mcp_prompt_mapper
Generates optimal Claude/OpenAI-ready prompts to build each part of the MCP server (resources, tools, prompts) from the input generated by `mcp_input_analyzer`.
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AgentBill MCP
Preflight spend control for AI agents. Block runaway agent loops before they start - not after the bill arrives. Per-request cost ceilings, budget checks, and…
Mesh Agent MCP Server
# Mesh Agent MCP Server  A Model Context Protocol (MCP) server that…
HashA2A
HashA2A — Agent-to-Agent Prediction Market Intelligence
Model Context Protocol Server For Cyber Security
A collection of Model Context Protocol (MCP) server implementations focused on cybersecurity. It aggregates existing and develops new MCP servers, each…
ezmcp
Easy-to-use MCP server framework specialized for SSE.
Supavec MCP Server
# Supavec MCP Server A [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that enables AI assistants to fetch relevant embeddings and…
airy
Airy is an AI-powered tool that enables natural language interaction with databases via a terminal or as an MCP server. It generates SQL queries based on user…
Agents.md
Minimal MCP (Model Context Protocol) HTTP server for AGENTS.md and structured tasks, with versioned history (logs/revert) and an ephemeral scratchpad, exposed…
Ollama Hive MCP Server
# Ollama Hive MCP Server A TypeScript-based Model Context Protocol (MCP) server that integrates with Ollama models using LangChain. This server provides tools…
Finance_mcp_server
A Model Context Protocol (MCP) server that provides real-time financial data to Large Language Models through Yahoo Finance.
Preflight
TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent…
gmem
Persistent typed memory MCP server for Solana programs and EVM contracts. Agents remember Programs, PDAs, Contracts, Decisions, Findings across sessions.
PDF AI Tools - 15 AI-Powered PDF Tools for Claude Desktop
MCP server that connects Claude Desktop to 15 AI-powered PDF tools: summarize PDFs, chat with documents, generate quizzes & flashcards, compress, merge, split…
Fodda
Fodda gives AI agents access to expert-curated knowledge graphs across retail, beauty, sports, consumer electronics, fashion, and innovation, plus a…
Claude MCP Server
# 🧠 Meta-Optimized Hybrid Reasoning Framework **by Ryan Oates** **License: Dual — AGPLv3 + Peer Production License (PPL)** **Contact…
LivingDocs
AI-powered documentation health monitor — detects stale doc comments and suggests updates using Claude. Works as an MCP server for Claude Desktop, Claude Code…
deadends.dev
Structured failure knowledge infrastructure for AI agents — dead ends, workarounds, and error transition graphs.
llm_to_mcp_integration_engine
The llm_to_mcp_integration_engine is a communication layer designed to enhance the reliability of interactions between LLMs and tools (like MCP servers or…
Zero‑Exposure Slack Sender (MGC Secure Edition)
A local execution vault for AI Agents: providing encrypted key authorization, encrypted task‑chain execution, and controlled external execution permissions. It…
Mesh Agent MCP Server
# Mesh Agent MCP Server  A Model Context Protocol (MCP) server that…
Octopoda Memory
Persistent memory for AI agents that survives across sessions. Store, recall, and semantically search memories. Includes loop detection that catches agents…
Simple MCP
A simple TypeScript library for creating MCP servers.
MCP AI Agents LAB 🤖📚
A suite of AI agents and tools built on Model Context Protocol (MCP) for standardized, context-aware AI systems.