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A powerful toolkit for coding, providing semantic retrieval and editing capabilities.
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Developer tools Official MCP Registry · GitHub MCP Registry · PyPI Local MIT
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Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking
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Search and retrieval (RAG) npm Local 43k a week MIT
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Reasoning-based RAG system for chatting with long PDFs. Supports local and online files.
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Files and storage Official MCP Registry Local
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Easy-to-setup local RAG server with minimal configuration
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Search and retrieval (RAG) Official MCP Registry · npm Local 2.1k a week MIT
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MindQL queries, hybrid search, and a thought graph - read/write memory for AI agents.
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Memory and context Official MCP Registry · PyPI Local MIT
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Ragmetric io.github.MukundaKatta/ragmetric-mcp RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.
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Search and retrieval (RAG) Official MCP Registry · npm Local MIT-OR-APACHE-2.0
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Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
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Memory and context Official MCP Registry · PyPI Local MIT
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Distillery io.github.norrietaylor/distillery-mcp Knowledge base for Claude Code with semantic search, feed intelligence, and teams
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Docs and knowledge bases Official MCP Registry · PyPI Local Remote APACHE-2.0
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MCPProxy io.github.smart-mcp-proxy/mcpproxy-go Local-first MCP proxy with BM25 tool discovery, security scanning, quarantine & ~99% token savings
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Model and agent tools Official MCP Registry · Go modules MIT
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Docdex io.github.bekirdag/docdex Fast per-repo documentation indexer and full-text search MCP server for codebases.
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Developer tools Official MCP Registry · npm Remote 565 a week MIT
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MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
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Developer tools Official MCP Registry · npm Local 1.8k a week AGPL-3.0-ONLY
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Sverklo io.github.sverklo/sverklo Local-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory.
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Developer tools Official MCP Registry · npm Local 111 a week MIT
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Code intelligence for coding agents: semantic, AST, graph, and full-text search. 279+ languages.
100% up · 30 days
Developer tools Official MCP Registry · npm Remote MIT
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MCP server for Forge, Voxell's embedding API. Voxell's Ingot-8B-R3 ranks #1 for English on MTEB.
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Search and retrieval (RAG) Official MCP Registry · npm Local MIT
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Openai io.github.AceDataCloud/mcp-openai MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud
100% up · 30 days
Model and agent tools Official MCP Registry · PyPI Local Remote MIT
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Local decisions, evidence, outcomes and reviewed lessons with bounded retrieval and an HTML viewer.
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Memory and context Official MCP Registry · PyPI Local MIT
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Knolo io.github.HiveForensics-AI/knolo Verified, local-first retrieval over pinned Knolo Knowledge Images.
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Design and media Official MCP Registry · npm Local APACHE-2.0
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Local-first MCP memory server for persistent LLM knowledge with BM25 retrieval.
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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Marm io.github.Lyellr88/marm-mcp-server Universal MCP Server with advanced AI memory capabilities and semantic search.
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Memory and context Official MCP Registry · PyPI Local APACHE-2.0
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Graph-Mem io.github.Sathvik-1007/graphmem-mcp Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
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Memory and context Official MCP Registry · PyPI Local MIT