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code context engine

A local MCP server for AI coding agents. AST-aware indexing, semantic search, and automatic compression. Your agent stops re-reading your entire codebase every…

GitHits

GitHits MCP gives AI agents access to open-source code search, package docs, real-world examples, dependency metadata, changelogs, and vulnerability context…

ShopBot AI

AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.

memory-v2

Brain-inspired persistent memory MCP server with hybrid BM25+vector search, ACT-R activation scoring, FadeMem decay, and knowledge graphs — 17 tools, fully…

bulhufas

MCP server that ingests project docs once and lets Claude search by meaning instead of reading everything — saving tokens on large codebases

Contextful

Highly efficient context management for agentic AI: MCP code search, evidence packs, graph context, and memory for large projects.

claude-memory-fts

Long-term memory mcp server with sqlite fts5 full-text search, bm25 ranking, and access tracking. zero config via npx.com

Lots of Sounds

Hosted MCP server to search, preview, and download thousands of royalty-free (CC0) sound effects from any AI assistant.

Context7 HTTP

An MCP server for the Context7 project, providing HTTP streaming and search endpoints for library information without local installation.

knowledge-rag

Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12…

Maguyva

Code intelligence for coding agents: semantic, AST, graph, and full-text search, symbol lookup, dependency analysis, and one-call task context across 279+…

Micronaut Fun

It 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…

Nimrod

Web research for Claude over MCP: quality-scored Google search, clean extraction, deep research. Hosted connector for claude.ai/Desktop/Code + Nimrod Desktop…