"A search for biomedical articles" matching MCP servers:

• Seroost Search MCP Server

  Parado-xy

  F

  license

  A

  quality

  D

  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

  10

  7

• Semantic Search MCP Server

  mix0z

  F

  license

  D

  quality

  D

  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

• MCP as a Judge

  OtherVibes

  A

  license

  -

  quality

  C

  maintenance

  A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.

  Last updated 2025-12-15

  17

  MIT

• Search Tools MCP Server

  voxmenthe

  A

  license

  -

  quality

  D

  maintenance

  Enables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.

  Last updated 2025-10-12

  32

  Apache 2.0

• semantic-search-mcp

  Zulaxy

  A

  license

  -

  quality

  B

  maintenance

  Enables AI coding agents to perform semantic code search locally, finding code by meaning rather than exact keywords.

  Last updated 2026-07-02

  2

  MIT

• semantic-search-mcp

  adam-hanna

  A

  license

  -

  quality

  D

  maintenance

  Provides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects .gitignore.

  Last updated 2025-12-30

  5

  MIT

• code-search

  amolchanov

  A

  license

  -

  quality

  D

  maintenance

  Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.

  Last updated 2026-02-02

  MIT

• code-search

  RaziStuff

  A

  license

  -

  quality

  B

  maintenance

  Semantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.

  Last updated 2026-06-29

  12

  MIT
• 

  Semantic Code Search MCPofficial

  elastic

  F

  license

  -

  quality

  D

  maintenance

  Provides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.

  Last updated 2026-07-18

  12

• Qdrant Search MCP

  webtoolbox

  A

  license

  -

  quality

  C

  maintenance

  An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed codebases.

  Last updated 2026-06-30

  MIT

• RAG Code Search Agent

  pratishank05

  A

  license

  -

  quality

  C

  maintenance

  Enables natural language search over indexed codebases with source citations and incremental indexing.

  Last updated 2026-07-07

  MIT

• Semantica Search MCP

  minhhua-EH

  F

  license

  -

  quality

  F

  maintenance

  Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings.

  Last updated 2026-02-10

  1

• Code Search MCP

  LLMTooling

  F

  license

  -

  quality

  D

  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

  4

• mcp-vector-search

  bobmatnyc

  F

  license

  -

  quality

  B

  maintenance

  A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.

  Last updated 2026-05-21

  51

• cursor-search-mcp

  philipk19238

  F

  license

  -

  quality

  D

  maintenance

  Exposes Cursor's semantic code search through MCP, enabling tools like codebase_search to query indexed repos.

  Last updated 2025-12-29

  1

• Code Search MCP

  YamadaYoukai

  F

  license

  A

  quality

  B

  maintenance

  Provides a code search service via MCP, allowing AI clients to perform fast, indexed searches across large codebases using Zoekt, with support for filters like repository, language, and path.

  Last updated 2026-07-16

  2
• 

  Reflexofficial

  reflex-search

  A

  license

  A

  quality

  A

  maintenance

  Instant, code-aware local search engine

  Last updated 2026-07-06

  17

  67

  MIT

• Pharaoh - Your AI breaks

  Pharaoh-so

  A

  license

  A

  quality

  D

  maintenance

  AI reads your codebase like a book - one page at a time. Pharaoh gives it the index and a map of how every chapter connects.

  Last updated 2026-03-26

  21

  2

  MIT

• File Search MCP

  elad12390

  A

  license

  A

  quality

  C

  maintenance

  Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.

  Last updated 2026-05-26

  4

  9

  2

  MIT

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0