18,186 MCP servers crawled across 12 categories. 164 deterministic detection rules. Evidence chains, not vibes.
Conversation workspace management MCP server for Amazon Q CLI with SQLite + FTS5 storage and real-time sync
MCP Server for Spec-Driven Development - Create and manage SDD test specifications with tasks, logs, and acceptance criteria
End-to-end RAG agent demo using MCP protocol for tool integration — FastMCP server with ChromaDB + sentence-transformers as knowledge base, consumed by a Strands Agent powered by Google Gemini.
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Gemini Pro, real-time web search using Remote MCP server and Streamlit UI with token based authentication.
🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL
RAG chatbot with MCP tool calling — chat with your documents locally using Ollama, ChromaDB, and Next.js
Rails PostgreSQL database performance insights. Locks, index usage, buffer cache hit ratios, vacuum stats and more.
A Model Context Protocol (MCP) server that enables secure interaction with RaseSQL、PostgreSQL databases.
MCP server for RDS MySQL
Integrates with Reactome's curated biological pathway database to search pathways by keywords, genes, or diseases, retrieve detailed pathway information and biochemical reactions, explore pathway hierarchies, and analyze protein interactions for systems biology research and drug discovery workflows.
Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California, enabling property search, client-property matching, market analysis, and area comparisons.
Search leaked databases for email addresses, phone numbers, usernames, domains, and other identifiers. View categorized results across multiple sources to pinpoint relevant exposures. Speed investigations with targeted lookups and streamlined retrieval of findings.
MCP server for Redash
这是一款基于 Playwright 开发的小红书自动搜索和评论工具,作为 MCP Server,可通过特定配置接入 MCP Client,帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布智能评论等操作。
这是一款基于 Playwright 开发的小红书自动搜索和评论工具,作为 MCP Server,可通过特定配置接入 MCP Client(如Claude for Desktop),帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布AI生成评论等操作。
A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus.
Natural language interface designed for agentic applications to manage and search data in Redis.
Redis MCP Server - Model Context Protocol server for Redis forked from https://github.com/yuchenhui/mcp-redis
RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.
Provides secure Amazon Redshift database access with configurable permission modes (readonly, readwrite, admin) that enforce SQL operation restrictions, featuring automatic connection management, schema discovery, query execution, and built-in command filtering to prevent dangerous operations.
Verify academic citations against real databases. Catches hallucinated references, exports BibTeX.
The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are infrastructure, not prompts.
Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLite file.
Open Source MCP for Rekordbox DJ
Model Context Protocol framework — MCP server hypervisor, adapter pattern, tool discovery, and adapters for Stripe, Supabase, and Vercel.