"nf-core" matching MCP servers:

• semantic-code-mcp

  vrppaul

  F

  license

  A

  quality

  D

  maintenance

  A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.

  Last updated 2026-03-08

  3

  2
• 

  Chroma MCP Serverofficial

  chroma-core

  A

  license

  A

  quality

  D

  maintenance

  A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.

  Last updated 2025-09-17

  13

  572

  Apache 2.0

• Enterprise Code Search MCP

  damian-pramparo

  A

  license

  A

  quality

  D

  maintenance

  Enables semantic code search across local projects and Git repositories using AI embeddings with ChromaDB. Supports both OpenAI and local Ollama models for private, enterprise-ready code analysis and similar code discovery.

  Last updated 2025-09-17

  4

  4

  MIT

• AWS MCP Server

  Havoc24k

  A

  license

  B

  quality

  D

  maintenance

  Enables Claude to interact with core AWS services like S3, EC2, RDS, and CloudWatch, along with a generic SDK wrapper for any AWS operation. It also supports cost monitoring and optional vector store capabilities for document ingestion and search.

  Last updated 2025-11-25

  10

  3

  The Unlicense
• 

  Arda Vector Database MCPofficial

  ardaglobal

  F

  license

  -

  quality

  D

  maintenance

  Enables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached retrieval.

  Last updated 2026-01-14

  1

• Lore DB MCP Server

  andreehultgren

  A

  license

  -

  quality

  D

  maintenance

  Provides tools for semantic search, CRUD, verification, and reindexing of documents in a local vector-based knowledge base, usable via HTTP or stdio.

  Last updated 2026-03-10

  MIT

• code-context

  jieyefriic

  A

  license

  -

  quality

  D

  maintenance

  Enables AI coding assistants to automatically scan, store, and query API endpoints from codebases, providing instant lookup and semantic search to reduce context switching and token consumption.

  Last updated 2025-11-25

  1

  MIT

• milvus-sdk-code-helper

  Shawnzheng011019

  A

  license

  -

  quality

  D

  maintenance

  An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.

  Last updated 2025-08-11

  2

  MIT

• tigergraph-mcp

  devanshu-tg

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to interact with TigerGraph databases through the Model Context Protocol, supporting graph operations, schema queries, and GSQL execution via natural language.

  Last updated 2026-06-26

  Apache 2.0

• 1C Code Search MCP

  rsyuzyov

  A

  license

  -

  quality

  F

  maintenance

  Enables semantic search through 1C codebase exports using local CPU-based RAG with sentence transformers and FAISS indexing. Supports fast XML file indexing and retrieval of 1C code with metadata parsing.

  Last updated 2025-12-28

  11

  MIT

• Code Context MCP Server

  fkesheh

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.

  Last updated 2025-11-13

  25

  MIT

• CocoIndex Code MCP Server

  aanno

  F

  license

  -

  quality

  B

  maintenance

  A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector similarity and keyword metadata search for code retrieval.

  Last updated 2026-04-14

  41

• MCP-Mem0

  Baatarvant

  -

  license

  -

  quality

  -

  maintenance

  Provides AI agents with persistent long-term memory capabilities using semantic search. Enables storing, retrieving, and searching memories through three core tools integrated with Mem0 and vector storage.

  Last updated 2025-09-17

• code-context-mcp

  Bek85

  F

  license

  -

  quality

  D

  maintenance

  Multi-provider embedding MCP server with local Milvus for semantic code search. Works with Claude Code, Cursor, Windsurf, and other MCP-compatible IDEs.

  Last updated 2025-12-17

• code-vector-sync

  Abernaughty

  F

  license

  -

  quality

  D

  maintenance

  Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.

  Last updated 2026-03-13

• Workspace Code Search MCP

  LuotoCompany

  F

  license

  -

  quality

  F

  maintenance

  A Python-based local indexing server that creates semantic search capabilities for codebases using ChromaDB, allowing Cursor IDE to perform vector searches on your code without sending data to external services.

  Last updated 2025-03-20

  34

• Qdrant Sync MCP Server

  No-Smoke

  F

  license

  -

  quality

  -

  maintenance

  Enables bidirectional synchronization of vector database collections between local and remote Qdrant instances with tools for comparison, dry-run previews, and sync operations in both directions.

  Last updated 2025-12-04

• MCP Code Indexer

  zxfgds

  F

  license

  -

  quality

  D

  maintenance

  A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.

  Last updated 2025-03-04

  35