Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

Save 30% token costs when using Claude Code, Codex, OpenCode for free - with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.

MCP server for Atlassian tools (Confluence, Jira)

Payload CMS MCP Server

An MCP server for loading skills (shim for non-claude clients).

The filesystem for AI agents

Model Context Protocol For R

👩‍💻 MCP server to index external repositories

k6 MCP server

MCP server, CLI, and agent skills for Pipefy.

mcp server for gitingest

Fabric MCP Server: Seamlessly integrate Fabric AI capabilities into MCP-enabled tools like IDEs and chat interfaces.

PDF MCP server with image rendering capabilities. Useful for automatically searching datasheets, manuals, etc...

Expose llms-txt to IDEs for development

MCP server for generating beautiful code screenshots directly from Claude

A linguistic linter for Traditional Chinese (zh-TW)

MCP server for agents to explore rust docs, analyze source code, and build with confidence

A powerful OCR extension with area selection tool and more

An MCP server implementation enabling LLMs to work with new APIs and frameworks

A mcp server provide infomation from pkg.go.dev. For all golang programmers

Your own search engine

An official Qdrant Model Context Protocol (MCP) server implementation

Spec-Driven Development MCP Server, not just Vibe Coding