Socraticode
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.
Caura Memclaw
MemClaw — persistent memory for AI agent fleets (OSS)
Mcp Server Strands Agents
This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.
Codex As Mcp
Enable Claude Code, Cursor and other AI tools to call Codex for task execution. Plus/Pro/Team subscribers can maximize GPT-5 usage without additional costs.
Mcp Llm
An MCP server that provides LLMs access to other LLMs
Llm Router
Universal LLM router for AI coding tools. Works with Claude Code, Cursor, Codex, Gemini CLI, Copilot and more. Free-first fallback chain keeps costs 70–85% lower.
Agenite
🤖 Build powerful AI agents with TypeScript. Agenite makes it easy to create, compose, and control AI agents with first-class support for tools, streaming, and multi-agent architectures. Switch seamlessly between providers like OpenAI, Anthropic, AWS Bedrock, and Ollama.
Archive Agent
Find your files with natural language and ask questions.
Context Optimizer Mcp Server
Provides context optimization tools to extract targeted information rather than processing large files and command outputs in their entirety.
Qdrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server
Puppeteer Vision Mcp
Puppeteer Vision Mcp Server is an MCP server on MCP.so — view details, tools, and install instructions.
Deepco
A Chat Client for LLMs, written in Compose Multiplatform.
Imagegen Mcp
MCP server for OpenAI Image Generation & Editing — text-to-image, image-to-image (with mask), no extra plugins.
Azure Openai Mcp Example
This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.
Azure Container Apps Ai Mcp
This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.
Openai Mcp Example
This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.
Octagon Vc Agents
An MCP server that runs AI-driven venture capitalist agents (Fred Wilson, Peter Thiel, etc.), whose thinking is continuously enriched by Octagon Private Markets' real-time deals, valuations, and deep research intelligence. Use it to spin up programmable "VC brains" for pitch feed
Mcp Cron
MCP server for scheduling and running AI prompts, HTTP/webhook requests, and shell commands
Codex Mcp Tool
Codex Mcp Server is an MCP server on MCP.so — view details, tools, and install instructions.
GPT Image 1 MCP
MCP server wrapping OpenAI GPT-Image-1 to generate images from prompts and return files for design workflows.
Codex Octopus
One brain, many arms. Spawn multiple specialized Codex agents as MCP servers via the OpenAI Codex SDK. Each instance gets its own model, sandbox, effort, and personality.
Aifoundry Mcpconnector Fabricgraphql
MCP Client and Server apps to demo integration of Azure OpenAI-based AI agent with a Data Warehouse, exposed through GraphQL in Microsoft Fabric.
Mcp Ai Agent
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.
Lite Mcp Sdk
a light weight version of mcp sdk inspired by official model context protocol sdk, NOW focus on sse only no stdio
Tutorial Mcp Server Dotnet
This is a very basic example of how to create MCP servers in .NET
Distri
Distri is A2A compatible OpenClaw like agent framework built in Rust.
Openai Deep Research Mcp
OpenAI Deep Research MCP Server enables AI assistants to conduct comprehensive, multi-step research through intelligent web search and content synthesis. Transforms complex research queries into structured, citation-backed reports without writing custom search logic. Features ite
Agents Mcp Usage
Demonstrate Agentic use of Model Context Protocol (MCP) server tools with several Agent Frameworks
Llm Bridge Mcp
A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.
Ask Mai
A scriptable and powerful UI-Chat-Application for chatting with most Gen-AI LLMs
Mcp Zenodo
Tool-based LLM integration with Zenodo via the Model Context Protocol (MCP)
Agentbill
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 outcome-based metering in 2 MCP tool calls.
Mcpserve
🔌🔄 Simple MCP Server Deployment
Cisco Nso Mcp Server
A Model Context Protocol (MCP) server implementation for Cisco NSO that enables AI-powered network automation through natural language interactions.
Whatsapp Agent
A WhatsApp agent that uses WhatsApp MCP server to send messages and perform other actions.
Ai Nasdanika
Things related to artificial intelligence built on top of Nasdanika capabilities
Multiple Mcp Server Based Ai Agent Bot
Using Multiple MCP server I am gonna making a AI AGENT BOT for personalized assistant. Stay Tuned
Llm Usage Mcp
A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent query spend, compare providers, and get recommendations — no cloud, no account. First-class support for Chinese providers (Qwen,
Voice Agent Mcp Server
A Model Context Protocol (MCP) server that integrates Twilio Voice, Deepgram AI, and OpenAI to create intelligent voice-based HR automation tools.
Mcp Asset Gen
An MCP Server for generating images via OpenAI's `gpt-image-1`
Atlassian Mcp Server
Atlassian MCP Server Client is an MCP server on MCP.so — view details, tools, and install instructions.
Aws Mcp Server Codewithdpk
MCP (Model context protocol) server to connect MCP client such as Claude Desktop.
Kognitivekompanion
KDE AI Interface and MCP Server Integration
Openai Agents Chat Demo
openai agents chat demo. integration custom llm and mcp server and function tool
Mcp Server Starter
This repository contains a ready-to-use Model Context Protocol (MCP) server that supercharges your development workflow. As a new developer, I created this tool to consolidate documentation and streamline my development process—now I'm sharing it with you.
Mcp Local Spec
Mcp Local Spec is an open-source MCP server that gives AI assistants access to specialized functionality. Compatible with Claude Desktop, Cursor, and other MCP clients for enhanced AI agent workflows.
Mcp Client Openai
本项目实现了一个兼容 OpenAI API 格式的 MCP-Client服务，允许通过标准的 OpenAI API 接口与本地 MCP-Server进行交互。
Mcp Openai Image Generation
MCP Server for openai image generation
Tokencost Mcp Server
An MCP (Model Context Protocol) server that provides real-time LLM token pricing data for 60+ AI models across 15 providers.
Lucairn Sdks
Lucairn is an EU-based privacy gateway that sits between your MCP-enabled agent and the upstream LLM (Claude, GPT-4o, o1/o3/o4).
Crazyrouter Mcp
Crazyrouter Mcp Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Agents
MCP Agents is an AI-powered browser automation tool that lets you interact with websites using natural language. Built with Streamlit, OpenAI, and Puppeteer via the Model Context Protocol (MCP), it supports multi-step navigation, interaction, and content extraction—all with simpl
Air Blackbox Mcp
EU AI Act compliance scanning for Python AI agents. 10 tools that scan, analyze, and fix compliance gaps across LangChain, CrewAI, AutoGen, OpenAI, and RAG pipelines. Checks 6 EU AI Act articles with HMAC-SHA256 tamper-evident audit trails. pip install air-blackbox-mcp. August 20
Learning Ai
Learning Ai MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Learning Ai capabilities through the Model Context Protocol standard.
Ghostwriter Ai System
🤖 AI-powered ghostwriting system with GPT-4o integration and MCP architecture - 代筆さん AI統合版
Mcp Voice
MCP-Server for Voice AI with OpenAI
Claude Image Gen
Local stdio MCP server for generating and editing images via OpenAI gpt-image-2 or Google Gemini (Nano Banana / Pro image-preview). Saves PNGs to ~/Pictures/image-gen/ and returns inline JPEG thumbnails. Bring your own OpenAI and/or Gemini API key.
Abis Mcp
Real-time AI behavioral drift monitoring. 37 tools tracking 11 LLM models with 9-score scorecards, silent version change detection, immune threat assessment, and compliance reporting. Free tier, no API key required.
Aider Mcp
WebSocket server that exposes Aider's AI coding capabilities through the Model Context Protocol (MCP) for programmatic access
Routara Mcp
OpenAI-compatible MCP server for Routara — route 787+ LLMs, image & video generation via api.routara.ai.
The Way Of Code
Vibe coding principles based on Rick Rubin's adaptation of the Tao Te Ching for developers and their AI companions
Lazy Terminal
An LLM-based smart terminal for lazy guys :P
Document Search Mcp Server
MCP (Model Context Protocol) server that allows users to search for documentation from popular libraries such as LangChain, LlamaIndex, and OpenAI using the Serper API. The server fetches search results and extracts the relevant documentation from the web using HTTP requests and
Fixzi Mcp
Monitor AI output schemas and API contracts for breaking changes — validate LLM JSON responses against defined schemas on a schedule
Mcp Openai Complete
MCP server for OpenAI text completion
Kognitivekompanion Magicunicorninc
KDE AI Interface and MCP Server Integration
Eshoplite Sarapakistan0
eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.
E14z
E14Z - AI Tool Discovery Platform. The npm for AI agents to discover and connect to MCP servers.
Moodmnky Mcp Server Stack
MoodMNKY MCP Server Stack is an MCP server on MCP.so — view details, tools, and install instructions.
Espresso Mcp
An MCP Server for the Espresso Android Test Framework, crafted to improve testing capabilities and optimize development workflows.
Pierrebrunelle Mcp Server Openai
Pierrebrunelle Mcp Server Openai is a Model Context Protocol server designed to extend AI agent capabilities. It exposes tools, resources, and prompts that allow AI assistants like Claude and Cursor to perform specialized tasks.
Subspace Api
An express-based RESTful API and Model Context Protocol (MCP) server for services used by subtype.space and for TRMNL users, featuring OAuth support and integration with Keycloak.
Openai Mcp Implementation
Implementation of OpenAI MCP Server
Proxykey Mcp
proxykey is a credential proxy and vault for API keys. Your real keys (OpenAI, Anthropic, Telegram, Stripe and 25+ providers) are encrypted with AES-256-GCM and never leave the server. Apps and AI agents authenticate with revocable "passes" (vlt_...) that carry per-pass IP bindin
Mapleflow
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI through one API key. Plus translation, weather, and utility endpoints. Pay per token, unused credits auto-refunded.
My Mcp Server Quang Pham Dev
My Mcp Server Quang Pham Dev MCP server enables seamless integration between AI agents and external services. Built on the Model Context Protocol, it provides standardized access to tools and data for AI-powered workflows.
Mcp Weather Scraper
A lightweight prototype demonstrating how to integrate an LLM (via OpenAI) with a Model Context Protocol (MCP) server to extract real-time weather data by scraping and processing open web content using HTML parsing and caching.
Allaboutai Yt Mcp Servers
Allaboutai Yt Mcp Servers is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Promptheus
AI-powered prompt refinement tool with adaptive questioning and multi-provider support. Provides 5 MCP tools (refine_prompt, tweak_prompt, list_models, list_providers, validate_environment) for intelligent prompt engineering. Supports Google Gemini, Anthropic Claude, OpenAI, Groq