feat: add custom tools support to research command with file and built-in tool loading

README.md

@@ -191,12 +191,20 @@ praisonai research --model deep-research-pro "Your research query"
 # Rewrite query for better results (uses QueryRewriterAgent)
 praisonai research --query-rewrite "AI trends"
 
+# Use custom tools from file (gathers context before deep research)
+praisonai research --tools tools.py "Your research query"
+praisonai research -t my_tools.py "Your research query"
+
+# Use built-in tools by name (comma-separated)
+praisonai research --tools "internet_search,wiki_search" "Your query"
+praisonai research -t "yfinance,calculator_tools" "Stock analysis query"
+
 # Save output to file (output/research/{query}.md)
 praisonai research --save "Your research query"
 praisonai research -s "Your research query"
 
 # Combine options
-praisonai research --query-rewrite --save "Your research query"
+praisonai research --query-rewrite --tools tools.py --save "Your research query"
 
 # Verbose mode (show debug logs)
 praisonai research -v "Your research query"

docker/Dockerfile

@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     flask \
-    "praisonai>=2.2.94" \
+    "praisonai>=2.2.95" \
     "praisonai[api]" \
     gunicorn \
     markdown

docker/Dockerfile.chat

@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.94" \
+    "praisonai>=2.2.95" \
     "praisonai[chat]" \
     "embedchain[github,youtube]"
 

docker/Dockerfile.dev

@@ -20,7 +20,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.94" \
+    "praisonai>=2.2.95" \
     "praisonai[ui]" \
     "praisonai[chat]" \
     "praisonai[realtime]" \

docker/Dockerfile.ui

@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.94" \
+    "praisonai>=2.2.95" \
     "praisonai[ui]" \
     "praisonai[crewai]"
 

docker/README.md

@@ -121,7 +121,7 @@ healthcheck:
 ## 📦 Package Versions
 
 All Docker images use consistent, up-to-date versions:
-- PraisonAI: `>=2.2.94`
+- PraisonAI: `>=2.2.95`
 - PraisonAI Agents: `>=0.0.92`
 - Python: `3.11-slim`
 
@@ -218,7 +218,7 @@ docker-compose up -d
 ### Version Pinning
 To use specific versions, update the Dockerfile:
 ```dockerfile
-RUN pip install "praisonai==2.2.94" "praisonaiagents==0.0.92"
+RUN pip install "praisonai==2.2.95" "praisonaiagents==0.0.92"
 ```
 
 ## 🌐 Production Deployment

src/praisonai/README.md

@@ -1,9 +1,34 @@
 # PraisonAI Package
 
-This is the PraisonAI package, which serves as a wrapper for PraisonAIAgents.
+## Development
 
-It provides a simple and intuitive interface for working with AI agents and their capabilities.
+```bash
+# Install
+uv sync
 
-## Directory Structure
+# Build
+uv build
 
-The main package code is located in the `praisonai` subdirectory.
+# Publish
+uv publish
+```
+
+## Version Bump
+
+```bash
+# From project root
+python src/praisonai/scripts/bump_version.py 2.2.96
+
+# With praisonaiagents dependency
+python src/praisonai/scripts/bump_version.py 2.2.96 --agents 0.0.167
+```
+
+## Release
+
+```bash
+# From project root (runs uv lock, build, git tag, gh release)
+python src/praisonai/scripts/release.py
+
+# Then publish
+cd src/praisonai && uv publish
+```

src/praisonai/praisonai.rb

@@ -3,8 +3,8 @@ class Praisonai < Formula
   
     desc "AI tools for various AI applications"
     homepage "https://github.com/MervinPraison/PraisonAI"
-    url "https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.94.tar.gz"
-    sha256 `curl -sL https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.94.tar.gz | shasum -a 256`.split.first
+    url "https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.95.tar.gz"
+    sha256 `curl -sL https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.95.tar.gz | shasum -a 256`.split.first
     license "MIT"
   
