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Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.
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Search and retrieval (RAG) Official MCP Registry · npm Local 28 a week MIT
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Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)
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Search and retrieval (RAG) Official MCP Registry · npm Local 27 a week MIT
FA
FAQai app.faqai/mcp-server Turn any document into a production-ready RAG dataset from Claude, Cursor, or any MCP host.
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Office documents and spreadsheets Official MCP Registry · npm Local 26 a week MIT
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Model Context Protocol server for Pinecone - enables AI assistants to interact with Pinecone indexes and documentation
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Search and retrieval (RAG) npm Local 2.6k a week APACHE-2.0
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Butterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys.
100% up · 30 days
Files and storage Official MCP Registry · npm Local Remote 25 a week APACHE-2.0
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Content contract layer: read-only retrieval over protocol, modules, pipelines, assets, library.
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DevOps and infrastructure Official MCP Registry · npm Local 24 a week MIT
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Semantic document memory using Redis vector store. Save and recall files with natural language.
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Memory and context Official MCP Registry · PyPI Local MIT
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MCP server for GigaChat — AI chat, embeddings, image generation (Russia)
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Design and media Official MCP Registry · npm Local 24 a week MIT
GC
Gctrl io.github.GCTRL-TECH/gctrl Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.
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Memory and context Official MCP Registry · npm Local 23 a week AGPL-3.0-OR-LATER
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Build searchable AI research knowledge bases with hybrid vector search directly in Claude Desktop.
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Docs and knowledge bases Official MCP Registry · npm Local MIT
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Search past Claude Code conversations. Local BM25 over JSONL with one-click claude --resume.
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Browser automation Official MCP Registry · npm Local 21 a week MIT
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Delaware Code — state statutes by citation, full-text search, and amendment history. Fleet #2749.
100% up · 30 days
Legal and compliance Official MCP Registry · npm Remote 21 a week MIT
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Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.
100% up · 30 days
Search and retrieval (RAG) Official MCP Registry · PyPI Local Remote MIT
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Search multiple indices, index data, and get personalized recommendations
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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Search the web, generate AI responses, and create embeddings with real-time information
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Web search and scraping Official MCP Registry · PyPI Local MIT
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Create and manage vector database indexes, backups, and collections
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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Ragie com.mcparmory/ragie Ingest, manage, and retrieve documents for RAG-powered AI applications
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Office documents and spreadsheets Official MCP Registry · PyPI Local MIT
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Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools
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Memory and context Official MCP Registry · PyPI Local APACHE-2.0