"semantic code search" matching MCP servers:

• semantic-code-mcp

  vrppaul

  F

  license

  A

  quality

  C

  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

• Seroost Search MCP Server

  Parado-xy

  F

  license

  A

  quality

  C

  maintenance

  Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.

  Last updated 2025-09-15

  3

  9

  7

• Enterprise Code Search MCP

  damian-pramparo

  A

  license

  A

  quality

  C

  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

• Semantic Search MCP Server

  mix0z

  F

  license

  D

  quality

  C

  maintenance

  Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.

  Last updated 2025-12-09

  1

• cowork-semantic-search

  ZhuBit

  A

  license

  -

  quality

  B

  maintenance

  Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.

  Last updated 2026-03-24

  28

  AGPL 3.0

• Hugging Face Hub Semantic

  davanstrien

  A

  license

  -

  quality

  C

  maintenance

  An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.

  Last updated 2025-06-09

  20

  MIT

• Semantic Search MCP

  bborbe

  A

  license

  -

  quality

  C

  maintenance

  Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.

  Last updated 2026-05-09

  1

  BSD 2-Clause "Simplified"

• Personal Semantic Search MCP

  Ethan2298

  F

  license

  -

  quality

  C

  maintenance

  Enables semantic search over local notes and documents using natural language queries. Supports multiple file types (Markdown, Python, HTML, JSON, CSV, text) with fast local embeddings and persistent ChromaDB vector storage.

  Last updated 2025-12-14

  1

• Elasticsearch Semantic Search

  jedrazb

  F

  license

  -

  quality

  C

  maintenance

  A Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.

  Last updated 2025-03-11

  3

• Code Search MCP

  LLMTooling

  F

  license

  -

  quality

  B

  maintenance

  Enables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.

  Last updated 2026-01-21

  3

• Semantic Cache MCP

  CoderDayton

  A

  license

  A

  quality

  B

  maintenance

  Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.

  Last updated 2026-05-06

  13

  1

  MIT

• Heventure Search MCP

  HughesCuit

  A

  license

  A

  quality

  A

  maintenance

  Enables web search without API keys using DuckDuckGo and Bing search engines, and retrieves webpage content. Supports multiple search engines simultaneously with privacy protection and asynchronous processing.

  Last updated 2026-05-13

  12

  2

  3

  MIT

• mcp-brave-search

  w-jeon

  A

  license

  A

  quality

  D

  maintenance

  brave search

  Last updated 2025-03-12

  2

  24,941

  MIT

• Brave Search MCP

  mikechao

  A

  license

  A

  quality

  B

  maintenance

  Brave Search MCP

  Last updated 2026-03-30

  5

  320

  116

  GPL 3.0

• Code Search MCP Server

  raintear94

  A

  license

  A

  quality

  C

  maintenance

  High-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.

  Last updated 2025-12-30

  3

  11

  MIT

• Semantic Scholar MCP Server

  smaniches

  A

  license

  A

  quality

  B

  maintenance

  Provides direct access to 200M+ academic papers from Semantic Scholar, enabling paper search with advanced filters, author discovery, citation analysis, and AI-powered paper recommendations through natural language.

  Last updated 2026-05-12

  14

  2

  MIT

• MCP Server Code Execution Mode

  elusznik

  A

  license

  A

  quality

  C

  maintenance

  Executes Python code in isolated rootless containers while proxying MCP server tools, reducing context overhead by 95%+ and enabling complex multi-tool workflows through sandboxed code execution.

  Last updated 2025-12-05

  1

  331

  GPL 3.0

• MCP Code Sanitizer

  notasandy

  A

  license

  A

  quality

  B

  maintenance

  Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and security issues in your code. Supports analyze, compare versions, explain code, generate tests, and HTML reports.

  Last updated 2026-05-13

  7

  1

  MIT

• MCP Web Search Tool

  gabrimatic

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that provides real-time web search capabilities to AI assistants through pluggable search providers, currently integrated with the Brave Search API.

  Last updated 2026-05-09

  1

  14

  MIT

• code-index-mcp

  johnhuang316

  A

  license

  A

  quality

  B

  maintenance

  A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup

  Last updated 2026-05-05

  8

  14

  932

  MIT