Free AI Tools for MCP Server

Zero-config, single-binary software catalog with auto-discovery, dependency visualization, compliance scorecards, and native MCP integration for AI agents.

amdb turns your codebase into AI context entirely on your machine with a single-binary MCP server for AST parsing, call graphs, and local embeddings.

Self-hosted MCP knowledge server that makes any AI fluent in your company data with read-only queries and evolving context.

Kit for AI provides persistent memory and document conversion for AI agents via MCP and REST, enabling agents to remember, search, and cite knowledge from any file or URL.

MCP server for SharkClean / SharkNinja robot vacuums that enables agentic control via any MCP client: start cleanings, clean rooms, dock, and check status in plain language.

A service-boundary-aware coordination architecture for heterogeneous LLM code agents with versioned document store, pub-sub notifications, and diff-aware updates.

Agentcad is an open-source MCP server and CLI that enables AI coding agents to design, render, and export CAD output directly from their coding environment.

Zero-config, single-binary software catalog with auto-discovery, dependency visualization, compliance scorecards, and native MCP integration for AI agents.

amdb turns your codebase into AI context entirely on your machine with a single-binary MCP server for AST parsing, call graphs, and local embeddings.

Self-hosted MCP knowledge server that makes any AI fluent in your company data with read-only queries and evolving context.

Kit for AI provides persistent memory and document conversion for AI agents via MCP and REST, enabling agents to remember, search, and cite knowledge from any file or URL.

Fudge is an AI-powered design inspiration tool that lets your AI study real websites to make better design decisions.

MCP server for SharkClean / SharkNinja robot vacuums that enables agentic control via any MCP client: start cleanings, clean rooms, dock, and check status in plain language.

A service-boundary-aware coordination architecture for heterogeneous LLM code agents with versioned document store, pub-sub notifications, and diff-aware updates.

Agentcad is an open-source MCP server and CLI that enables AI coding agents to design, render, and export CAD output directly from their coding environment.