     depends_on "[email protected]"

src/praisonai/praisonai/cli.py

@@ -579,6 +579,7 @@ class PraisonAI:
         parser.add_argument("--auto-analyze", action="store_true", help="Enable automatic analysis in context engineering")
         parser.add_argument("--research", action="store_true", help="Run deep research on a topic")
         parser.add_argument("--query-rewrite", action="store_true", help="Rewrite query before research for better results")
+        parser.add_argument("--tools", "-t", type=str, help="Path to tools.py file for research agent")
         parser.add_argument("--save", "-s", action="store_true", help="Save research output to file (output/research/)")
         parser.add_argument("--verbose", "-v", action="store_true", help="Enable verbose output for research")
         
@@ -723,7 +724,8 @@ class PraisonAI:
                 verbose = getattr(args, 'verbose', False)
                 save = getattr(args, 'save', False)
                 query_rewrite = getattr(args, 'query_rewrite', False)
-                self.handle_research_command(research_query, research_model, verbose, save, query_rewrite)
+                tools_path = getattr(args, 'tools', None)
+                self.handle_research_command(research_query, research_model, verbose, save, query_rewrite, tools_path)
                 sys.exit(0)
 
         # Only check framework availability for agent-related operations
@@ -963,7 +965,7 @@ class PraisonAI:
             print(f"[red]ERROR: Context engineering failed: {e}[/red]")
             sys.exit(1)
 
-    def handle_research_command(self, query: str, model: str = None, verbose: bool = False, save: bool = False, query_rewrite: bool = False) -> str:
+    def handle_research_command(self, query: str, model: str = None, verbose: bool = False, save: bool = False, query_rewrite: bool = False, tools_path: str = None) -> str:
         """
         Handle the research command by creating a DeepResearchAgent and running it.
         
@@ -973,6 +975,7 @@ class PraisonAI:
             verbose: Enable verbose output (default: False)
             save: Save output to file (default: False)
             query_rewrite: Rewrite query before research (default: False)
+            tools_path: Path to tools.py file with custom tools (default: None)
             
         Returns:
             str: Research report
@@ -1012,11 +1015,86 @@ class PraisonAI:
             
             print(f"Model: {model}")
             
-            # Create DeepResearchAgent (verbose=True is default for streaming output)
-            agent = DeepResearchAgent(model=model)
+            # Load tools if specified
+            tools_list = []
+            if tools_path:
+                # Check if it's a file path or comma-separated tool names
+                if os.path.isfile(tools_path):
+                    # Load from file
+                    try:
+                        import inspect
+                        spec = importlib.util.spec_from_file_location("tools_module", tools_path)
+                        if spec and spec.loader:
+                            module = importlib.util.module_from_spec(spec)
+                            spec.loader.exec_module(module)
+                            # Get all callable functions from the module
+                            for name, obj in inspect.getmembers(module):
+                                if inspect.isfunction(obj) and not name.startswith('_'):
+                                    tools_list.append(obj)
+                            if tools_list:
+                                print(f"[cyan]Loaded {len(tools_list)} tools from {tools_path}[/cyan]")
+                    except Exception as e:
+                        print(f"[yellow]Warning: Failed to load tools from {tools_path}: {e}[/yellow]")
+                else:
+                    # Treat as comma-separated tool names (e.g., "internet_search,wiki_search")
+                    try:
+                        from praisonaiagents.tools import TOOL_MAPPINGS
+                        import praisonaiagents.tools as tools_module
+                        
+                        tool_names = [t.strip() for t in tools_path.split(',')]
+                        for tool_name in tool_names:
+                            if tool_name in TOOL_MAPPINGS:
+                                try:
+                                    tool = getattr(tools_module, tool_name)
+                                    tools_list.append(tool)
+                                except Exception as e:
+                                    print(f"[yellow]Warning: Failed to load tool '{tool_name}': {e}[/yellow]")
+                            else:
+                                print(f"[yellow]Warning: Unknown tool '{tool_name}'[/yellow]")
+                        if tools_list:
+                            print(f"[cyan]Loaded {len(tools_list)} built-in tools: {', '.join(tool_names)}[/cyan]")
+                    except ImportError:
+                        print("[yellow]Warning: Could not import tools module[/yellow]")
             
