MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
PAMPA
★ 29An MCP server for intelligent semantic search and automatic learning within codebases, allowing AI agents to efficiently query and index project artifacts.
AI Sessions
★ 28Searching and access your AI coding sessions from Claude Code, Gemini CLI, opencode, and OpenAI Codex.
ken
★ 24Fast hybrid code search for agents - it's pure Go, single static binary, 5 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker, with the retrieval algorithm ported verbatim from semble
GrowthBook
★ 22Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.
MCP360 Universal Gateway
★ 21Unified MCP gateway that gives AI agents access to 100+ tools, marketplace MCPs, and custom MCP servers through simple search and execute workflows.
BioMCP
★ 18Enhances large language models with protein structure analysis capabilities, including active site analysis and disease-protein searches, by connecting to the RCSB Protein Data Bank.
CodeSeeker
★ 18Graph-powered code intelligence MCP server with semantic search, knowledge graph, and dependency analysis for Claude Code, Cursor, and Copilot.
CIE - Code Intelligence Engine
★ 17Local code analysis MCP server with 25+ tools: semantic search, call graph tracing, dependency analysis, and symbol navigation. Built with Tree-sitter and CozoDB. Supports Go, Python, JS, TS.
ts-morph Refactoring Tools
★ 16Refactor TypeScript and JavaScript codebases using ts-morph. Supports renaming symbols and files, moving symbols, and searching for references.
RTFM
★ 16Open-source multi-domain retrieval layer for AI agents — FTS5 + semantic search, 10 parsers, knowledge graph, Obsidian integration, MCP native.
context-mem
★ 16Context optimization for AI coding assistants — 99% token savings via 14 content-aware summarizers, 3-layer search, and progressive disclosure. No LLM dependency.
Crates MCP Server
★ 14Query Rust crates from crates.io and docs.rs. Search for crates, get info, versions, dependencies, and documentation.
seite
★ 12AI-native static site generator with built-in MCP server. Build sites, create content, apply themes, search docs, and deploy via Claude Code or any MCP client.
Node.js API Docs
★ 11An MCP server for accessing and searching Node.js API documentation.
mcp-of-mcps
★ 10MCP of MCPs is a meta-server that merges all your MCP servers into a single smart endpoint. It gives AI agents instant tool discovery, selective schema loading, and massively cheaper execution, so you stop wasting tokens and time. With persistent tool metadata, semantic search, and direct code execution between tools, it turns chaotic multi-server setups into a fast, efficient, hallucination-free workflow. It also automatically analyzes the tools output schemas if not exist and preserves them across sessions for consistent behavior.
MCP Documentation Server
★ 10An AI-powered documentation server for code improvement and management, with Claude and Brave Search integration.
codeix
★ 9Fast semantic code search for AI agents — find symbols, references, and callers across any codebase. Pre-built index committed to git, instant queries via MCP.
Bloomfilter
★ 9Let AI agents search, register, and manage domains via API
CodeSeeker
★ 9Advanced code search and transformation powered by ugrep and ast-grep for modern development workflows.
OriginUI MCP Server
★ 6Search and install OriginUI components, with details fetched dynamically from the OriginUI JSON registry.
refactor-mcp
★ 6Refactor code using regex-based search and replace.
Opentrons
★ 6Control Opentrons robots, manage protocols, and search API documentation.
Hex MCP
★ 5A server for listing, searching, running, and managing Hex projects.
SkyDeckAI Code
★ 4A comprehensive toolkit for AI-driven development, offering file system operations, code analysis, execution, web searching, and system information retrieval.
R.A.P.I.D.
★ 4A local MCP server providing powerful code analysis and search capabilities for software projects.
GemForge (Gemini Tools)
★ 4Integrates Google's Gemini for advanced codebase analysis, web search, and processing of text, PDFs, and images.
Micronaut Fun
★ 4It exposes Micronaut framework documentation and guides as MCP resources, it offers tools to search the docs and prompts to help you write tests and perform tasks in an idiomatic way
OpenGrok
★ 4OpenGrok MCP Server is a native Model Context Protocol (MCP) VS Code extension that seamlessly bridges the gap between your organization's OpenGrok indices and GitHub Copilot Chat. It arms your AI assistant with the deep, instantaneous repository context required to traverse, understand, and search massive codebases using only natural language.
Local Logs MCP Server
★ 4MCP for monitoring local application logs with real-time tailing, error tracking, and log search capabilities.
Fossick
★ 3Search all of GitHub from your AI agent — find libraries, drill into repos, find code patterns.