F
licenseNot graded
qualityD
maintenanceDemonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses.
62
76,047 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
io.github.IsaiahDupree
run.mcpize.pubmed-search
com.spinorflip
io.github.FoundryNet
"A search for shortcuts or quick solutions" matching MCP servers:
- AlicenseAqualityFmaintenanceUniversal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses.114AGPL 3.0
- AlicenseAqualityAmaintenanceFederated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.629Apache 2.0
- AlicenseAqualityDmaintenanceCLI-first web and code search for agents, with MCP support for integration with IDEs like Cursor, VS Code, and Claude Code.3MIT
- AlicenseAqualityAmaintenanceEnables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.921MIT
- AlicenseBqualityAmaintenanceMCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.11MIT
doc-searchofficial
AlicenseNot gradedqualityCmaintenanceMCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.MIT- AlicenseNot gradedqualityAmaintenanceSemantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.8MIT
- AlicenseNot gradedqualityCmaintenanceMCP server for searching files on macOS by name or content using semantic and lexical search, providing file paths and line numbers for agents to read from.MIT
- AlicenseNot gradedqualityBmaintenanceA self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.1MIT
FoundryNet Searchofficial
FlicenseNot gradedqualityFmaintenanceEnables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.- AlicenseNot gradedqualityAmaintenanceProvides an MCP server with a search tool for agents, backed by Cloudflare AI Search and a synced corpus of git repositories.513AGPL 3.0
- AlicenseNot gradedqualityDmaintenanceEnables semantic search across conversation archives via MCP, allowing AI clients to retrieve relevant past conversations using vector embeddings and text fallback.04ISC
- AlicenseNot gradedqualityDmaintenanceMCP server for web search and URL reading via CLIProxyAPI Antigravity backend, enabling web search, URL content retrieval, and grounded research.121MIT
- FlicenseNot gradedqualityFmaintenanceEnables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.1
- FlicenseNot gradedqualityDmaintenanceA local-first MCP server that enables semantic search over PDF and DOCX documents using structure-aware parsing and vector storage. It allows users to query their local knowledge base through Claude Code without cloud dependencies or GPU requirements.
- FlicenseNot gradedqualityBmaintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.4
- FlicenseNot gradedqualityDmaintenanceA semantic search system for Claude Code transcript history, exposed as an MCP server so Claude Code can query its own past sessions.
- FlicenseNot gradedqualityDmaintenanceProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.10
- AlicenseAqualityAmaintenanceAn Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.231,113MIT