-            # Execute the research
-            result = agent.research(query)
+            # If tools are provided, use Agent with tools first, then DeepResearchAgent
+            if tools_list:
+                from praisonaiagents import Agent, Task, PraisonAIAgents
+                
+                # Create a research assistant agent with tools
+                research_assistant = Agent(
+                    name="Research Assistant",
+                    role="Information Gatherer",
+                    goal="Gather relevant information using available tools",
+                    backstory="You are an expert at using tools to gather information for research.",
+                    tools=tools_list,
+                    llm="gpt-4o-mini",
+                    verbose=False
+                )
+                
+                # Create task to gather initial information
+                gather_task = Task(
+                    description=f"Use your tools to gather relevant information about: {query}",
+                    expected_output="A summary of information gathered from the tools",
+                    agent=research_assistant
+                )
+                
+                print("[cyan]Gathering information with tools...[/cyan]")
+                agents = PraisonAIAgents(agents=[research_assistant], tasks=[gather_task], verbose=0)
+                tool_results = agents.start()
+                
+                # Enhance query with tool results
+                enhanced_query = f"{query}\n\nAdditional context from tools:\n{tool_results}"
+                print("[cyan]Tools context gathered, starting deep research...[/cyan]")
+                
+                # Create DeepResearchAgent
+                agent = DeepResearchAgent(model=model)
+                result = agent.research(enhanced_query)
+            else:
+                # Create DeepResearchAgent (verbose=True is default for streaming output)
+                agent = DeepResearchAgent(model=model)
+                
+                # Execute the research
+                result = agent.research(query)
             
             print("\n[bold green]Research Complete![/bold green]")
             print("\n" + "="*60)

src/praisonai/praisonai/deploy.py

@@ -57,7 +57,7 @@ class CloudDeployer:
             file.write("FROM python:3.11-slim\n")
             file.write("WORKDIR /app\n")
             file.write("COPY . .\n")
-            file.write("RUN pip install flask praisonai==2.2.94 gunicorn markdown\n")
+            file.write("RUN pip install flask praisonai==2.2.95 gunicorn markdown\n")
             file.write("EXPOSE 8080\n")
             file.write('CMD ["gunicorn", "-b", "0.0.0.0:8080", "api:app"]\n')
             

src/praisonai/praisonai/version.py

@@ -1 +1 @@
-__version__ = "0.0.1"
+__version__ = "2.2.95"

src/praisonai/pyproject.toml

@@ -1,9 +1,9 @@
 [project]
 name = "PraisonAI"
-version = "2.2.94"
+dynamic = ["version"]
 description = "PraisonAI is an AI Agents Framework with Self Reflection. PraisonAI application combines PraisonAI Agents, AutoGen, and CrewAI into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
 readme = "README.md"
-license = ""
+license = {text = "MIT"}
 requires-python = ">=3.10"
 authors = [
     { name = "Mervin Praison" }
@@ -100,200 +100,17 @@ autogen-v4 = [
     "crewai"
 ]
 
-[tool.poetry]
-name = "PraisonAI"
-version = "2.2.94"
-description = "PraisonAI is an AI Agents Framework with Self Reflection. PraisonAI application combines PraisonAI Agents, AutoGen, and CrewAI into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
-authors = ["Mervin Praison"]
-license = ""
-readme = "README.md"
-
-[tool.poetry.urls]
+[project.urls]
 Homepage = "https://docs.praison.ai"
 Repository = "https://github.com/mervinpraison/PraisonAI"
 
