Methods to Communicate with AI Platforms: Litellm, GroqAI, and OpenAI MCP Connectors

ToolSnap MCP A

Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% token cut. 38 tools.

Blockchain RAG Systems Web Scraping

1731

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

Citation Check A

Citation and grounding checks for AI output: dangling references, unsupported counts, overclaims.

RAG Systems Search Documentation Access

11

Bay Run A

Discover, prove & serve small open specialist models: embeddings, rerank, extract — OpenAI-compat.

AI & Machine Learning RAG Systems

171

Pastepile A

Durable, versioned memory for AI assistants. Remote memory needs a Pastepile subscription.

Knowledge & Memory RAG Systems

121

consistency-gate A

Check claims against a fact-store: consistent, contradicts, or unverifiable — with a receipt.

RAG Systems Knowledge & Memory

31

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

Context Relay A

Compact, citation-verifiable public web context for AI agents, paid per use with x402.

RAG Systems Web Scraping Browser Automation

21

lens A

Create your digital twin: a public page that answers from your own material, with citations.

RAG Systems Knowledge & Memory Search

31

trip2g A

Serve a folder of Markdown notes as an MCP server: hybrid search, reading, and sourced answers.

RAG Systems Note Taking Search

11234

agent-memory A

Persistent semantic memory for AI agents: store and recall text by meaning (RAG). x402

RAG Systems Vector Databases

211

agentsearch-mcp A

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

Search RAG Systems Browser Automation

31

Gnosem A

Cross-vendor AI memory over MCP. One semantic store, readable and writeable from every MCP client.

Knowledge & Memory RAG Systems

61

Mdkit A

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

Developer Tools RAG Systems Data Platforms

31

DREAMHALL A

Human-authored personal context before AI guidance, built through private structured reflection.

Knowledge & Memory Note Taking RAG Systems

11

mcp-server A

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

RAG Systems Documentation Access Search

22115

agent4.io A

Build and run grounded business agents over MCP: agents, knowledge bases, skills, Storylines.

Agent Orchestration Autonomous Agents RAG Systems

501

"Methods to Communicate with AI Platforms: Litellm, GroqAI, and OpenAI" matching MCP connectors: