+		duration = 15 * time.Minute
+	}
+
+	client := api.NewClient(config["baseURL"], duration)
+
+	return &BrowserAgentRunner{
+		client:           client,
+		baseURL:          config["baseURL"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (b *BrowserAgentRunner) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := api.AgentRequest{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	req := api.AgentRequest{
+		Goal:                result.Goal,
+		MaxAttempts:         result.MaxAttempts,
+		MaxNoActionAttempts: result.MaxNoActionAttempts,
+	}
+
+	stateHistory, err := b.client.RunBrowserAgent(req)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to run browser agent: %w", err)
+	}
+
+	// Format the state history into a readable string
+	var historyStr string
+	// for i, state := range stateHistory.States {
+	// 	historyStr += fmt.Sprintf("State %d:\n", i+1)
+	// 	historyStr += fmt.Sprintf("  URL: %s\n", state.CurrentURL)
+	// 	historyStr += fmt.Sprintf("  Title: %s\n", state.PageTitle)
+	// 	historyStr += fmt.Sprintf("  Description: %s\n\n", state.PageContentDescription)
+	// }
+
+	historyStr += fmt.Sprintf("  URL: %s\n", stateHistory.States[len(stateHistory.States)-1].CurrentURL)
+	historyStr += fmt.Sprintf("  Title: %s\n", stateHistory.States[len(stateHistory.States)-1].PageTitle)
+	historyStr += fmt.Sprintf("  Description: %s\n\n", stateHistory.States[len(stateHistory.States)-1].PageContentDescription)
+
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Browser agent completed successfully. History:\n%s", historyStr),
+		Metadata: map[string]interface{}{MetadataBrowserAgentHistory: stateHistory},
+	}, nil
+}
+
+func (b *BrowserAgentRunner) Definition() types.ActionDefinition {
+	actionName := "run_browser_agent"
+	if b.customActionName != "" {
+		actionName = b.customActionName
+	}
+	description := "Run a browser agent to achieve a specific goal, for example: 'Go to https://www.google.com and search for 'LocalAI', and tell me what's on the first page'"
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The goal for the browser agent to achieve",
+			},
+			"max_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts the agent can make (optional)",
+			},
+			"max_no_action_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts without taking an action (optional)",
+			},
+		},
+		Required: []string{"goal"},
+	}
+}
+
+func (a *BrowserAgentRunner) Plannable() bool {
+	return true
+}
+
+// BrowserAgentRunnerConfigMeta returns the metadata for Browser Agent Runner action configuration fields
+func BrowserAgentRunnerConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "baseURL",
+			Label:    "Base URL",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Base URL of the LocalOperator API",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+		{
+			Name:     "timeout",
+			Label:    "Client Timeout",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Client timeout duration (e.g. '15m', '1h'). Defaults to '15m' if not specified.",
+		},
+	}
+}

services/actions/callagents.go

@@ -3,26 +3,56 @@ package actions
 import (
 	"context"
 	"fmt"
+	"slices"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/state"
 	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
 	"github.com/sashabaranov/go-openai"
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
+func trimList(list []string) []string {
+	for i, v := range list {
+		list[i] = strings.TrimSpace(v)
+	}
+	return list
+}
+
 func NewCallAgent(config map[string]string, agentName string, pool *state.AgentPoolInternalAPI) *CallAgentAction {
+	whitelist := []string{}
+	blacklist := []string{}
+	if v, ok := config["whitelist"]; ok {
+		if strings.Contains(v, ",") {
+			whitelist = trimList(strings.Split(v, ","))
+		} else {
+			whitelist = []string{v}
+		}
+	}
+	if v, ok := config["blacklist"]; ok {
+		if strings.Contains(v, ",") {
+			blacklist = trimList(strings.Split(v, ","))
+		} else {
+			blacklist = []string{v}
+		}
+	}
 	return &CallAgentAction{
-		pool:   pool,
-		myName: agentName,
+		pool:      pool,
+		myName:    agentName,
+		whitelist: whitelist,
+		blacklist: blacklist,
 	}
 }
 
 type CallAgentAction struct {
-	pool   *state.AgentPoolInternalAPI
-	myName string
+	pool      *state.AgentPoolInternalAPI
+	myName    string
+	whitelist []string
+	blacklist []string
 }
 
-func (a *CallAgentAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *CallAgentAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		AgentName string `json:"agent_name"`
 		Message   string `json:"message"`
@@ -83,13 +113,32 @@ func (a *CallAgentAction) Run(ctx context.Context, params types.ActionParams) (t
 	return types.ActionResult{Result: resp.Response, Metadata: metadata}, nil
 }
 
+func (a *CallAgentAction) isAllowedToBeCalled(agentName string) bool {
+	if agentName == a.myName {
+		return false
+	}
+
+	if len(a.whitelist) > 0 && len(a.blacklist) > 0 {
+		return slices.Contains(a.whitelist, agentName) && !slices.Contains(a.blacklist, agentName)
+	}
+
+	if len(a.whitelist) > 0 {
+		return slices.Contains(a.whitelist, agentName)
+	}
+
+	if len(a.blacklist) > 0 {
+		return !slices.Contains(a.blacklist, agentName)
+	}
+	return true
+}
+
 func (a *CallAgentAction) Definition() types.ActionDefinition {
 	allAgents := a.pool.AllAgents()
 
 	agents := []string{}
 
 	for _, ag := range allAgents {
-		if ag != a.myName {
+		if a.isAllowedToBeCalled(ag) {
 			agents = append(agents, ag)
 		}
 	}
@@ -125,3 +174,21 @@ func (a *CallAgentAction) Definition() types.ActionDefinition {
 func (a *CallAgentAction) Plannable() bool {
 	return true
 }
+
+func CallAgentConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "whitelist",
+			Label:    "Whitelist",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Comma-separated list of agent names to call. If not specified, all agents are allowed.",
+		},
+		{
+			Name:     "blacklist",
+			Label:    "Blacklist",
+			Type:     config.FieldTypeText,
+			HelpText: "Comma-separated list of agent names to exclude from the call. If not specified, all agents are allowed.",
+		},
+	}
+}

services/actions/counter.go

@@ -24,7 +24,7 @@ func NewCounter(config map[string]string) *CounterAction {
 }
 
 // Run executes the counter action
-func (a *CounterAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *CounterAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	// Parse parameters
 	request := struct {
 		Name       string `json:"name"`

services/actions/deepresearchrunner.go

@@ -0,0 +1,148 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	api "github.com/mudler/LocalAGI/pkg/localoperator"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	MetadataDeepResearchResult = "deep_research_result"
+)
+
+type DeepResearchRunner struct {
+	baseURL, customActionName string
+	client                    *api.Client
+}
+
+func NewDeepResearchRunner(config map[string]string, defaultURL string) *DeepResearchRunner {
+	if config["baseURL"] == "" {
+		config["baseURL"] = defaultURL
+	}
+
+	timeout := "15m"
+	if config["timeout"] != "" {
+		timeout = config["timeout"]
+	}
+
+	duration, err := time.ParseDuration(timeout)
+	if err != nil {
+		// If parsing fails, use default 15 minutes
+		duration = 15 * time.Minute
+	}
+
+	client := api.NewClient(config["baseURL"], duration)
+
+	return &DeepResearchRunner{
+		client:           client,
+		baseURL:          config["baseURL"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (d *DeepResearchRunner) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := api.DeepResearchRequest{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	req := api.DeepResearchRequest{
+		Topic:               result.Topic,
+		MaxCycles:           result.MaxCycles,
+		MaxNoActionAttempts: result.MaxNoActionAttempts,
+		MaxResults:          result.MaxResults,
+	}
+
+	researchResult, err := d.client.RunDeepResearch(req)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to run deep research: %w", err)
+	}
+
+	// Format the research result into a readable string
+	var resultStr string
+
+	resultStr += "Deep research result\n"
+	resultStr += fmt.Sprintf("Topic: %s\n", researchResult.Topic)
+	resultStr += fmt.Sprintf("Summary: %s\n", researchResult.Summary)
+	resultStr += fmt.Sprintf("Research Cycles: %d\n", researchResult.ResearchCycles)
+	resultStr += fmt.Sprintf("Completion Time: %s\n\n", researchResult.CompletionTime)
+
+	if len(researchResult.Sources) > 0 {
+		resultStr += "Sources:\n"
+		for _, source := range researchResult.Sources {
+			resultStr += fmt.Sprintf("- %s (%s)\n  %s\n", source.Title, source.URL, source.Description)
+		}
+	}
+
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Deep research completed successfully.\n%s", resultStr),
+		Metadata: map[string]interface{}{MetadataDeepResearchResult: researchResult},
+	}, nil
+}
+
+func (d *DeepResearchRunner) Definition() types.ActionDefinition {
+	actionName := "run_deep_research"
+	if d.customActionName != "" {
+		actionName = d.customActionName
+	}
+	description := "Run a deep research on a specific topic, gathering information from multiple sources and providing a comprehensive summary"
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"topic": {
+				Type:        jsonschema.String,
+				Description: "The topic to research",
+			},
+			"max_cycles": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of research cycles to perform (optional)",
+			},
+			"max_no_action_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts without taking an action (optional)",
+			},
+			"max_results": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of results to collect (optional)",
+			},
+		},
+		Required: []string{"topic"},
+	}
+}
+
+func (d *DeepResearchRunner) Plannable() bool {
+	return true
+}
+
+// DeepResearchRunnerConfigMeta returns the metadata for Deep Research Runner action configuration fields
+func DeepResearchRunnerConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "baseURL",
+			Label:    "Base URL",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Base URL of the LocalOperator API",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+		{
+			Name:     "timeout",
+			Label:    "Client Timeout",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Client timeout duration (e.g. '15m', '1h'). Defaults to '15m' if not specified.",
+		},
+	}
+}

services/actions/genimage.go

@@ -29,7 +29,7 @@ type GenImageAction struct {
 	imageModel string
 }
 
-func (a *GenImageAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *GenImageAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Prompt string `json:"prompt"`
 		Size   string `json:"size"`

services/actions/genimage_test.go

@@ -42,7 +42,7 @@ var _ = Describe("GenImageAction", func() {
 				"size":   "256x256",
 			}
 
-			url, err := action.Run(ctx, params)
+			url, err := action.Run(ctx, nil, params)
 			Expect(err).ToNot(HaveOccurred())
 			Expect(url).ToNot(BeEmpty())
 		})
@@ -52,7 +52,7 @@ var _ = Describe("GenImageAction", func() {
 				"size": "256x256",
 			}
 
-			_, err := action.Run(ctx, params)
+			_, err := action.Run(ctx, nil, params)
 			Expect(err).To(HaveOccurred())
 		})
 	})

services/actions/githubissuecloser.go

@@ -26,7 +26,7 @@ func NewGithubIssueCloser(config map[string]string) *GithubIssuesCloser {
 	}
 }
 
-func (g *GithubIssuesCloser) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssuesCloser) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository  string `json:"repository"`
 		Owner       string `json:"owner"`

services/actions/githubissuecomment.go

@@ -27,7 +27,7 @@ func NewGithubIssueCommenter(config map[string]string) *GithubIssuesCommenter {
 	}
 }
 
-func (g *GithubIssuesCommenter) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssuesCommenter) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository  string `json:"repository"`
 		Owner       string `json:"owner"`

services/actions/githubissueedit.go

@@ -0,0 +1,151 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubIssueEditor struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubIssueEditor(config map[string]string) *GithubIssueEditor {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	return &GithubIssueEditor{
+		client:           client,
+		token:            config["token"],
+		customActionName: config["customActionName"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+	}
+}
+
+func (g *GithubIssueEditor) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository  string `json:"repository"`
+		Owner       string `json:"owner"`
+		Description string `json:"description"`
+		Title       string `json:"title"`
+		IssueNumber int    `json:"issue_number"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	_, _, err = g.client.Issues.Edit(ctx, result.Owner, result.Repository, result.IssueNumber,
+		&github.IssueRequest{
+			Body:  &result.Description,
+			Title: &result.Title,
+		})
+	resultString := fmt.Sprintf("Updated issue %d in repository %s/%s", result.IssueNumber, result.Owner, result.Repository)
+	if err != nil {
+		resultString = fmt.Sprintf("Error updating issue %d in repository %s/%s: %v", result.IssueNumber, result.Owner, result.Repository, err)
+	}
+	return types.ActionResult{Result: resultString}, err
+}
+
+func (g *GithubIssueEditor) Definition() types.ActionDefinition {
+	actionName := "edit_github_issue"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	description := "Edit the title and description of a Github issue in a repository. Use this action after reading the issue"
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: description,
+			Properties: map[string]jsonschema.Definition{
+				"issue_number": {
+					Type:        jsonschema.Number,
+					Description: "The number of the issue to edit.",
+				},
+				"title": {
+					Type:        jsonschema.String,
+					Description: "The new title for the issue.",
+				},
+				"description": {
+					Type:        jsonschema.String,
+					Description: "The new description for the issue.",
+				},
+			},
+			Required: []string{"issue_number", "title", "description"},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"issue_number": {
+				Type:        jsonschema.Number,
+				Description: "The number of the issue to edit.",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository containing the issue.",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository.",
+			},
+			"title": {
+				Type:        jsonschema.String,
+				Description: "The new title for the issue.",
+			},
+			"description": {
+				Type:        jsonschema.String,
+				Description: "The new description for the issue.",
+			},
+		},
+		Required: []string{"issue_number", "repository", "owner", "title", "description"},
+	}
+}
+
+func (a *GithubIssueEditor) Plannable() bool {
+	return true
+}
+
+// GithubIssueEditorConfigMeta returns the metadata for GitHub Issue Editor action configuration fields
+func GithubIssueEditorConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/githubissuelabeler.go

@@ -38,7 +38,7 @@ func NewGithubIssueLabeler(config map[string]string) *GithubIssuesLabeler {
 	}
 }
 
-func (g *GithubIssuesLabeler) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssuesLabeler) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository  string `json:"repository"`
 		Owner       string `json:"owner"`

services/actions/githubissueopener.go

@@ -27,7 +27,7 @@ func NewGithubIssueOpener(config map[string]string) *GithubIssuesOpener {
 	}
 }
 
-func (g *GithubIssuesOpener) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssuesOpener) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Title      string `json:"title"`
 		Body       string `json:"text"`

services/actions/githubissuereader.go

@@ -27,7 +27,7 @@ func NewGithubIssueReader(config map[string]string) *GithubIssuesReader {
 	}
 }
 
-func (g *GithubIssuesReader) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssuesReader) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository  string `json:"repository"`
 		Owner       string `json:"owner"`

services/actions/githubissuesearch.go

@@ -28,7 +28,7 @@ func NewGithubIssueSearch(config map[string]string) *GithubIssueSearch {
 	}
 }
 
-func (g *GithubIssueSearch) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubIssueSearch) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Query      string `json:"query"`
 		Repository string `json:"repository"`

services/actions/githubprcommenter.go

@@ -3,8 +3,6 @@ package actions
 import (
 	"context"
 	"fmt"
-	"regexp"
-	"strconv"
 
 	"github.com/google/go-github/v69/github"
 	"github.com/mudler/LocalAGI/core/types"
@@ -17,96 +15,6 @@ type GithubPRCommenter struct {
 	client                                     *github.Client
 }
 
-var (
-	patchRegex = regexp.MustCompile(`^@@.*\d [\+\-](\d+),?(\d+)?.+?@@`)
-)
-
-type commitFileInfo struct {
-	FileName  string
-	hunkInfos []*hunkInfo
-	sha       string
-}
-
-type hunkInfo struct {
-	hunkStart int
-	hunkEnd   int
-}
-
-func (hi hunkInfo) isLineInHunk(line int) bool {
-	return line >= hi.hunkStart && line <= hi.hunkEnd
-}
-
-func (cfi *commitFileInfo) getHunkInfo(line int) *hunkInfo {
-	for _, hunkInfo := range cfi.hunkInfos {
-		if hunkInfo.isLineInHunk(line) {
-			return hunkInfo
-		}
-	}
-	return nil
-}
-
-func (cfi *commitFileInfo) isLineInChange(line int) bool {
-	return cfi.getHunkInfo(line) != nil
-}
-
-func (cfi commitFileInfo) calculatePosition(line int) *int {
-	hi := cfi.getHunkInfo(line)
-	if hi == nil {
-		return nil
-	}
-	position := line - hi.hunkStart
-	return &position
-}
-
-func parseHunkPositions(patch, filename string) ([]*hunkInfo, error) {
-	hunkInfos := make([]*hunkInfo, 0)
-	if patch != "" {
-		groups := patchRegex.FindAllStringSubmatch(patch, -1)
-		if len(groups) < 1 {
-			return hunkInfos, fmt.Errorf("the patch details for [%s] could not be resolved", filename)
-		}
-		for _, patchGroup := range groups {
-			endPos := 2
-			if len(patchGroup) > 2 && patchGroup[2] == "" {
-				endPos = 1
-			}
-
-			hunkStart, err := strconv.Atoi(patchGroup[1])
-			if err != nil {
-				hunkStart = -1
-			}
-			hunkEnd, err := strconv.Atoi(patchGroup[endPos])
-			if err != nil {
-				hunkEnd = -1
-			}
-			hunkInfos = append(hunkInfos, &hunkInfo{
-				hunkStart: hunkStart,
-				hunkEnd:   hunkEnd,
-			})
-		}
-	}
-	return hunkInfos, nil
-}
-
-func getCommitInfo(file *github.CommitFile) (*commitFileInfo, error) {
-	patch := file.GetPatch()
-	hunkInfos, err := parseHunkPositions(patch, *file.Filename)
-	if err != nil {
-		return nil, err
-	}
-
-	sha := file.GetSHA()
-	if sha == "" {
-		return nil, fmt.Errorf("the sha details for [%s] could not be resolved", *file.Filename)
-	}
-
-	return &commitFileInfo{
-		FileName:  *file.Filename,
-		hunkInfos: hunkInfos,
-		sha:       sha,
-	}, nil
-}
-
 func NewGithubPRCommenter(config map[string]string) *GithubPRCommenter {
 	client := github.NewClient(nil).WithAuthToken(config["token"])
 
@@ -119,7 +27,7 @@ func NewGithubPRCommenter(config map[string]string) *GithubPRCommenter {
 	}
 }
 
-func (g *GithubPRCommenter) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubPRCommenter) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository string `json:"repository"`
 		Owner      string `json:"owner"`

services/actions/githubprcreator.go

@@ -3,6 +3,7 @@ package actions
 import (
 	"context"
 	"fmt"
+	"time"
 
 	"github.com/google/go-github/v69/github"
 	"github.com/mudler/LocalAGI/core/types"
@@ -10,46 +11,103 @@ import (
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
+const (
+	// forkCreationRetries is the number of times to retry checking if a fork is ready
+	forkCreationRetries = 30
+	// forkCreationRetryDelay is the duration to wait between fork creation checks
+	forkCreationRetryDelay = 5 * time.Second
+)
+
 type GithubPRCreator struct {
 	token, repository, owner, customActionName, defaultBranch string
+	useFork                                                   bool
 	client                                                    *github.Client
 }
 
 func NewGithubPRCreator(config map[string]string) *GithubPRCreator {
 	client := github.NewClient(nil).WithAuthToken(config["token"])
 
+	defaultBranch := config["defaultBranch"]
+	if defaultBranch == "" {
+		defaultBranch = "main" // Default to "main" if not specified
+	}
+
+	useFork := config["useFork"] == "true"
+
 	return &GithubPRCreator{
 		client:           client,
 		token:            config["token"],
 		repository:       config["repository"],
 		owner:            config["owner"],
 		customActionName: config["customActionName"],
-		defaultBranch:    config["defaultBranch"],
+		defaultBranch:    defaultBranch,
+		useFork:          useFork,
 	}
 }
 
-func (g *GithubPRCreator) createOrUpdateBranch(ctx context.Context, branchName string) error {
-	// Get the latest commit SHA from the default branch
-	ref, _, err := g.client.Git.GetRef(ctx, g.owner, g.repository, "refs/heads/"+g.defaultBranch)
+// ensureFork ensures that a fork exists for the given repository
+func (g *GithubPRCreator) ensureFork(ctx context.Context, owner, repo string) (string, error) {
+	// First check if we already have a fork
+	user, _, err := g.client.Users.Get(ctx, "")
 	if err != nil {
-		return fmt.Errorf("failed to get reference: %w", err)
+		return "", fmt.Errorf("failed to get current user: %w", err)
+	}
+	forkOwner := user.GetLogin()
+
+	// Check if fork already exists
+	_, _, err = g.client.Repositories.Get(ctx, forkOwner, repo)
+	if err == nil {
+		// Fork already exists
+		return forkOwner, nil
+	}
+
+	// Create fork
+	_, _, err = g.client.Repositories.CreateFork(ctx, owner, repo, &github.RepositoryCreateForkOptions{})
+	if err != nil {
+		return "", fmt.Errorf("failed to create fork: %w", err)
+	}
+
+	// Wait for fork to be ready
+	for i := 0; i < forkCreationRetries; i++ {
+		_, _, err = g.client.Repositories.Get(ctx, forkOwner, repo)
+		if err == nil {
+			return forkOwner, nil
+		}
+		// Sleep for a bit before retrying
+		time.Sleep(forkCreationRetryDelay)
+	}
+
+	return "", fmt.Errorf("fork creation timed out")
+}
+
+func (g *GithubPRCreator) createOrUpdateBranch(ctx context.Context, branchName string, owner string, repository string) error {
+	// Get the latest commit SHA from the default branch
+	ref, _, err := g.client.Git.GetRef(ctx, owner, repository, "refs/heads/"+g.defaultBranch)
+	if err != nil {
+		return fmt.Errorf("failed to get reference for default branch %s: %w", g.defaultBranch, err)
 	}
 
 	// Try to get the branch if it exists
-	_, resp, err := g.client.Git.GetRef(ctx, g.owner, g.repository, "refs/heads/"+branchName)
+	_, resp, err := g.client.Git.GetRef(ctx, owner, repository, "refs/heads/"+branchName)
 	if err != nil {
-		// If branch doesn't exist, create it
-		if resp != nil && resp.StatusCode == 404 {
+		if resp == nil {
+			return fmt.Errorf("failed to check branch existence: %w", err)
+		}
+
+		// If branch doesn't exist (404), create it
+		if resp.StatusCode == 404 {
 			newRef := &github.Reference{
 				Ref:    github.String("refs/heads/" + branchName),
 				Object: &github.GitObject{SHA: ref.Object.SHA},
 			}
-			_, _, err = g.client.Git.CreateRef(ctx, g.owner, g.repository, newRef)
+			_, _, err = g.client.Git.CreateRef(ctx, owner, repository, newRef)
 			if err != nil {
 				return fmt.Errorf("failed to create branch: %w", err)
 			}
 			return nil
 		}
+
+		// For other errors, return the error
 		return fmt.Errorf("failed to check branch existence: %w", err)
 	}
 
@@ -58,7 +116,7 @@ func (g *GithubPRCreator) createOrUpdateBranch(ctx context.Context, branchName s
 		Ref:    github.String("refs/heads/" + branchName),
 		Object: &github.GitObject{SHA: ref.Object.SHA},
 	}
-	_, _, err = g.client.Git.UpdateRef(ctx, g.owner, g.repository, updateRef, true)
+	_, _, err = g.client.Git.UpdateRef(ctx, owner, repository, updateRef, true)
 	if err != nil {
 		return fmt.Errorf("failed to update branch: %w", err)
 	}
@@ -66,10 +124,10 @@ func (g *GithubPRCreator) createOrUpdateBranch(ctx context.Context, branchName s
 	return nil
 }
 
-func (g *GithubPRCreator) createOrUpdateFile(ctx context.Context, branch string, filePath string, content string, message string) error {
+func (g *GithubPRCreator) createOrUpdateFile(ctx context.Context, branch string, filePath string, content string, message string, owner string, repository string) error {
 	// Get the current file content if it exists
 	var sha *string
-	fileContent, _, _, err := g.client.Repositories.GetContents(ctx, g.owner, g.repository, filePath, &github.RepositoryContentGetOptions{
+	fileContent, _, _, err := g.client.Repositories.GetContents(ctx, owner, repository, filePath, &github.RepositoryContentGetOptions{
 		Ref: branch,
 	})
 	if err == nil && fileContent != nil {
@@ -77,7 +135,7 @@ func (g *GithubPRCreator) createOrUpdateFile(ctx context.Context, branch string,
 	}
 
 	// Create or update the file
-	_, _, err = g.client.Repositories.CreateFile(ctx, g.owner, g.repository, filePath, &github.RepositoryContentFileOptions{
+	_, _, err = g.client.Repositories.CreateFile(ctx, owner, repository, filePath, &github.RepositoryContentFileOptions{
 		Message: &message,
 		Content: []byte(content),
 		Branch:  &branch,
@@ -90,7 +148,7 @@ func (g *GithubPRCreator) createOrUpdateFile(ctx context.Context, branch string,
 	return nil
 }
 
-func (g *GithubPRCreator) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubPRCreator) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository string `json:"repository"`
 		Owner      string `json:"owner"`
@@ -117,15 +175,29 @@ func (g *GithubPRCreator) Run(ctx context.Context, params types.ActionParams) (t
 		result.BaseBranch = g.defaultBranch
 	}
 
+	var targetOwner, targetRepo string
+	if g.useFork {
+		// Ensure we have a fork and get the fork owner
+		forkOwner, err := g.ensureFork(ctx, result.Owner, result.Repository)
+		if err != nil {
+			return types.ActionResult{}, fmt.Errorf("failed to ensure fork: %w", err)
+		}
+		targetOwner = forkOwner
+		targetRepo = result.Repository
+	} else {
+		targetOwner = result.Owner
+		targetRepo = result.Repository
+	}
+
 	// Create or update branch
-	err = g.createOrUpdateBranch(ctx, result.Branch)
+	err = g.createOrUpdateBranch(ctx, result.Branch, targetOwner, targetRepo)
 	if err != nil {
 		return types.ActionResult{}, fmt.Errorf("failed to create/update branch: %w", err)
 	}
 
 	// Create or update files
 	for _, file := range result.Files {
-		err = g.createOrUpdateFile(ctx, result.Branch, file.Path, file.Content, fmt.Sprintf("Update %s", file.Path))
+		err = g.createOrUpdateFile(ctx, result.Branch, file.Path, file.Content, fmt.Sprintf("Update %s", file.Path), targetOwner, targetRepo)
 		if err != nil {
 			return types.ActionResult{}, fmt.Errorf("failed to update file %s: %w", file.Path, err)
 		}
@@ -134,7 +206,7 @@ func (g *GithubPRCreator) Run(ctx context.Context, params types.ActionParams) (t
 	// Check if PR already exists for this branch
 	prs, _, err := g.client.PullRequests.List(ctx, result.Owner, result.Repository, &github.PullRequestListOptions{
 		State: "open",
-		Head:  fmt.Sprintf("%s:%s", result.Owner, result.Branch),
+		Head:  fmt.Sprintf("%s:%s", targetOwner, result.Branch),
 	})
 	if err != nil {
 		return types.ActionResult{}, fmt.Errorf("failed to list pull requests: %w", err)
@@ -164,6 +236,12 @@ func (g *GithubPRCreator) Run(ctx context.Context, params types.ActionParams) (t
 		Base:  &result.BaseBranch,
 	}
 
+	// If using a fork, we need to specify the full head reference
+	if g.useFork {
+		head := fmt.Sprintf("%s:%s", targetOwner, result.Branch)
+		newPR.Head = &head
+	}
+
 	createdPR, _, err := g.client.PullRequests.Create(ctx, result.Owner, result.Repository, newPR)
 	if err != nil {
 		return types.ActionResult{}, fmt.Errorf("failed to create pull request: %w", err)
@@ -311,5 +389,12 @@ func GithubPRCreatorConfigMeta() []config.Field {
 			Required: false,
 			HelpText: "Default branch to create PRs against (defaults to main)",
 		},
+		{
+			Name:     "useFork",
+			Label:    "Use Fork",
+			Type:     config.FieldTypeCheckbox,
+			Required: false,
+			HelpText: "Whether to create PRs from a fork (useful when you don't have write access to the repository). Set to 'true' to enable.",
+		},
 	}
 }

services/actions/githubprcreator_test.go

@@ -54,7 +54,7 @@ var _ = Describe("GithubPRCreator", func() {
 				},
 			}
 
-			result, err := action.Run(ctx, params)
+			result, err := action.Run(ctx, nil, params)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(result.Result).To(ContainSubstring("pull request #"))
 		})
@@ -65,7 +65,7 @@ var _ = Describe("GithubPRCreator", func() {
 				"body":  "This is a test pull request",
 			}
 
-			_, err := action.Run(ctx, params)
+			_, err := action.Run(ctx, nil, params)
 			Expect(err).To(HaveOccurred())
 		})
 	})

services/actions/githubprreader.go

@@ -34,7 +34,7 @@ func NewGithubPRReader(config map[string]string) *GithubPRReader {
 	}
 }
 
-func (g *GithubPRReader) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubPRReader) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository string `json:"repository"`
 		Owner      string `json:"owner"`

services/actions/githubprreviewer.go

@@ -30,7 +30,7 @@ func NewGithubPRReviewer(config map[string]string) *GithubPRReviewer {
 	}
 }
 
-func (g *GithubPRReviewer) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubPRReviewer) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository    string `json:"repository"`
 		Owner         string `json:"owner"`

services/actions/githubprreviewer_test.go

@@ -58,7 +58,7 @@ var _ = Describe("GithubPRReviewer", func() {
 				},
 			}
 
-			result, err := reviewer.Run(ctx, params)
+			result, err := reviewer.Run(ctx, nil, params)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(result.Result).To(ContainSubstring("reviewed successfully"))
 		})
@@ -70,7 +70,7 @@ var _ = Describe("GithubPRReviewer", func() {
 				"review_action":  "COMMENT",
 			}
 
-			result, err := reviewer.Run(ctx, params)
+			result, err := reviewer.Run(ctx, nil, params)
 			Expect(err).To(HaveOccurred())
 			Expect(result.Result).To(ContainSubstring("not found"))
 		})
@@ -85,7 +85,7 @@ var _ = Describe("GithubPRReviewer", func() {
 				"review_action":  "INVALID_ACTION",
 			}
 
-			_, err := reviewer.Run(ctx, params)
+			_, err := reviewer.Run(ctx, nil, params)
 			Expect(err).To(HaveOccurred())
 		})
 	})

services/actions/githubrepositorycreateupdatecontent.go

@@ -30,7 +30,7 @@ func NewGithubRepositoryCreateOrUpdateContent(config map[string]string) *GithubR
 	}
 }
 
-func (g *GithubRepositoryCreateOrUpdateContent) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubRepositoryCreateOrUpdateContent) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Path          string `json:"path"`
 		Repository    string `json:"repository"`

services/actions/githubrepositorygetallcontent.go

@@ -3,11 +3,13 @@ package actions
 import (
 	"context"
 	"fmt"
+	"path/filepath"
 	"strings"
 
 	"github.com/google/go-github/v69/github"
 	"github.com/mudler/LocalAGI/core/types"
 	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/xlog"
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
@@ -28,11 +30,35 @@ func NewGithubRepositoryGetAllContent(config map[string]string) *GithubRepositor
 	}
 }
 
-func (g *GithubRepositoryGetAllContent) getContentRecursively(ctx context.Context, path string) (string, error) {
+// isTextFile checks if a file is likely to be a text file based on its extension
+func isTextFile(path string) bool {
+	// List of common text/code file extensions
+	textExtensions := map[string]bool{
+		".txt": true, ".md": true, ".go": true, ".py": true, ".js": true,
+		".ts": true, ".jsx": true, ".tsx": true, ".html": true, ".css": true,
+		".json": true, ".yaml": true, ".yml": true, ".xml": true, ".sql": true,
+		".sh": true, ".bash": true, ".zsh": true, ".rb": true, ".php": true,
+		".java": true, ".c": true, ".cpp": true, ".h": true, ".hpp": true,
+		".rs": true, ".swift": true, ".kt": true, ".scala": true, ".lua": true,
+		".pl": true, ".r": true, ".m": true, ".mm": true, ".f": true,
+		".f90": true, ".f95": true, ".f03": true, ".f08": true, ".f15": true,
+		".hs": true, ".lhs": true, ".erl": true, ".hrl": true, ".ex": true,
+		".exs": true, ".eex": true, ".leex": true, ".heex": true, ".config": true,
+		".toml": true, ".ini": true, ".conf": true, ".env": true, ".gitignore": true,
+		".dockerignore": true, ".editorconfig": true, ".prettierrc": true, ".eslintrc": true,
+		".babelrc": true, ".npmrc": true, ".yarnrc": true, ".lock": true,
+	}
+
+	// Get the file extension
+	ext := strings.ToLower(filepath.Ext(path))
+	return textExtensions[ext]
+}
+
+func (g *GithubRepositoryGetAllContent) getContentRecursively(ctx context.Context, path string, owner string, repository string) (string, error) {
 	var result strings.Builder
 
 	// Get content at the current path
-	_, directoryContent, _, err := g.client.Repositories.GetContents(ctx, g.owner, g.repository, path, nil)
+	_, directoryContent, _, err := g.client.Repositories.GetContents(ctx, owner, repository, path, nil)
 	if err != nil {
 		return "", fmt.Errorf("error getting content at path %s: %w", path, err)
 	}
@@ -41,14 +67,21 @@ func (g *GithubRepositoryGetAllContent) getContentRecursively(ctx context.Contex
 	for _, item := range directoryContent {
 		if item.GetType() == "dir" {
 			// Recursively get content for subdirectories
-			subContent, err := g.getContentRecursively(ctx, item.GetPath())
+			subContent, err := g.getContentRecursively(ctx, item.GetPath(), owner, repository)
 			if err != nil {
 				return "", err
 			}
 			result.WriteString(subContent)
 		} else if item.GetType() == "file" {
+			// Skip binary/image files
+			if !isTextFile(item.GetPath()) {
+				xlog.Warn("Skipping non-text file: ", "file", item.GetPath())
+				result.WriteString(fmt.Sprintf("Skipping non-text file: %s\n", item.GetPath()))
+				continue
+			}
+
 			// Get file content
-			fileContent, _, _, err := g.client.Repositories.GetContents(ctx, g.owner, g.repository, item.GetPath(), nil)
+			fileContent, _, _, err := g.client.Repositories.GetContents(ctx, owner, repository, item.GetPath(), nil)
 			if err != nil {
 				return "", fmt.Errorf("error getting file content for %s: %w", item.GetPath(), err)
 			}
@@ -68,7 +101,7 @@ func (g *GithubRepositoryGetAllContent) getContentRecursively(ctx context.Contex
 	return result.String(), nil
 }
 
-func (g *GithubRepositoryGetAllContent) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubRepositoryGetAllContent) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository string `json:"repository"`
 		Owner      string `json:"owner"`
@@ -89,7 +122,7 @@ func (g *GithubRepositoryGetAllContent) Run(ctx context.Context, params types.Ac
 		result.Path = "."
 	}
 
-	content, err := g.getContentRecursively(ctx, result.Path)
+	content, err := g.getContentRecursively(ctx, result.Path, result.Owner, result.Repository)
 	if err != nil {
 		return types.ActionResult{}, err
 	}

services/actions/githubrepositorygetallcontent_test.go

@@ -45,7 +45,7 @@ var _ = Describe("GithubRepositoryGetAllContent", func() {
 				"path": ".",
 			}
 
-			result, err := action.Run(ctx, params)
+			result, err := action.Run(ctx, nil, params)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(result.Result).NotTo(BeEmpty())
 
@@ -64,7 +64,7 @@ var _ = Describe("GithubRepositoryGetAllContent", func() {
 				"path": "non-existent-path",
 			}
 
-			_, err := action.Run(ctx, params)
+			_, err := action.Run(ctx, nil, params)
 			Expect(err).To(HaveOccurred())
 		})
 	})

services/actions/githubrepositorygetcontent.go

@@ -27,7 +27,7 @@ func NewGithubRepositoryGetContent(config map[string]string) *GithubRepositoryGe
 	}
 }
 
-func (g *GithubRepositoryGetContent) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubRepositoryGetContent) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Path       string `json:"path"`
 		Repository string `json:"repository"`

services/actions/githubrepositorylistfiles.go

@@ -0,0 +1,163 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubRepositoryListFiles struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubRepositoryListFiles(config map[string]string) *GithubRepositoryListFiles {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	return &GithubRepositoryListFiles{
+		client:           client,
+		token:            config["token"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (g *GithubRepositoryListFiles) listFilesRecursively(ctx context.Context, path string, owner string, repository string) ([]string, error) {
+	var files []string
+
+	// Get content at the current path
+	_, directoryContent, _, err := g.client.Repositories.GetContents(ctx, owner, repository, path, nil)
+	if err != nil {
+		return nil, fmt.Errorf("error getting content at path %s: %w", path, err)
+	}
+
+	// Process each item in the directory
+	for _, item := range directoryContent {
+		if item.GetType() == "dir" {
+			// Recursively list files in subdirectories
+			subFiles, err := g.listFilesRecursively(ctx, item.GetPath(), owner, repository)
+			if err != nil {
+				return nil, err
+			}
+			files = append(files, subFiles...)
+		} else if item.GetType() == "file" {
+			// Add file path to the list
+			files = append(files, item.GetPath())
+		}
+	}
+
+	return files, nil
+}
+
+func (g *GithubRepositoryListFiles) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository string `json:"repository"`
+		Owner      string `json:"owner"`
+		Path       string `json:"path,omitempty"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	// Start from root if no path specified
+	if result.Path == "" {
+		result.Path = "."
+	}
+
+	files, err := g.listFilesRecursively(ctx, result.Path, result.Owner, result.Repository)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	// Join all file paths with newlines for better readability
+	content := strings.Join(files, "\n")
+	return types.ActionResult{Result: content}, nil
+}
+
+func (g *GithubRepositoryListFiles) Definition() types.ActionDefinition {
+	actionName := "list_github_repository_files"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	description := "List all files in a GitHub repository"
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: description,
+			Properties: map[string]jsonschema.Definition{
+				"path": {
+					Type:        jsonschema.String,
+					Description: "Optional path to start listing from (defaults to repository root)",
+				},
+			},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"path": {
+				Type:        jsonschema.String,
+				Description: "Optional path to start listing from (defaults to repository root)",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository to list files from",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository",
+			},
+		},
+		Required: []string{"repository", "owner"},
+	}
+}
+
+func (a *GithubRepositoryListFiles) Plannable() bool {
+	return true
+}
+
+// GithubRepositoryListFilesConfigMeta returns the metadata for GitHub Repository List Files action configuration fields
+func GithubRepositoryListFilesConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/githubrepositoryreadme.go

@@ -25,7 +25,7 @@ func NewGithubRepositoryREADME(config map[string]string) *GithubRepositoryREADME
 	}
 }
 
-func (g *GithubRepositoryREADME) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (g *GithubRepositoryREADME) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Repository string `json:"repository"`
 		Owner      string `json:"owner"`

services/actions/githubrepositorysearchfiles.go

@@ -0,0 +1,187 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubRepositorySearchFiles struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubRepositorySearchFiles(config map[string]string) *GithubRepositorySearchFiles {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	return &GithubRepositorySearchFiles{
+		client:           client,
+		token:            config["token"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (g *GithubRepositorySearchFiles) searchFilesRecursively(ctx context.Context, path string, owner string, repository string, searchPattern string) (string, error) {
+	var result strings.Builder
+
+	// Get content at the current path
+	_, directoryContent, _, err := g.client.Repositories.GetContents(ctx, owner, repository, path, nil)
+	if err != nil {
+		return "", fmt.Errorf("error getting content at path %s: %w", path, err)
+	}
+
+	// Process each item in the directory
+	for _, item := range directoryContent {
+		if item.GetType() == "dir" {
+			// Recursively search in subdirectories
+			subContent, err := g.searchFilesRecursively(ctx, item.GetPath(), owner, repository, searchPattern)
+			if err != nil {
+				return "", err
+			}
+			result.WriteString(subContent)
+		} else if item.GetType() == "file" {
+			// Check if file name matches the search pattern
+			if strings.Contains(strings.ToLower(item.GetName()), strings.ToLower(searchPattern)) {
+				// Get file content
+				fileContent, _, _, err := g.client.Repositories.GetContents(ctx, owner, repository, item.GetPath(), nil)
+				if err != nil {
+					return "", fmt.Errorf("error getting file content for %s: %w", item.GetPath(), err)
+				}
+
+				content, err := fileContent.GetContent()
+				if err != nil {
+					return "", fmt.Errorf("error decoding content for %s: %w", item.GetPath(), err)
+				}
+
+				// Add file content to result with clear markers
+				result.WriteString(fmt.Sprintf("\n--- START FILE: %s ---\n", item.GetPath()))
+				result.WriteString(content)
+				result.WriteString(fmt.Sprintf("\n--- END FILE: %s ---\n", item.GetPath()))
+			}
+		}
+	}
+
+	return result.String(), nil
+}
+
+func (g *GithubRepositorySearchFiles) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository    string `json:"repository"`
+		Owner         string `json:"owner"`
+		Path          string `json:"path,omitempty"`
+		SearchPattern string `json:"searchPattern"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	// Start from root if no path specified
+	if result.Path == "" {
+		result.Path = "."
+	}
+
+	content, err := g.searchFilesRecursively(ctx, result.Path, result.Owner, result.Repository, result.SearchPattern)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	return types.ActionResult{Result: content}, nil
+}
+
+func (g *GithubRepositorySearchFiles) Definition() types.ActionDefinition {
+	actionName := "search_github_repository_files"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	description := "Search for files in a GitHub repository and return their content"
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: description,
+			Properties: map[string]jsonschema.Definition{
+				"path": {
+					Type:        jsonschema.String,
+					Description: "Optional path to start searching from (defaults to repository root)",
+				},
+				"searchPattern": {
+					Type:        jsonschema.String,
+					Description: "Pattern to search for in file names (case-insensitive)",
+				},
+			},
+			Required: []string{"searchPattern"},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"path": {
+				Type:        jsonschema.String,
+				Description: "Optional path to start searching from (defaults to repository root)",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository to search in",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository",
+			},
+			"searchPattern": {
+				Type:        jsonschema.String,
+				Description: "Pattern to search for in file names (case-insensitive)",
+			},
+		},
+		Required: []string{"repository", "owner", "searchPattern"},
+	}
+}
+
+func (a *GithubRepositorySearchFiles) Plannable() bool {
+	return true
+}
+
+// GithubRepositorySearchFilesConfigMeta returns the metadata for GitHub Repository Search Files action configuration fields
+func GithubRepositorySearchFilesConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/memory.go

@@ -0,0 +1,284 @@
+package actions
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"os"
+	"strconv"
+
+	"io"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// Remove global const and mutex, and add them as fields to a struct
+
+type MemoryActions struct {
+	filePath          string
+	customName        string
+	customDescription string
+}
+
+type AddToMemoryAction struct{ *MemoryActions }
+type ListMemoryAction struct{ *MemoryActions }
+type RemoveFromMemoryAction struct{ *MemoryActions }
+
+// NewMemoryActions returns the three actions, using the provided filePath and config
+func NewMemoryActions(filePath string, config map[string]string) (*AddToMemoryAction, *ListMemoryAction, *RemoveFromMemoryAction) {
+	ma := &MemoryActions{filePath: filePath}
+	if config != nil {
+		ma.customName = config["custom_name"]
+		ma.customDescription = config["custom_description"]
+	}
+	return &AddToMemoryAction{ma}, &ListMemoryAction{ma}, &RemoveFromMemoryAction{ma}
+}
+
+type addToMemoryParams struct {
+	Item string `json:"item"`
+}
+
+type removeFromMemoryParams struct {
+	Index *int   `json:"index,omitempty"`
+	Value string `json:"value,omitempty"`
+}
+
+func (m *MemoryActions) readMemory() ([]string, error) {
+	f, err := os.Open(m.filePath)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return []string{}, nil
+		}
+		return nil, err
+	}
+	defer f.Close()
+	var items []string
+	if err := json.NewDecoder(f).Decode(&items); err != nil {
+		if err == io.EOF {
+			return []string{}, nil
+		}
+		return nil, err
+	}
+	return items, nil
+}
+
+func (m *MemoryActions) writeMemory(items []string) error {
+	f, err := os.Create(m.filePath)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+	return json.NewEncoder(f).Encode(items)
+}
+
+func (a *AddToMemoryAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	var req addToMemoryParams
+	if err := params.Unmarshal(&req); err != nil {
+		return types.ActionResult{}, fmt.Errorf("invalid parameters: %w", err)
+	}
+	if req.Item == "" {
+		return types.ActionResult{}, fmt.Errorf("item cannot be empty")
+	}
+	items, err := a.readMemory()
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+	items = append(items, req.Item)
+	if err := a.writeMemory(items); err != nil {
+		return types.ActionResult{}, err
+	}
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Added item to memory: %s", req.Item),
+		Metadata: map[string]any{"item": req.Item, "count": len(items)},
+	}, nil
+}
+
+func (a *ListMemoryAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	items, err := a.readMemory()
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	outputResult := "Number of items in memory: " + strconv.Itoa(len(items)) + "\n"
+	for i, item := range items {
+		outputResult += fmt.Sprintf("%d) %s\n", i, item)
+	}
+
+	return types.ActionResult{
+		Result:   outputResult,
+		Metadata: map[string]any{"items": items},
+	}, nil
+}
+
+func (a *RemoveFromMemoryAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	var req removeFromMemoryParams
+	if err := params.Unmarshal(&req); err != nil {
+		return types.ActionResult{}, fmt.Errorf("invalid parameters: %w", err)
+	}
+	items, err := a.readMemory()
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+	var removed string
+	if req.Index != nil {
+		idx := *req.Index
+		if idx < 0 || idx >= len(items) {
+			return types.ActionResult{}, fmt.Errorf("index out of range")
+		}
+		removed = items[idx]
+		items = append(items[:idx], items[idx+1:]...)
+	} else if req.Value != "" {
+		found := false
+		for i, v := range items {
+			if v == req.Value {
+				removed = v
+				items = append(items[:i], items[i+1:]...)
+				found = true
+				break
+			}
+		}
+		if !found {
+			return types.ActionResult{}, fmt.Errorf("value not found in memory")
+		}
+	} else {
+		return types.ActionResult{}, fmt.Errorf("must provide index or value to remove")
+	}
+	if err := a.writeMemory(items); err != nil {
+		return types.ActionResult{}, err
+	}
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Removed item from memory: %s", removed),
+		Metadata: map[string]any{"removed": removed, "count": len(items)},
+	}, nil
+}
+
+func (a *AddToMemoryAction) Definition() types.ActionDefinition {
+	name := "add_to_memory"
+	description := "Add a string item to memory (stored in a JSON file)."
+	if a.customName != "" {
+		name = a.customName
+	}
+	if a.customDescription != "" {
+		description = a.customDescription
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(name),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"item": {
+				Type:        jsonschema.String,
+				Description: "The string item to add to memory.",
+			},
+		},
+		Required: []string{"item"},
+	}
+}
+
+func (a *ListMemoryAction) Definition() types.ActionDefinition {
+	name := "list_memory"
+	description := "List all items currently stored in memory."
+	if a.customName != "" {
+		name = a.customName
+	}
+	if a.customDescription != "" {
+		description = a.customDescription
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(name),
+		Description: description,
+		Properties:  map[string]jsonschema.Definition{},
+		Required:    []string{},
+	}
+}
+
+func (a *RemoveFromMemoryAction) Definition() types.ActionDefinition {
+	name := "remove_from_memory"
+	description := "Remove an item from memory by index or value."
+	if a.customName != "" {
+		name = a.customName
+	}
+	if a.customDescription != "" {
+		description = a.customDescription
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(name),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"index": {
+				Type:        jsonschema.Integer,
+				Description: "The index of the item to remove (optional, 0-based)",
+			},
+			"value": {
+				Type:        jsonschema.String,
+				Description: "The value of the item to remove (optional)",
+			},
+		},
+		Required: []string{},
+	}
+}
+
+func (a *AddToMemoryAction) Plannable() bool      { return true }
+func (a *ListMemoryAction) Plannable() bool       { return true }
+func (a *RemoveFromMemoryAction) Plannable() bool { return true }
+
+// AddToMemoryConfigMeta returns the metadata for AddToMemory action configuration fields
+func AddToMemoryConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "custom_name",
+			Label:    "Custom Name",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom name for the action (optional, defaults to 'add_to_memory')",
+		},
+		{
+			Name:     "custom_description",
+			Label:    "Custom Description",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom description for the action (optional, defaults to 'Add a string item to memory (stored in a JSON file).')",
+		},
+	}
+}
+
+// ListMemoryConfigMeta returns the metadata for ListMemory action configuration fields
+func ListMemoryConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "custom_name",
+			Label:    "Custom Name",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom name for the action (optional, defaults to 'list_memory')",
+		},
+		{
+			Name:     "custom_description",
+			Label:    "Custom Description",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom description for the action (optional, defaults to 'List all items currently stored in memory.')",
+		},
+	}
+}
+
+// RemoveFromMemoryConfigMeta returns the metadata for RemoveFromMemory action configuration fields
+func RemoveFromMemoryConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "custom_name",
+			Label:    "Custom Name",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom name for the action (optional, defaults to 'remove_from_memory')",
+		},
+		{
+			Name:     "custom_description",
+			Label:    "Custom Description",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom description for the action (optional, defaults to 'Remove an item from memory by index or value.')",
+		},
+	}
+}

services/actions/memory_test.go

@@ -0,0 +1,83 @@
+package actions_test
+
+import (
+	"context"
+	"os"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/services/actions"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("MemoryActions", func() {
+	var (
+		tmpFile string
+		aAdd    *actions.AddToMemoryAction
+		aList   *actions.ListMemoryAction
+		aRemove *actions.RemoveFromMemoryAction
+	)
+
+	BeforeEach(func() {
+		f, err := os.CreateTemp("", "memory_test_*.json")
+		Expect(err).ToNot(HaveOccurred())
+		tmpFile = f.Name()
+		f.Close()
+		aAdd, aList, aRemove = actions.NewMemoryActions(tmpFile, map[string]string{})
+	})
+
+	AfterEach(func() {
+		os.Remove(tmpFile)
+	})
+
+	It("adds and lists items", func() {
+		_, err := aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		Expect(err).ToNot(HaveOccurred())
+		_, err = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "bar"})
+		Expect(err).ToNot(HaveOccurred())
+		res, err := aList.Run(context.TODO(), nil, types.ActionParams{})
+		Expect(err).ToNot(HaveOccurred())
+		Expect(res.Metadata["items"]).To(ContainElements("foo", "bar"))
+	})
+
+	It("removes by index", func() {
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "bar"})
+		_, err := aRemove.Run(context.TODO(), nil, types.ActionParams{"index": 0})
+		Expect(err).ToNot(HaveOccurred())
+		res, _ := aList.Run(context.TODO(), nil, types.ActionParams{})
+		Expect(res.Metadata["items"]).To(ConsistOf("bar"))
+	})
+
+	It("removes by value", func() {
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "bar"})
+		_, err := aRemove.Run(context.TODO(), nil, types.ActionParams{"value": "bar"})
+		Expect(err).ToNot(HaveOccurred())
+		res, _ := aList.Run(context.TODO(), nil, types.ActionParams{})
+		Expect(res.Metadata["items"]).To(ConsistOf("foo"))
+	})
+
+	It("returns error for out of range index", func() {
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		_, err := aRemove.Run(context.TODO(), nil, types.ActionParams{"index": 2})
+		Expect(err).To(HaveOccurred())
+	})
+
+	It("returns error for value not found", func() {
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		_, err := aRemove.Run(context.TODO(), nil, types.ActionParams{"value": "bar"})
+		Expect(err).To(HaveOccurred())
+	})
+
+	It("returns error for empty item", func() {
+		_, err := aAdd.Run(context.TODO(), nil, types.ActionParams{"item": ""})
+		Expect(err).To(HaveOccurred())
+	})
+
+	It("returns error if neither index nor value provided", func() {
+		_, _ = aAdd.Run(context.TODO(), nil, types.ActionParams{"item": "foo"})
+		_, err := aRemove.Run(context.TODO(), nil, types.ActionParams{})
+		Expect(err).To(HaveOccurred())
+	})
+})

services/actions/pikvm.go

@@ -0,0 +1,199 @@
+package actions
+
+import (
+	"context"
+	"crypto/tls"
+	"fmt"
+	"net/http"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+func NewPiKVMAction(config map[string]string) *PiKVMAction {
+	return &PiKVMAction{
+		hostname:          config["hostname"],
+		username:          config["username"],
+		password:          config["password"],
+		customName:        config["custom_name"],
+		customDescription: config["custom_description"],
+		insecure:          config["insecure"] == "true",
+	}
+}
+
+type PiKVMAction struct {
+	hostname          string
+	username          string
+	password          string
+	customName        string
+	customDescription string
+	insecure          bool
+}
+
+type pikvmPowerParams struct {
+	Action string `json:"action"`
+}
+
+func (a *PiKVMAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	var req pikvmPowerParams
+	if err := params.Unmarshal(&req); err != nil {
+		return types.ActionResult{}, fmt.Errorf("invalid parameters: %w", err)
+	}
+
+	// Validate action parameter
+	validActions := map[string]bool{
+		"on":         true,
+		"off":        true,
+		"off_hard":   true,
+		"reset_hard": true,
+	}
+	if !validActions[req.Action] {
+		return types.ActionResult{}, fmt.Errorf("invalid action: %s. Valid actions are: on, off, off_hard, reset_hard", req.Action)
+	}
+
+	// Check if required config is provided
+	if a.hostname == "" {
+		return types.ActionResult{}, fmt.Errorf("hostname is required in action configuration")
+	}
+	if a.username == "" {
+		return types.ActionResult{}, fmt.Errorf("username is required in action configuration")
+	}
+	if a.password == "" {
+		return types.ActionResult{}, fmt.Errorf("password is required in action configuration")
+	}
+
+	// Build the API URL
+	apiURL := fmt.Sprintf("https://%s/api/atx/power", a.hostname)
+
+	insecure := false
+	if a.insecure {
+		insecure = true
+	}
+	// Create HTTP client with basic auth
+	tr := &http.Transport{
+		TLSClientConfig: &tls.Config{InsecureSkipVerify: insecure},
+	}
+	client := &http.Client{Transport: tr}
+
+	reqHTTP, err := http.NewRequestWithContext(ctx, "POST", apiURL, nil)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to create HTTP request: %w", err)
+	}
+
+	// Set basic authentication
+	reqHTTP.SetBasicAuth(a.username, a.password)
+
+	// Add query parameters
+	q := reqHTTP.URL.Query()
+	q.Add("action", req.Action)
+	reqHTTP.URL.RawQuery = q.Encode()
+
+	// Make the request
+	resp, err := client.Do(reqHTTP)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to make HTTP request to PiKVM: %w", err)
+	}
+	defer resp.Body.Close()
+
+	// Check response status
+	if resp.StatusCode != http.StatusOK {
+		return types.ActionResult{}, fmt.Errorf("PiKVM API returned status %d: %s", resp.StatusCode, resp.Status)
+	}
+
+	// Determine action description for user-friendly response
+	actionDesc := map[string]string{
+		"on":         "power on",
+		"off":        "power off",
+		"off_hard":   "hard power off",
+		"reset_hard": "hard reset",
+	}
+
+	result := fmt.Sprintf("Successfully sent %s command to PiKVM at %s", actionDesc[req.Action], a.hostname)
+
+	return types.ActionResult{
+		Result: result,
+		Metadata: map[string]any{
+			"action":   req.Action,
+			"hostname": a.hostname,
+			"status":   "success",
+		},
+	}, nil
+}
+
+func (a *PiKVMAction) Definition() types.ActionDefinition {
+	name := "pikvm_power_control"
+	description := "Control power state of a PiKVM device using ATX power management."
+
+	if a.customName != "" {
+		name = a.customName
+	}
+	if a.customDescription != "" {
+		description = a.customDescription
+	}
+
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(name),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"action": {
+				Type:        jsonschema.String,
+				Description: "The power action to perform on the PiKVM device.",
+				Enum:        []string{"on", "off", "off_hard", "reset_hard"},
+			},
+		},
+		Required: []string{"action"},
+	}
+}
+
+func (a *PiKVMAction) Plannable() bool {
+	return true
+}
+
+// PiKVMConfigMeta returns the metadata for PiKVM action configuration fields
+func PiKVMConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "hostname",
+			Label:    "PiKVM Hostname",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "The hostname or IP address of the PiKVM device (e.g., pikvm.local or 192.168.1.100)",
+		},
+		{
+			Name:     "username",
+			Label:    "Username",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "Username for PiKVM authentication (usually 'admin')",
+		},
+		{
+			Name:     "password",
+			Label:    "Password",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "Password for PiKVM authentication",
+		},
+		{
+			Name:     "custom_name",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom name for this action (optional, defaults to 'pikvm_power_control')",
+		},
+		{
+			Name:     "custom_description",
+			Label:    "Custom Description",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom description for this action (optional)",
+		},
+		{
+			Name:     "insecure",
+			Label:    "Insecure",
+			Type:     config.FieldTypeCheckbox,
+			Required: false,
+			HelpText: "Skip certificate verification (optional)",
+		},
+	}
+}

services/actions/scrape.go

@@ -16,7 +16,7 @@ func NewScraper(config map[string]string) *ScraperAction {
 
 type ScraperAction struct{}
 
-func (a *ScraperAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *ScraperAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		URL string `json:"url"`
 	}{}

services/actions/search.go

@@ -35,7 +35,7 @@ func NewSearch(config map[string]string) *SearchAction {
 
 type SearchAction struct{ results int }
 
-func (a *SearchAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *SearchAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Query string `json:"query"`
 	}{}

services/actions/sendmail.go

@@ -28,7 +28,7 @@ type SendMailAction struct {
 	smtpPort string
 }
 
-func (a *SendMailAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *SendMailAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Message string `json:"message"`
 		To      string `json:"to"`