-[tool.setuptools]
-packages = ["praisonai"]
-
-[tool.poetry.dependencies]
-python = ">=3.10,<3.13"
-rich = ">=13.7"
-markdown = ">=3.5"
-pyparsing = ">=3.0.0"
-praisonaiagents = ">=0.0.166"
-python-dotenv = ">=0.19.0"
-instructor = ">=1.3.3"
-PyYAML = ">=6.0"
-mcp = ">=1.6.0"
-pyautogen = {version = "==0.2.29", optional = true}
-autogen-agentchat = {version = ">=0.4.0", optional = true}
-autogen-ext = {version = ">=0.4.0", optional = true}
-autogen-core = {version = ">=0.4.0", optional = true}
-crewai = {version = ">=0.157.0", optional = true}
-praisonai-tools = {version = ">=0.0.22", optional = true}
-chainlit = {version = "==2.5.5", optional = true}
-gradio = {version = ">=4.26.0", optional = true}
-flask = {version = ">=3.0.0", optional = true}
-agentops = {version = ">=0.3.12", optional = true}
-langchain-google-genai = {version = ">=2.1.0", optional = true}
-langchain-anthropic = {version = ">=0.3.0", optional = true}
-langchain-openai = {version = ">=0.2.1,<0.3.0", optional = true}
-langchain-cohere = {version = ">=0.3.0,<0.4.0", optional = true}
-litellm = {version = ">=1.72.6", optional = true}
-aiosqlite= {version = ">=0.20.0", optional = true}
-greenlet = {version = ">=3.0.3", optional = true}
-tavily-python = {version = "==0.5.0", optional=true}
-crawl4ai = {version = ">=0.7.0", optional = true}
-websockets = {version = ">=12.0", optional = true}
-plotly = {version = ">=5.24.0", optional = true}
-yfinance = {version = ">=0.2.44", optional = true}
-duckduckgo_search = {version = ">=6.3.0", optional = true}
-twilio = {version = ">=7.0.0", optional = true}
-fastapi = {version = ">=0.95.0", optional = true}
-uvicorn = {version = ">=0.20.0", optional = true}
-flaml = {version = ">=2.3.1", extras = ["automl"], optional = true}
-pyngrok = {version = ">=1.4.0", optional = true}
-sqlalchemy = {version = ">=2.0.36", optional = true}
-playwright = {version = ">=1.47.0", optional = true}
-openai = {version = ">=1.54.0", optional = true}
-pydantic = {version = "<=2.10.1", optional = true}
-# unsloth = {version = ">=2024.11.7", extras = ["colab-new"], optional = true}
-
-[tool.poetry.group.docs.dependencies]
-mkdocs = "*"
-markdown-include = "*"
-mkdocs-material = "*"
-mkdocs-jupyter = "*"
-mkdocs-glightbox = "*"
-pymdown-extensions = "*"
-Pygments = "*"
-mkdocstrings = "*"
-mkdocs-apidoc = "*"
-mkdocstrings-python = "*"
-pdoc3 = "*"
-
-[tool.poetry.group.test.dependencies]
-pytest = "8.2.2"
-pytest-asyncio = ">=0.26.0"
-pre-commit = "3.7.1"
-unittest-xml-reporting = "3.2.0"
-xmlrunner = "*"
-unittest2 = "*"
-
-[tool.poetry.group.dev.dependencies]
-pytest = "8.2.2"
-pytest-asyncio = ">=0.26.0"
-pre-commit = "3.7.1"
-unittest-xml-reporting = "3.2.0"
-mkdocs = "*"
-markdown-include = "*"
-mkdocs-material = "*"
-mkdocs-jupyter = "*"
-mkdocs-glightbox = "*"
-pymdown-extensions = "*"
-Pygments = "*"
-mkdocstrings = "*"
-mkdocs-apidoc = "*"
-mkdocstrings-python = "*"
-pdoc3 = "*"
-xmlrunner = "*"
-unittest2 = "*"
-chainlit = "==2.5.5"
-gradio = ">=4.26.0"
-flask = ">=3.0.0"
-agentops = ">=0.3.12"
-langchain-google-genai = ">=2.1.0"
-langchain-anthropic = ">=0.3.0"
-langchain-openai = ">=0.2.1,<0.3.0"
-langchain-cohere = ">=0.3.0,<0.4.0"
-litellm = ">=1.72.6"
-aiosqlite = ">=0.20.0"
-greenlet = ">=3.0.3"
-
 [build-system]
-requires = [
-    "poetry-core",
-    "setuptools>=42",
-]
-build-backend = "poetry.core.masonry.api"
+requires = ["setuptools>=64"]
+build-backend = "setuptools.build_meta"
 
+[tool.setuptools.dynamic]
+version = {attr = "praisonai.version.__version__"}
 
-[tool.poetry.scripts]
-praisonai = "praisonai.__main__:main"
-setup-conda-env = "setup.setup_conda_env:main"
-praisonai-call = "praisonai.api.call:main"
-
-[tool.poetry.extras]
-ui = [
-    "chainlit", 
-    "aiosqlite", 
-    "greenlet",
-    "sqlalchemy",
-    "pydantic"
-]
-gradio = ["gradio"]
-api = ["flask"]
-agentops = ["agentops"]
-google = ["langchain-google-genai"]
-openai = ["langchain-openai"]
-anthropic = ["langchain-anthropic"]
-cohere = ["langchain-cohere"]
-chat = [
-    "chainlit", 
-    "litellm", 
-    "aiosqlite", 
-    "greenlet", 
-    "tavily-python", 
-    "crawl4ai",
-    "sqlalchemy",
-    "playwright",
-    "rich",
-    "pydantic"
-]
-code = [
-    "chainlit", 
-    "litellm", 
-    "aiosqlite", 
-    "greenlet", 
-    "tavily-python", 
-    "crawl4ai",
-    "sqlalchemy",
-    "playwright",
-    "pydantic"
-]
-train = []
-realtime = [
-    "chainlit", 
-    "litellm", 
-    "aiosqlite", 
-    "greenlet", 
-    "tavily-python", 
-    "crawl4ai", 
-    "websockets", 
-    "plotly", 
-    "yfinance", 
-    "duckduckgo_search",
-    "sqlalchemy"
-]
-call = [
-    "twilio", 
-    "fastapi", 
-    "uvicorn", 
-    "websockets",
-    "flaml", 
-    "pyngrok", 
-    "rich",
-    "openai",
-]
-crewai = ["crewai", "praisonai-tools"]
-autogen = ["pyautogen", "praisonai-tools", "crewai"]
-autogen-v4 = ["autogen-agentchat", "autogen-ext", "autogen-core", "praisonai-tools", "crewai"]
-
-[tool.poetry-dynamic-versioning]
-enable = true
-vcs = "git"
-style = "semver"
-
-[tool.poetry.build]
-generate-setup-file = false
-script = "praisonai/setup/post_install.py"
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["praisonai*"]

src/praisonai/scripts/bump_version.py

@@ -0,0 +1,142 @@
+#!/usr/bin/env python3
+"""
+Version bump script for PraisonAI package.
+
+This script updates the version number in all required locations:
+- praisonai/version.py (single source of truth for Python package)
+- praisonai/deploy.py (Dockerfile template)
+- ../../docker/Dockerfile, Dockerfile.chat, Dockerfile.dev, Dockerfile.ui
+- praisonai.rb (Homebrew formula)
+
+Usage:
+    python src/praisonai/scripts/bump_version.py 2.2.96
+    
+Or with optional praisonaiagents version:
+    python src/praisonai/scripts/bump_version.py 2.2.96 --agents 0.0.167
+"""
+
+import re
+import sys
+import argparse
+from pathlib import Path
+
+
+def get_project_root() -> Path:
+    """Get the project root directory (praisonai-package)."""
+    # scripts/ -> src/praisonai/ -> src/ -> praisonai-package/
+    return Path(__file__).parent.parent.parent.parent
+
+
+def update_file(filepath: Path, patterns: list[tuple[str, str]]) -> bool:
+    """Update a file with the given regex patterns and replacements."""
+    if not filepath.exists():
+        print(f"  ⚠️  File not found: {filepath}")
+        return False
+    
+    content = filepath.read_text()
+    original = content
+    
+    for pattern, replacement in patterns:
+        content = re.sub(pattern, replacement, content)
+    
+    if content != original:
+        filepath.write_text(content)
+        print(f"  ✅ Updated: {filepath.relative_to(get_project_root())}")
+        return True
+    else:
+        print(f"  ⏭️  No changes: {filepath.relative_to(get_project_root())}")
+        return False
+
+
+def bump_version(new_version: str, agents_version: str | None = None):
+    """Bump version in all required files."""
+    root = get_project_root()
+    
+    print(f"\n🚀 Bumping PraisonAI version to {new_version}\n")
+    
+    praisonai_dir = root / "src/praisonai"
+    
+    # 1. Update version.py (single source of truth)
+    print("📦 Python Package:")
+    update_file(
+        praisonai_dir / "praisonai/version.py",
+        [(r'__version__ = "[^"]+"', f'__version__ = "{new_version}"')]
+    )
+    
+    # 2. Update deploy.py (Dockerfile template)
+    print("\n🐳 Deploy Script:")
+    update_file(
+        praisonai_dir / "praisonai/deploy.py",
+        [(r'praisonai==[0-9.]+', f'praisonai=={new_version}')]
+    )
+    
+    # 3. Update Dockerfiles
+    print("\n🐳 Dockerfiles:")
+    dockerfiles = [
+        "docker/Dockerfile",
+        "docker/Dockerfile.chat",
+        "docker/Dockerfile.dev",
+        "docker/Dockerfile.ui",
+    ]
+    for dockerfile in dockerfiles:
+        update_file(
+            root / dockerfile,
+            [(r'"praisonai>=[0-9.]+"', f'"praisonai>={new_version}"')]
+        )
+    
+    # 4. Update Homebrew formula
+    print("\n🍺 Homebrew Formula:")
+    update_file(
+        praisonai_dir / "praisonai.rb",
+        [(r'v[0-9]+\.[0-9]+\.[0-9]+', f'v{new_version}')]
+    )
+    
+    # 5. Update praisonaiagents dependency if specified
+    if agents_version:
+        print(f"\n📦 Updating praisonaiagents dependency to {agents_version}:")
+        update_file(
+            praisonai_dir / "pyproject.toml",
+            [(r'praisonaiagents>=[0-9.]+', f'praisonaiagents>={agents_version}')]
+        )
+    
+    print("\n✨ Version bump complete!")
+    print("\nNext steps:")
+    print("  1. Run: cd src/praisonai && uv lock")
+    print("  2. Run: cd src/praisonai && uv build")
+    print(f"  3. Commit changes: git add -A && git commit -m 'Bump version to {new_version}'")
+    print(f"  4. Tag release: git tag v{new_version}")
+    print("  5. Publish: cd src/praisonai && uv publish")
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Bump PraisonAI version in all required files"
+    )
+    parser.add_argument(
+        "version",
+        help="New version number (e.g., 2.2.96)"
+    )
+    parser.add_argument(
+        "--agents", "-a",
+        help="Optional: Update praisonaiagents dependency version (e.g., 0.0.167)",
+        default=None
+    )
+    
+    args = parser.parse_args()
+    
+    # Validate version format
+    if not re.match(r'^\d+\.\d+\.\d+$', args.version):
+        print(f"❌ Invalid version format: {args.version}")
+        print("   Expected format: X.Y.Z (e.g., 2.2.96)")
+        sys.exit(1)
+    
+    if args.agents and not re.match(r'^\d+\.\d+\.\d+$', args.agents):
+        print(f"❌ Invalid agents version format: {args.agents}")
+        print("   Expected format: X.Y.Z (e.g., 0.0.167)")
+        sys.exit(1)
+    
+    bump_version(args.version, args.agents)
+
+
+if __name__ == "__main__":
+    main()

src/praisonai/scripts/release.py

@@ -0,0 +1,102 @@
+#!/usr/bin/env python3
+"""
+Release script for PraisonAI package.
+
+Usage:
+    python src/praisonai/scripts/release.py
+
+This script:
+1. Reads version from praisonai/version.py
+2. Runs uv lock
+3. Runs uv build
+4. Commits changes
+5. Creates git tag
+6. Pushes to GitHub
+7. Creates GitHub release (latest)
+"""
+
+import subprocess
+import sys
+from pathlib import Path
+
+
+def get_project_root() -> Path:
+    """Get the project root directory (praisonai-package)."""
+    return Path(__file__).parent.parent.parent.parent
+
+
+def get_praisonai_dir() -> Path:
+    """Get the praisonai package directory."""
+    return get_project_root() / "src/praisonai"
+
+
+def get_version() -> str:
+    """Read version from version.py."""
+    version_file = get_praisonai_dir() / "praisonai/version.py"
+    content = version_file.read_text()
+    for line in content.splitlines():
+        if line.startswith("__version__"):
+            return line.split('"')[1]
+    raise ValueError("Could not find version in version.py")
+
+
+def run(cmd: list[str], cwd: Path | None = None, check: bool = True) -> subprocess.CompletedProcess:
+    """Run a command and print it."""
+    print(f"$ {' '.join(cmd)}")
+    result = subprocess.run(cmd, cwd=cwd, capture_output=True, text=True)
+    if result.stdout:
+        print(result.stdout)
+    if result.stderr:
+        print(result.stderr, file=sys.stderr)
+    if check and result.returncode != 0:
+        print(f"❌ Command failed with exit code {result.returncode}")
+        sys.exit(1)
+    return result
+
+
+def main():
+    root = get_project_root()
+    praisonai_dir = get_praisonai_dir()
+    version = get_version()
+    tag = f"v{version}"
+    
+    print(f"\n🚀 Releasing PraisonAI {tag}\n")
+    
+    # 1. uv lock
+    print("📦 Running uv lock...")
+    run(["uv", "lock"], cwd=praisonai_dir)
+    
+    # 2. uv build
+    print("\n🔨 Running uv build...")
+    run(["uv", "build"], cwd=praisonai_dir)
+    
+    # 3. Git add and commit
+    print("\n📝 Committing changes...")
+    run(["git", "add", "-A"], cwd=root)
+    run(["git", "commit", "-m", f"Release {tag}"], cwd=root, check=False)
+    
+    # 4. Create git tag
+    print(f"\n🏷️  Creating tag {tag}...")
+    run(["git", "tag", "-f", tag], cwd=root)
+    
+    # 5. Push to GitHub
+    print("\n⬆️  Pushing to GitHub...")
+    run(["git", "push"], cwd=root)
+    run(["git", "push", "--tags", "-f"], cwd=root)
+    
+    # 6. Create GitHub release
+    print(f"\n🎉 Creating GitHub release {tag}...")
+    run([
+        "gh", "release", "create", tag,
+        "--title", f"PraisonAI {tag}",
+        "--notes", f"Release {tag}",
+        "--latest"
+    ], cwd=root)
+    
+    print(f"\n✅ Released PraisonAI {tag}")
+    print("\nNext step:")
+    print("  cd src/praisonai && uv publish")
+
+
+if __name__ == "__main__":
+    main()

src/praisonai/uv.lock

@@ -4044,7 +4044,6 @@ wheels = [
 
 [[package]]
 name = "praisonai"
-version = "2.2.94"
 source = { editable = "." }
 dependencies = [
     { name = "instructor" },