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maintenanceTurn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop.
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"An open-source vector database for similarity search and AI applications" matching MCP servers:
- FlicenseNot gradedqualityBmaintenanceEnables stateless similarity search over pre-computed vector corpora using NMI and cosine fusion with entropy-calibrated weighting. Provides tools for ranking, scoring, outlier detection, and alpha calibration for AI agents.
- AlicenseNot gradedqualityBmaintenanceEnables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through read-only tools.2Apache 2.0
- FlicenseNot gradedqualityDmaintenanceA CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.56
- FlicenseNot gradedqualityDmaintenanceCombines Neo4j graph database with vector search using OpenAI embeddings for intelligent semantic search across knowledge graphs.3
- AlicenseNot gradedqualityDmaintenanceWeb search, page fetching, and research from the terminal or any MCP client — no API key required.1MIT
- AlicenseBqualityAmaintenanceA production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool selection.215MIT
- AlicenseBqualityBmaintenanceA shared, persistent MCP memory server for coding agents that enables storing and retrieving project decisions and context across different tools like Claude Code, Codex, and Cursor using semantic vector search.8MIT
- AlicenseNot gradedqualityBmaintenanceIntegrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations.11MIT
- AlicenseNot gradedqualityBmaintenanceEnables integrating RAG into AI agents via MCP server, supporting multiple vector database technologies.11MIT
- FlicenseNot gradedqualityDmaintenanceEnables AI applications to run SQL queries and retrieve results from Oracle Database.8
- AlicenseAqualityCmaintenanceEnables AI agents to discover and access 800TB+ of public geospatial data from Source Cooperative, with tools for listing organizations, products, files, and fuzzy search.62MIT
- AlicenseAqualityCmaintenanceMCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.12MIT
- AlicenseCqualityBmaintenanceMCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.22GPL 3.0
- AlicenseNot gradedqualityCmaintenanceEnables LLM clients to safely inspect database schemas and run only approved read-only queries and stored procedures, with auditing.MIT
- AlicenseNot gradedqualityDmaintenanceA secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.MIT
- AlicenseNot gradedqualityNot gradedmaintenanceProvides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.
- AlicenseNot gradedqualityCmaintenanceProvides intelligent search aggregation for AI agents, automatically detecting intent and returning structured results with links to platforms for various categories like movies, books, products, courses, and more.MIT
- AlicenseNot gradedqualityFmaintenanceIndexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call graphs, and full-text search across all engine source files.MIT
- FlicenseNot gradedqualityDmaintenanceEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.