MCP servers by MakFly

MakFly publishes 3 live MCP servers on GitHub. Listed by trust score; the score reflects each repository's own health, security checks, and documentation.

live servers

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Needle

MakFly

Find any file on your machine instantly — a whole-machine, sub-millisecond file-search MCP for AI agents (NTFS MFT + USN, Windows)

★ 2updated a month ago

Ctx

MakFly

Local-first codebase search and MCP context packs for coding agents — SQLite FTS5, tree-sitter symbol graphs, and reusable briefings.

★ 2updated 14 hours ago

Langchain Poc

MakFly

LangChain is a measured modern RAG and tool agent built with LangGraph, FastAPI, pgvector, React and assistant-ui. Hybrid retrieval, reranking, calibrated abstention, ACLs, dynami…