Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
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A Model Context Protocol (MCP) server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments.
AI task cockpit: an agent does your tasks and asks before anything irreversible.
Checks if AI assistants name a local business. Free shareable report, honest fixes, no guarantees.
AI coding assistant for Radzen Blazor — docs, APIs, code samples, and templates for 100+ components.
Rafe Blandford's published career, case studies and writing. Read-only; no route to contact him.
Manage authorized Rafi leads, reminders, DNC status, and AI voice playbooks.
Paid intelligence tools for AI agents across risk, finance, property, logistics and more.
Knowledge base, pricing, FAQ and KSeF 2.0 info for Faktura VAT 2026/2027 (Polish invoicing).
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
MCP server for rag knowledge. Features semantic search, knowledge graph query, index documen...
MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.
Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents.
Rag Knowledge Graph automation via MCP. Includes index document, rag query, add graph edge. ...
Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.
Building an Rag-based HR chatbot for providing rules in workplace with MCP server
Build a RAG pipeline station by station and search your own documents with cited answers.
A Model Context Protocol (MCP) server for Ragdoll AI knowledge base queries.
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.
Simple RAGFlow MCP. Only useful until the RAGFlow team releases the official MCP server
A simple MCP server of knowledge base for RAGFlow.
A Model Context Protocol (MCP) server for Ragie
Ingest, manage, and retrieve documents for RAG-powered AI applications
RAGMap is a lightweight MCP Registry-compatible subregistry + MCP server focused on **RAG-related MCP servers**.
Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.
RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.
Search your knowledge bases from any AI assistant using hybrid RAG.
Open Source, Self-Hosted, AI Search and LLM.txt for your website
Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.
RAG-as-a-service MCP sunucusu — çok-kiracılı koleksiyon yönetimi, metin ingest (chunk+embed+upsert,…
Search and chat with a RAGStack knowledge base through its MCP server, with tools for document uploads and website ingestion.
Index your docs, files, and websites into a vector store and give your AI agent live semantic search with auto-syncs on changes, zero code required.
Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
116 marketing, RevOps and SaaS calculators with benchmarks, guided reviews, content search, booking.
Manage your Twitch raid-train schedule from an AI assistant: claim, release & trade slots via OAuth.
Control your Raid Shadow Legends Tasker automation via a Mission Control Protocol server.
The `.raigo` format is the open-source contribution. It is free to use, implement, extend, and build on. Anyone can write a `.raigo` file, build a
Budgets, propose-then-approve, and receipts for agents that buy for a human. Dry-run by default.
Inbox for AI agents: one address per agent to message and share files.
A Model Context Protocol (MCP) server that provides structured workflows and tools for AI agents working with software development projects, with
Webhooks for AI agents: send events, manage endpoints, inspect and retry deliveries.
With 276 tools, your AI agent gets full control of cloud infrastructure:
Plan intercity journeys in India by train, flight or both, with a fare for every travel class.
Default-deny action registry, append-only spend ledger, and human sign-off audit trail (MCP tools).
An MCP server for Rails projects, allowing LLMs to interact with your application.
Note: This is just a personal project and while it works for the most part, I am still developing it and actively trying to make it a bit more useful
Rails development skills, docs, and workflows exposed through MCP stdio.
Auto-expose Rails app structure to AI via MCP. Zero config, 11 read-only tools.
Responsible-AI guardrails for agents: scoring with policy, injection & PII detection, DPDP.
MCP (Model Context Protocol) interface for rails-pg-extras gem. Easily explore PostgreSQL metadata and debug performance issues. Check for table bloat, slow queries, unused indexes, and more. Run…
Use a minimally privileged, [read-only user](#least-responsibility) to eliminate the risk of data modification or exposure.
Railway MCP is now bundled into the Railway CLI.
Develop, manage, and debug Railway projects, services, and deployments from within agents.
Model Context Protocol server for Railway.app - Enables AI agents to manage Railway infrastructure through natural language
Raily personal-agent MCP with scoped reads and approved actions.
Spot pre-launch products before they trend. Search the web and tech sites, extract and parse pages…
MCP Server for Raindrop.io bookmark management
An MCP server for Raindrop.io (bookmarking service)
An MCP server for Raindrop.io
An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
3. Restart your LLM app (Claude, Cursor, etc.)