services/actions/sendtelegrammessage.go

@@ -0,0 +1,195 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"strconv"
+
+	"github.com/go-telegram/bot"
+	"github.com/go-telegram/bot/models"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/xstrings"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	MetadataTelegramMessageSent = "telegram_message_sent"
+	telegramMaxMessageLength    = 3000
+)
+
+type SendTelegramMessageRunner struct {
+	token             string
+	chatID            int64
+	bot               *bot.Bot
+	customName        string
+	customDescription string
+}
+
+func NewSendTelegramMessageRunner(config map[string]string) *SendTelegramMessageRunner {
+	token := config["token"]
+	if token == "" {
+		return nil
+	}
+
+	// Parse chat ID from config if present
+	var chatID int64
+	if configChatID := config["chat_id"]; configChatID != "" {
+		var err error
+		chatID, err = strconv.ParseInt(configChatID, 10, 64)
+		if err != nil {
+			return nil
+		}
+	}
+
+	b, err := bot.New(token)
+	if err != nil {
+		return nil
+	}
+
+	return &SendTelegramMessageRunner{
+		token:             token,
+		chatID:            chatID,
+		bot:               b,
+		customName:        config["custom_name"],
+		customDescription: config["custom_description"],
+	}
+}
+
+type TelegramMessageParams struct {
+	ChatID  int64  `json:"chat_id"`
+	Message string `json:"message"`
+}
+
+func (s *SendTelegramMessageRunner) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	var messageParams TelegramMessageParams
+	err := params.Unmarshal(&messageParams)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	if s.chatID != 0 {
+		messageParams.ChatID = s.chatID
+	}
+
+	if messageParams.ChatID == 0 {
+		return types.ActionResult{}, fmt.Errorf("chat_id is required either in config or parameters")
+	}
+
+	if messageParams.Message == "" {
+		return types.ActionResult{}, fmt.Errorf("message is required")
+	}
+
+	// Split the message if it's too long
+	messages := xstrings.SplitParagraph(messageParams.Message, telegramMaxMessageLength)
+
+	if len(messages) == 0 {
+		return types.ActionResult{}, fmt.Errorf("empty message after splitting")
+	}
+
+	// Send each message part
+	for i, msg := range messages {
+		_, err = s.bot.SendMessage(ctx, &bot.SendMessageParams{
+			ChatID:    messageParams.ChatID,
+			Text:      msg,
+			ParseMode: models.ParseModeMarkdown,
+		})
+		if err != nil {
+			return types.ActionResult{}, fmt.Errorf("failed to send telegram message part %d: %w", i+1, err)
+		}
+	}
+
+	sharedState.ConversationTracker.AddMessage(fmt.Sprintf("telegram:%d", messageParams.ChatID), openai.ChatCompletionMessage{
+		Content: messageParams.Message,
+		Role:    "assistant",
+	})
+
+	return types.ActionResult{
+		Result: fmt.Sprintf("Message sent successfully to chat ID %d in %d parts", messageParams.ChatID, len(messages)),
+		Metadata: map[string]interface{}{
+			MetadataTelegramMessageSent: true,
+		},
+	}, nil
+}
+
+func (s *SendTelegramMessageRunner) Definition() types.ActionDefinition {
+
+	customName := "send_telegram_message"
+	if s.customName != "" {
+		customName = s.customName
+	}
+
+	customDescription := "Send a message to a Telegram user or group"
+	if s.customDescription != "" {
+		customDescription = s.customDescription
+	}
+
+	if s.chatID != 0 {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(customName),
+			Description: customDescription,
+			Properties: map[string]jsonschema.Definition{
+				"message": {
+					Type:        jsonschema.String,
+					Description: "The message to send",
+				},
+			},
+			Required: []string{"message"},
+		}
+	}
+
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(customName),
+		Description: customDescription,
+		Properties: map[string]jsonschema.Definition{
+			"chat_id": {
+				Type:        jsonschema.Number,
+				Description: "The Telegram chat ID to send the message to (optional if configured in config)",
+			},
+			"message": {
+				Type:        jsonschema.String,
+				Description: "The message to send",
+			},
+		},
+		Required: []string{"message", "chat_id"},
+	}
+}
+
+func (s *SendTelegramMessageRunner) Plannable() bool {
+	return true
+}
+
+// SendTelegramMessageConfigMeta returns the metadata for Send Telegram Message action configuration fields
+func SendTelegramMessageConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "Telegram Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "Telegram bot token for sending messages",
+		},
+		{
+			Name:     "chat_id",
+			Label:    "Default Chat ID",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Default Telegram chat ID to send messages to (can be overridden in parameters)",
+		},
+		{
+			Name:     "custom_name",
+			Label:    "Custom Name",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom name for the action (optional, defaults to 'send_telegram_message')",
+		},
+		{
+			Name:     "custom_description",
+			Label:    "Custom Description",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Custom description for the action (optional, defaults to 'Send a message to a Telegram user or group')",
+		},
+	}
+}

services/actions/shell.go

@@ -4,6 +4,7 @@ import (
 	"context"
 	"fmt"
 	"log"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/types"
 	"github.com/mudler/LocalAGI/pkg/config"
@@ -11,24 +12,27 @@ import (
 	"golang.org/x/crypto/ssh"
 )
 
-func NewShell(config map[string]string) *ShellAction {
+func NewShell(config map[string]string, sshBoxURL string) *ShellAction {
 	return &ShellAction{
 		privateKey:        config["privateKey"],
 		user:              config["user"],
 		host:              config["host"],
+		password:          config["password"],
 		customName:        config["customName"],
 		customDescription: config["customDescription"],
+		sshBoxURL:         sshBoxURL,
 	}
 }
 
 type ShellAction struct {
-	privateKey        string
-	user, host        string
-	customName        string
-	customDescription string
+	privateKey           string
+	user, host, password string
+	customName           string
+	customDescription    string
+	sshBoxURL            string
 }
 
-func (a *ShellAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *ShellAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Command string `json:"command"`
 		Host    string `json:"host"`
@@ -46,7 +50,23 @@ func (a *ShellAction) Run(ctx context.Context, params types.ActionParams) (types
 		result.User = a.user
 	}
 
-	output, err := sshCommand(a.privateKey, result.Command, result.User, result.Host)
+	password := a.password
+	if a.sshBoxURL != "" && result.Host == "" && result.User == "" && password == "" {
+		// sshbox url can be root:root@localhost:2222
+		parts := strings.Split(a.sshBoxURL, "@")
+		if len(parts) == 2 {
+			if strings.Contains(parts[0], ":") {
+				userPass := strings.Split(parts[0], ":")
+				result.User = userPass[0]
+				password = userPass[1]
+			} else {
+				result.User = parts[0]
+			}
+			result.Host = parts[1]
+		}
+	}
+
+	output, err := sshCommand(a.privateKey, result.Command, result.User, result.Host, password)
 	if err != nil {
 		return types.ActionResult{}, err
 	}
@@ -55,15 +75,15 @@ func (a *ShellAction) Run(ctx context.Context, params types.ActionParams) (types
 }
 
 func (a *ShellAction) Definition() types.ActionDefinition {
-	name := "shell"
-	description := "Run a shell command on a remote server."
+	name := "run_command"
+	description := "Run a command on a linux environment."
 	if a.customName != "" {
 		name = a.customName
 	}
 	if a.customDescription != "" {
 		description = a.customDescription
 	}
-	if a.host != "" && a.user != "" {
+	if (a.host != "" && a.user != "") || a.sshBoxURL != "" {
 		return types.ActionDefinition{
 			Name:        types.ActionDefinitionName(name),
 			Description: description,
@@ -104,7 +124,7 @@ func ShellConfigMeta() []config.Field {
 			Name:     "privateKey",
 			Label:    "Private Key",
 			Type:     config.FieldTypeTextarea,
-			Required: true,
+			Required: false,
 			HelpText: "SSH private key for connecting to remote servers",
 		},
 		{
@@ -113,6 +133,12 @@ func ShellConfigMeta() []config.Field {
 			Type:     config.FieldTypeText,
 			HelpText: "Default SSH user for connecting to remote servers",
 		},
+		{
+			Name:     "password",
+			Label:    "Default Password",
+			Type:     config.FieldTypeText,
+			HelpText: "Default SSH password for connecting to remote servers",
+		},
 		{
 			Name:     "host",
 			Label:    "Default Host",
@@ -134,19 +160,25 @@ func ShellConfigMeta() []config.Field {
 	}
 }
 
-func sshCommand(privateKey, command, user, host string) (string, error) {
-	// Create signer from private key string
-	key, err := ssh.ParsePrivateKey([]byte(privateKey))
-	if err != nil {
-		log.Fatalf("failed to parse private key: %v", err)
+func sshCommand(privateKey, command, user, host, password string) (string, error) {
+
+	authMethods := []ssh.AuthMethod{}
+	if password != "" {
+		authMethods = append(authMethods, ssh.Password(password))
+	}
+	if privateKey != "" {
+		// Create signer from private key string
+		key, err := ssh.ParsePrivateKey([]byte(privateKey))
+		if err != nil {
+			log.Fatalf("failed to parse private key: %v", err)
+		}
+		authMethods = append(authMethods, ssh.PublicKeys(key))
 	}
 
 	// SSH client configuration
 	config := &ssh.ClientConfig{
-		User: user,
-		Auth: []ssh.AuthMethod{
-			ssh.PublicKeys(key),
-		},
+		User:            user,
+		Auth:            authMethods,
 		HostKeyCallback: ssh.InsecureIgnoreHostKey(),
 	}
 
@@ -165,12 +197,15 @@ func sshCommand(privateKey, command, user, host string) (string, error) {
 	defer session.Close()
 
 	// Run a command
-	output, err := session.CombinedOutput(command)
-	if err != nil {
-		return "", fmt.Errorf("failed to run: %v", err)
+	cmdOut, err := session.CombinedOutput(command)
+	result := string(cmdOut)
+	if strings.TrimSpace(result) == "" {
+		result += "\nCommand has exited with no output"
 	}
-
-	return string(output), nil
+	if err != nil {
+		result += "\nError: " + err.Error()
+	}
+	return result, nil
 }
 
 func (a *ShellAction) Plannable() bool {

services/actions/twitter_post.go

@@ -22,7 +22,7 @@ type PostTweetAction struct {
 	noCharacterLimit bool
 }
 
-func (a *PostTweetAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *PostTweetAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Text string `json:"text"`
 	}{}

services/actions/webhook.go

@@ -0,0 +1,214 @@
+// Package actions contains action implementations used by LocalAGI.
+// This file implements the "webhook" action which can send an HTTP request
+// to an external service with a configurable method, content type, and payload.
+package actions
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// NewWebhook constructs a WebhookAction using provided configuration values:
+//   - url: Destination endpoint for the HTTP request (required).
+//   - method: HTTP method to use (GET, POST, PUT, DELETE, ...). Defaults to POST.
+//   - contentType: Value for the Content-Type header (e.g., application/json).
+//   - payloadTemplate: Optional template for the request body; the runtime parameter
+//     "payload" (if provided) will replace the "{{payload}}" placeholder inside this template.
+func NewWebhook(cfg map[string]string) *WebhookAction {
+	wa := &WebhookAction{
+		url:             strings.TrimSpace(cfg["url"]),
+		method:          strings.ToUpper(strings.TrimSpace(cfg["method"])),
+		contentType:     strings.TrimSpace(cfg["contentType"]),
+		payloadTemplate: cfg["payloadTemplate"],
+	}
+	if wa.method == "" {
+		wa.method = http.MethodPost
+	}
+	return wa
+}
+
+// WebhookAction holds the static configuration for the webhook.
+// These values come from the action configuration (UI/agent config),
+// while the runtime parameter only carries the dynamic payload.
+//   - url: Target endpoint for the request.
+//   - method: HTTP method to use. Defaults to POST if not provided.
+//   - contentType: Sets the Content-Type header when a body is sent.
+//   - payloadTemplate: Optional template used to build the request body; occurrences
+//     of "{{payload}}" get replaced with the runtime payload string.
+//     If no placeholder is present, the template is used as-is.
+//     For GET requests the body is omitted regardless of payload.
+//
+// Note: This action does not follow redirects!
+type WebhookAction struct {
+	url             string
+	method          string
+	contentType     string
+	payloadTemplate string
+}
+
+// Run executes the webhook call.
+// It reads the runtime parameter "payload" (optional), merges it into the
+// configured payloadTemplate (if any), constructs an HTTP request using the
+// configured URL, method and content type, and then returns a summary with the
+// response status and body (truncated to 4KiB for safety).
+func (a *WebhookAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
+	// Runtime parameters: only payload
+	type input struct {
+		Payload string `json:"payload"`
+	}
+	var in input
+	if err := params.Unmarshal(&in); err != nil {
+		return types.ActionResult{}, err
+	}
+
+	// Validate essential configuration. The URL must be provided via the
+	// action configuration (not via runtime parameters).
+	if a.url == "" {
+		return types.ActionResult{}, fmt.Errorf("configuration.url is required")
+	}
+
+	method := a.method
+
+	// Build the request body based on template and payload:
+	// - If a payloadTemplate is provided, replace occurrences of "{{payload}}"
+	//   with the runtime payload value.
+	// - If the template does not contain the placeholder but is provided, we use
+	//   the template as-is (common for static JSON bodies prepared at config time).
+	// - If no template is configured, we send the runtime payload as-is.
+	// - For GET requests the body is omitted regardless of payload.
+	var payload string
+	if a.payloadTemplate != "" {
+		payload = strings.ReplaceAll(a.payloadTemplate, "{{payload}}", in.Payload)
+		if payload == a.payloadTemplate && in.Payload != "" {
+			// If no placeholder found, fallback to template or payload alone
+			payload = a.payloadTemplate
+		}
+	} else {
+		payload = in.Payload
+	}
+
+	var body io.Reader
+	if method != http.MethodGet && payload != "" {
+		body = bytes.NewBufferString(payload)
+	}
+
+	// Create the HTTP request bound to the provided context so that cancellation
+	// or timeouts from the caller propagate to the outbound call.
+	req, err := http.NewRequestWithContext(ctx, method, a.url, body)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	// Set Content-Type header if configured. For GET requests this header is
+	// typically ignored by servers as there is no body.
+	if a.contentType != "" {
+		req.Header.Set("Content-Type", a.contentType)
+	}
+
+	// Use a new http.Client with default settings. Consider configuring timeouts
+	// at the caller level via the context, or wiring a custom client if needed.
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+	defer resp.Body.Close()
+
+	// Read and safely truncate the response body to avoid flooding the agent's
+	// context with very large payloads. Errors on ReadAll are ignored here as
+	// we already have the status code.
+	respBytes, _ := io.ReadAll(resp.Body)
+	respBody := string(respBytes)
+	if len(respBody) > 4096 {
+		respBody = respBody[:4096] + "... (truncated)"
+	}
+
+	return types.ActionResult{
+		// Return the response body as the result.
+		// If the response body is empty, use the status text as the result (e.g. "OK" for status code 200).
+		Result: func() string {
+			if respBody == "" {
+				return http.StatusText(resp.StatusCode)
+			}
+			return respBody
+		}(),
+		// Include the response status code in the metadata.
+		Metadata: map[string]interface{}{
+			"statusCode": resp.StatusCode,
+		},
+	}, nil
+}
+
+// Definition returns the action schema exposed to the planner/runtime.
+// Only the runtime parameter "payload" is accepted; all connection details
+// are configured statically via the action configuration UI.
+func (a *WebhookAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "webhook",
+		Description: "Send an HTTP request to a configured URL/method/content-type. Accepts a runtime payload parameter optionally inserted into the configured payload template.",
+		Properties: map[string]jsonschema.Definition{
+			"payload": {
+				Type:        jsonschema.String,
+				Description: "Payload/body to send with the request at runtime. If a payloadTemplate is configured, '{{payload}}' will be replaced by this value.",
+			},
+		},
+	}
+}
+
+// Plannable indicates the action can be suggested/used by planners without
+// requiring hidden context; inputs are straightforward and safe.
+func (a *WebhookAction) Plannable() bool { return true }
+
+// WebhookConfigMeta returns the metadata for Webhook action configuration fields:
+//   - url: The endpoint to send requests to (required).
+//   - method: One of GET/POST/PUT/DELETE. Defaults to POST.
+//   - contentType: Common content types selectable from a dropdown.
+//   - payloadTemplate: Optional body template. At runtime, "{{payload}}" is
+//     replaced by the provided payload parameter. If missing, the template is used
+//     as-is; for GET, no body is sent regardless.
+func WebhookConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "url",
+			Label:    "URL",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "Destination URL for the webhook",
+		},
+		{
+			Name:         "method",
+			Label:        "HTTP Method",
+			Type:         config.FieldTypeSelect,
+			Options:      []config.FieldOption{{Value: http.MethodGet, Label: "GET"}, {Value: http.MethodPost, Label: "POST"}, {Value: http.MethodPut, Label: "PUT"}, {Value: http.MethodDelete, Label: "DELETE"}},
+			DefaultValue: http.MethodPost,
+			Required:     true,
+			HelpText:     "HTTP method to use",
+		},
+		{
+			Name:  "contentType",
+			Label: "Content Type",
+			Type:  config.FieldTypeSelect,
+			Options: []config.FieldOption{
+				{Value: "application/json", Label: "application/json"},
+				{Value: "text/plain", Label: "text/plain"},
+				{Value: "application/x-www-form-urlencoded", Label: "application/x-www-form-urlencoded"},
+			},
+			Required: true,
+			HelpText: "Content-Type header to send",
+		},
+		{
+			Name:     "payloadTemplate",
+			Label:    "Payload Template",
+			Type:     config.FieldTypeTextarea,
+			HelpText: "Optional template used to craft the request body. Use '{{payload}}' as placeholder for the runtime payload.",
+		},
+	}
+}

services/actions/wikipedia.go

@@ -15,7 +15,7 @@ func NewWikipedia(config map[string]string) *WikipediaAction {
 
 type WikipediaAction struct{}
 
-func (a *WikipediaAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+func (a *WikipediaAction) Run(ctx context.Context, sharedState *types.AgentSharedState, params types.ActionParams) (types.ActionResult, error) {
 	result := struct {
 		Query string `json:"query"`
 	}{}

services/common.go

@@ -0,0 +1,28 @@
+package services
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+func memoryPath(agentName string, actionsConfigs map[string]string) string {
+	// Compose memory file path based on stateDir and agentName, using a subdirectory
+	memoryFilePath := "memory.json"
+	if actionsConfigs != nil {
+		if stateDir, ok := actionsConfigs[ConfigStateDir]; ok && stateDir != "" {
+			memoryDir := fmt.Sprintf("%s/memory", stateDir)
+			err := os.MkdirAll(memoryDir, 0755) // ensure the directory exists
+			if err != nil {
+				xlog.Error("Error creating memory directory", "error", err)
+				return memoryFilePath
+			}
+			memoryFilePath = fmt.Sprintf("%s/%s.json", memoryDir, agentName)
+		} else {
+			memoryFilePath = fmt.Sprintf("%s.memory.json", agentName)
+		}
+	}
+
+	return memoryFilePath
+}

services/connectors.go

@@ -19,6 +19,8 @@ const (
 	ConnectorGithubIssues = "github-issues"
 	ConnectorGithubPRs    = "github-prs"
 	ConnectorTwitter      = "twitter"
+	ConnectorMatrix       = "matrix"
+	ConnectorEmail        = "email"
 )
 
 var AvailableConnectors = []string{
@@ -29,6 +31,8 @@ var AvailableConnectors = []string{
 	ConnectorGithubIssues,
 	ConnectorGithubPRs,
 	ConnectorTwitter,
+	ConnectorMatrix,
+	ConnectorEmail,
 }
 
 func Connectors(a *state.AgentConfig) []state.Connector {
@@ -66,6 +70,10 @@ func Connectors(a *state.AgentConfig) []state.Connector {
 				continue
 			}
 			conns = append(conns, cc)
+		case ConnectorMatrix:
+			conns = append(conns, connectors.NewMatrix(config))
+		case ConnectorEmail:
+			conns = append(conns, connectors.NewEmail(config))
 		}
 	}
 	return conns
@@ -108,5 +116,15 @@ func ConnectorsConfigMeta() []config.FieldGroup {
 			Label:  "Twitter",
 			Fields: connectors.TwitterConfigMeta(),
 		},
+		{
+			Name:   "matrix",
+			Label:  "Matrix",
+			Fields: connectors.MatrixConfigMeta(),
+		},
+		{
+			Name:   "email",
+			Label:  "Email",
+			Fields: connectors.EmailConfigMeta(),
+		},
 	}
 }