Using RAG to Provide Documentation to LLMs MCP Connectors

Bounded KVP, RAG search, and wipe receipts for agent jobs over remote MCP

Agent Orchestration RAG Systems Knowledge & Memory

171

MarkupBase turns AI-generated Markdown and HTML into durable, versioned artifacts that people can review and discuss. Its MCP server lets agents publish new versions, preserve contextual comments, include hosted images, and respond to feedback through secure account-linked identities, creating a clear human review boundary without requiring real-time editing.

Content Management Systems RAG Systems Workplace & Productivity

122

ThinAir Data AOAuth

Connect your AI to any database — PostgreSQL, MySQL, or SQL Server — in seconds.

Customer Data Platforms Databases RAG Systems

263

Search Fragments A

For queries a model can't confidently place: resolves or declines. Built to decline, not guess.

RAG Systems Search

12

Dodo Knowledge MCP A

A semantic search server that gives AI assistants instant access to Dodo Payments documentation and knowledge base.

Search Documentation Access RAG Systems

12

Fast.io A

AI-first file sharing and collaboration. 251 tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. 50GB free, no credit card.

Cloud Storage RAG Systems File Systems

193

ColdState Knowledge Search A

**ColdState Knowledge Search MCP Server** https://github.com/daniel-coldstate/coldstate-mcp Semantic search over 64.6M knowledge entries — the structured alternative to web search APIs and web scraping for LLM agents. No crawling, no rate limits, sub-3s responses. Cloud-hosted at services.coldstate.ai

Search Knowledge & Memory RAG Systems

162

ai·rete·rag A

Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.

RAG Systems AI & Machine Learning Knowledge & Memory

81

PERSONAIZER A

Free MCP API to create AI chat personas for websites — upload knowledge, search, and chat

AI & Machine Learning RAG Systems

51

agentsearch-mcp A

LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.

Search RAG Systems Browser Automation

31

Mdkit A

Document-to-Markdown MCP server — convert PDF, Office and HTML into LLM-ready Markdown.

Developer Tools RAG Systems Data Platforms

31

mcp-server A

Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

RAG Systems Documentation Access Search

22115

doc.page PDF Extraction A

Extract PDFs to Markdown, RAG chunks and cited tables; publish tracked Doc Links with read stats.

RAG Systems Documentation Access

72

mistral A

Manage your Mistral platform — models, files, batch jobs, agents and RAG document libraries.

AI & Machine Learning RAG Systems

152

stagenth · 文档解析 A

Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.

RAG Systems File Systems

42

AI Readiness Kit A

Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website.

RAG Systems Search Knowledge & Memory

623

aipricepatterns B

Historical market memory for AI agents using semantic vector search across years of financial market data. Discover similar market regimes, price patterns, and market context for quantitative research and algorithmic trading.

Finance Vector Databases RAG Systems

152

changegamer A

Agent-first resource directory for AI agents: protocols, security, RAG, memory, evals, and more.

RAG Systems Knowledge & Memory Agent Orchestration

142

ChangeGamer A

Agent-first resource directory for AI agents: protocols, security, RAG, memory, evals, and more.

Agent Orchestration RAG Systems Knowledge & Memory

142

Drillable A

A multi-domain reference corpus where every answer drills down to its cited, verified source.

RAG Systems Search Knowledge & Memory

92

"Using RAG to Provide Documentation to LLMs" matching MCP connectors: