tool-disco

tool-disco

A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool composition and proxy testing.

Category
Visit Server

README

tool-disco

TypeScript MCP License

A tool discovery-oriented MCP (Model Context Protocol) server that matches tools to natural language goals. It integrates with Azure DevOps to discover tools documented in wikis and uses code-graph-rag for code analysis.

Features

  • Natural Language Tool Discovery: Describe what you want to accomplish, and tool-disco finds matching tools
  • Azure DevOps Integration: Scans organization wikis for tool documentation with front matter metadata
  • Code Graph Integration: Ingests repositories via code-graph-rag-mcp for code analysis
  • Tool Composition: Automatically generates multi-tool workflows
  • Proxy Testing: Tests tool candidates using lightweight proxies, scripts, and simple models

Installation

npm install
npm run build

Usage

As an MCP Server

Add to your MCP client configuration:

{
  "mcpServers": {
    "tool-disco": {
      "command": "node",
      "args": ["/path/to/tool-disco/dist/index.js"]
    }
  }
}

Available Tools

discover_tools

Discover tools matching a natural language goal.

{
  "goal": "I need to process CSV files and generate reports",
  "context": "Working with sales data",
  "constraints": ["Must handle large files", "Output as PDF"]
}

scan_azure_devops

Scan an Azure DevOps organization for repositories with wikis and extract tool metadata.

{
  "organization": "https://dev.azure.com/myorg",
  "pat": "your-personal-access-token",
  "project": "optional-project-name"
}

ingest_repo

Ingest a repository into the code graph for tool discovery.

{
  "repoUrl": "https://github.com/org/repo",
  "repoName": "my-repo"
}

test_composition

Test a tool composition against the discovery goal.

{
  "compositionId": "composed-tool1-tool2",
  "inputs": { "file": "data.csv" }
}

list_candidates

List all registered tool candidates.

get_discovery_stats

Get statistics about discovered tools and ingested repositories.

Wiki Front Matter Format

Document tools in Azure DevOps wikis using YAML front matter:

---
toolName: data_processor
description: Processes data files and extracts insights
tags: data,processing,etl
timeout: 5000
implementation: scripts/processor.js
inputs:
  file:
    type: string
    description: Path to the input file
---

# Data Processor

Documentation for the data processor tool...

Architecture

   graph TB
       subgraph "Tool Disco MCP Server"
           ADO[Azure DevOps Integration]
           CG[Code Graph Integration]
           TD[Tool Discovery]
           PT[Proxy Tester]
           ADO --> TD
           CG --> TD
           TD --> PT
       end

Development

# Install dependencies
npm install

# Build
npm run build

# Run tests
npm test

# Type check
npm run lint

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured