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An LLM-based agent communication platform with an MCP server, supporting custom agents, multi-turn dialogues, RAG, multi-layered memory, and human-in-the-loop.

world-intel-mcp

marc-shade

Provides 139 MCP tools for real-time global intelligence on markets, geopolitics, and environmental data without requiring paid API keys.

Enables AI agents to control Unreal Engine 5 via a native C++ plugin to build levels, Blueprints, UI, materials, and effects.

A distributed low-latency Graph+Vector database compatible with Neo4j, offering an MCP server and agent skills for intelligent data management and RAG.

An open-source, self-improving QA agent that writes tests in natural language for web and mobile, learns from runs, adapts to UI changes, and catches regressions.

Provides AI-assisted PCB design for KiCAD 10 via a native Rust plugin, exposing 228 tools for schematics, layout, routing, and manufacturing to AI agents.

A self-hosted MLX inference server for Apple Silicon, enabling LLMs, VLMs, and image generation with an OpenAI/Anthropic/Ollama compatible API for agentic chat and coding capabilities.

An MCP server that enables AI agents to interact with Android devices, performing tasks like app navigation, UI interaction, and automated QA testing.

A code repository indexing MCP server that provides task-relevant context to coding LLMs, improving prompt quality and reducing hallucinations.

An MCP server that provides attestation infrastructure for AI agents, including DID-based identity, W3C Verifiable Credentials, and an EU AI Act compliance layer with 47 tools.

An official Jina AI remote MCP server providing tools for AI agents to read web pages, search content, generate embeddings, and rerank results using Jina AI's APIs.

A self-hosted RSS reader and personal knowledge management MCP tool, with planned AI features for summary generation, auto-tagging, and keyword extraction from articles.

An MCP server providing AI agents with comprehensive real-time financial data access, integrating Tushare and Binance APIs for stocks, funds, crypto, and macroeconomic indicators.

An MCP server that enables AI agents to perform headless reverse engineering with IDA Pro, optimized for Apple targets and fast analysis.

projectmem

riponcm

An open-source, local-first MCP server that provides memory and judgment for AI coding agents, recording issues, attempts, and decisions to prevent repeating past failures.

An MCP server that enables AI assistants to browse Reddit, search posts, and analyze user activity, offering clean data and multiple authentication tiers.

An MCP server that provides a design reference for a compliant and modern bank API, with live documentation and built-in security and data protection rules.

A self-hosted MCP gateway that connects your agent to GitHub, Slack, and custom HTTP APIs with unified action discovery.

This MCP server connects AI agents to a Linux machine, enabling them to execute terminal commands and perform AI-assisted penetration testing tasks.

This enterprise-grade AI data preprocessing platform supports multimodal data processing, including PDF/Office to Markdown conversion, and integrates with AI assistants via the MCP protocol.

This MCP server launches browser agents to perform automated QA testing on websites for UI bugs, broken links, and accessibility issues.

mcp-client-for-ollama

jonigl

A simple yet powerful Python TUI MCP Client for Ollama, enabling local LLMs with advanced tool execution, agent mode, and human-in-the-loop capabilities.

An MCP server that connects AI coding agents like Claude and Cursor to a running Next.js dev server, providing live runtime errors, routes, and logs.

An MCP server and toolkit for Claude Code that enables model switching, autonomous multi-agent swarms, and self-learning hooks.