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6307cdecae
* feat(mcp): Support MCP sessions to source available tools Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * chore: docs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * add e2e test Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * docs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Update README Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Style cleanup Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
153 lines
4.8 KiB
Go
153 lines
4.8 KiB
Go
package cogito_test
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import (
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"context"
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"encoding/json"
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"errors"
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"os/exec"
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"github.com/modelcontextprotocol/go-sdk/mcp"
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. "github.com/mudler/cogito"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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"github.com/sashabaranov/go-openai"
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"github.com/sashabaranov/go-openai/jsonschema"
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)
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type SearchTool struct {
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searchedQuery string
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results []string
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status *ToolStatus
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}
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func (s *SearchTool) Status() *ToolStatus {
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if s.status == nil {
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s.status = &ToolStatus{}
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}
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return s.status
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}
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func (s *SearchTool) Run(args map[string]any) (string, error) {
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q, ok := args["query"].(string)
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if !ok {
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return "", nil
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}
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s.searchedQuery = q
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// Mocked search result
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searchResult := struct {
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Results []string `json:"results"`
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}{
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Results: []string{
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"Today, prime minister of UK declared war to Italy",
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"Italy is about to prepare to war against UK",
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"Skynet has launched, and after 1 year we are assisting already at first glimpse of rebellion",
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"AI is taking over humanity, humanity is loosing faith",
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"Humanity is trying to find refuge over other planets after AI war I",
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},
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}
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if len(s.results) > 0 {
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searchResult.Results = s.results
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}
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b, err := json.Marshal(searchResult)
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if err != nil {
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return "", err
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}
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return string(b), nil
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}
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func (s *SearchTool) Tool() openai.Tool {
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return openai.Tool{
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Type: openai.ToolTypeFunction,
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Function: &openai.FunctionDefinition{
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Name: "search",
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Description: "A search engine to find information about a topic",
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Parameters: jsonschema.Definition{
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Type: jsonschema.Object,
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Properties: map[string]jsonschema.Definition{
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"query": {
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Type: jsonschema.String,
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Description: "The query to search for",
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},
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},
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Required: []string{"query"},
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},
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},
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}
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}
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var _ = Describe("Tool execution", Label("e2e"), func() {
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Context("Using user-defined tools", func() {
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It("does not use tools if not really needed", func() {
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defaultLLM := NewOpenAILLM(defaultModel, "", apiEndpoint)
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conv := NewEmptyFragment().AddMessage("user", "Hi! All you are good?")
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searchTool := &SearchTool{}
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f, err := ExecuteTools(defaultLLM, conv, EnableToolReasoner, WithTools(
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searchTool,
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))
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Expect(err).To(HaveOccurred())
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Expect(errors.Is(err, ErrNoToolSelected)).To(BeTrue())
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Expect(f.Status.Iterations).To(Equal(0))
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Expect(f.Status.ToolsCalled).To(HaveLen(0))
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Expect(searchTool.searchedQuery).To(BeEmpty())
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newConv, err := defaultLLM.Ask(context.TODO(), conv)
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Expect(err).ToNot(HaveOccurred())
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Expect(newConv.Messages[len(newConv.Messages)-1].Role).To(Equal("assistant"))
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Expect(newConv.Messages[len(newConv.Messages)-1].Content).To(ContainSubstring("good"))
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})
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It("is able to select the search tool to get more informations about latest news, and return a summary with ToolReasoner enabled", func() {
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defaultLLM := NewOpenAILLM(defaultModel, "", apiEndpoint)
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conv := NewEmptyFragment().AddMessage("user", "What are the latest news today?")
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searchTool := &SearchTool{}
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f, err := ExecuteTools(defaultLLM, conv, EnableToolReasoner, WithTools(
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searchTool,
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))
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Expect(err).ToNot(HaveOccurred())
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Expect(f.Status.Iterations).To(Equal(1))
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Expect(f.Status.ToolsCalled).To(HaveLen(1))
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Expect(f.Status.ToolsCalled[0].Tool().Function.Name).To(Equal("search"))
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Expect(searchTool.searchedQuery).ToNot(BeEmpty())
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})
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It("is able to select the search tool to get more informations about latest news, and return a summary", func() {
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defaultLLM := NewOpenAILLM(defaultModel, "", apiEndpoint)
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conv := NewEmptyFragment().AddMessage("user", "What are the latest news today?")
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searchTool := &SearchTool{}
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f, err := ExecuteTools(defaultLLM, conv, WithTools(searchTool))
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Expect(err).ToNot(HaveOccurred())
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Expect(f.Status.Iterations).To(Equal(1))
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Expect(f.Status.ToolsCalled).To(HaveLen(1))
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Expect(f.Status.ToolsCalled[0].Tool().Function.Name).To(Equal("search"))
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Expect(searchTool.searchedQuery).ToNot(BeEmpty())
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})
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It("uses tools from MCP servers", func() {
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defaultLLM := NewOpenAILLM(defaultModel, "", apiEndpoint)
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conv := NewEmptyFragment().AddMessage("user", "What's the weather in san francisco?")
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command := exec.Command("docker", "run", "-i", "--rm",
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"ghcr.io/mudler/mcps/weather:master")
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transport := &mcp.CommandTransport{
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Command: command,
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}
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// Create a new client, with no features.
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client := mcp.NewClient(&mcp.Implementation{Name: "test", Version: "v1.0.0"}, nil)
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mcpSession, err := client.Connect(context.Background(), transport, nil)
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Expect(err).ToNot(HaveOccurred())
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f, err := ExecuteTools(defaultLLM, conv, WithMCPs(mcpSession))
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Expect(err).ToNot(HaveOccurred())
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Expect(f.Status.Iterations).To(Equal(1))
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Expect(f.Status.ToolsCalled).To(HaveLen(1))
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Expect(f.Status.ToolsCalled[0].Tool().Function.Name).To(Equal("get_weather"))
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})
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})
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})
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