magictunnel  by MagicBeansAI

Intelligent tool discovery and execution agent

Created 6 months ago
251 stars

Top 99.8% on SourcePulse

GitHubView on GitHub
Project Summary

Summary

MagicTunnel addresses the complexity of managing and selecting from numerous tools within MCP (Multi-Tool Calling Protocol) clients. It provides a single, intelligent interface that analyzes natural language requests to automatically discover, parameterize, and execute the most appropriate tool, significantly simplifying user interaction and improving efficiency for developers and end-users alike.

How It Works

The core innovation lies in its "smart discovery" engine, which interprets natural language prompts to identify the correct tool from a registry. This can operate via rule-based logic or leverage LLM-based approaches, optionally enhanced by local semantic search using Ollama and embedding models for faster, more accurate local discovery. It acts as a proxy, abstracting away the need for users to know specific tool names or complex argument structures.

Quick Start & Requirements

Installation involves cloning the repository and using make commands. A recommended setup includes building with semantic search support (make build-release-semantic), pre-generating embeddings (make pregenerate-embeddings-ollama), and running the supervisor (./magictunnel-supervisor) to access a web dashboard at http://localhost:5173/dashboard. Prerequisites include Git and Make; Ollama and an embedding model (e.g., nomic-embed-text) are optional but recommended for local semantic search. Detailed setup guides and API generation documentation are available.

Highlighted Details

  • AI-powered Smart Discovery for natural language tool selection.
  • Comprehensive Web Dashboard for real-time monitoring, tool management, configuration, and testing.
  • Supervisor Architecture ensures process management with automatic restarts and health monitoring.
  • MCP Compatible, designed to work with various LLM clients like Claude and GPT-4.
  • Protocol Gateway supports HTTP, SSE, and WebSocket translation for network MCP services.
  • Automated tool generation from OpenAPI/Swagger, gRPC, and GraphQL API specifications.

Maintenance & Community

The provided README does not contain specific details regarding notable contributors, sponsorships, community channels (e.g., Discord, Slack), or a public roadmap.

Licensing & Compatibility

The project is released under the permissive MIT License. This license generally allows for commercial use and integration into closed-source projects without significant restrictions.

Limitations & Caveats

The system's effectiveness is tied to the quality of tool descriptions and the underlying discovery mechanism. While Ollama integration enhances local search, it introduces an external dependency and setup complexity. The README uses a placeholder URL (https://github.com/your-org/magictunnel.git) for the repository, which requires correction to the actual MagicBeansAI/magictunnel location.

Health Check
Last Commit

4 months ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
0
Star History
10 stars in the last 30 days

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