Shinkai Apps
Shinkai is a two click install App that allows you to create Local AI agents in 5 minutes or less using a simple UI. Supports: MCPs, Remote and Local AI, Crypto and Payments.
Cursor Rust Tools
A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.
Mcp Polygon
An MCP server for Massive.com Financial Market Data
Laravel Mcp Server
A Laravel package for implementing secure Model Context Protocol servers using Streamable HTTP and SSE transport, providing real-time communication and a scalable tool system for enterprise environments.
Aws Security Mcp
A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.
Fast Llm Agent Mcp
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit, Fundamentals.
Imessage Query Fastmcp Mcp Server
An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and at
Mcp Llm
An MCP server that provides LLMs access to other LLMs
Mcp Server Gdb
MCP Server to expose the GDB debugging capabilities
Chucknorris
⚡ C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷ MCP server: Helping LLMs break limits. Provides enhancement prompts inspired by elder-plinius' L1B3RT4S
Awesome Remote Mcp Servers Sylviangth
A curated list of Hosted & Managed Model Context Protocol (MCP) Servers accessible via a simple URL endpoint.
Nasdaq Data Link Mcp
A Nasdaq Data Link MCP (Model Context Protocol) Server
Mcp Gitlab Server
Production-grade GitLab MCP server with 86 tools — full GitLab control from any AI agent (Claude, Cursor, Zed).
Mcp Gemini Search
Model Context Protocol (MCP) with Gemini 2.5 Pro. Convert conversational queries into flight searches using Gemini's function calling capabilities and MCP's flight search tools
N8n Workflow Builder Mcp
MCP server that allow LLM in agent mode builds n8n workflows for you
Linkedin Mcp Server Dishant27
Model Context Protocol (MCP) server for LinkedIn API integration
Paddle Mcp Server
Interact with the Paddle API using AI assistants like Claude, or in AI-powered IDEs like Cursor. Manage product catalog, billing and subscriptions, and reports.
Advanced Homeassistant Mcp
MCP server that gives AI assistants control over your Home Assistant. Including 50+ tools over 3 transports. Batteries included 🔋
Kanban Mcp
MCP Kanban is a specialized middleware designed to facilitate interaction between Large Language Models (LLMs) and Planka, a Kanban board application. It serves as an intermediary layer that provides LLMs with a simplified and enhanced API to interact with Planka's task managemen
Openrouter Deep Research Mcp
A multi-agent research MCP server + mini client adapter - orchestrates a net of async agents or streaming swarm to conduct ensemble consensus-backed research. Each task builds its own indexed pglite database on the fly in web assembly. Includes semantic + hybrid search, SQL execu
Apple Books Mcp
Apple Books Mcp 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.
Dremio Mcp
Dremio Mcp 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.
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.
Mcp Typescribe
An MCP server implementation enabling LLMs to work with new APIs and frameworks
Chrome Debug Mcp
An MCP server to allow you to debug webpages using LLMs
Mcp Server Webcrawl
MCP server tailored to connecting web crawler data and archives
Mcp Logic
Fully functional AI Logic Calculator utilizing Prover9/Mace4 via Python based Model Context Protocol (MCP-Server)- tool for Windows, Linux, Claude App etc
Mcp Konnect
A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.
Mcp Sandbox
Mcp Sandbox MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Mcp Sandbox capabilities through the Model Context Protocol standard.
Toon Mcp
MCP server for TOON (Token-Oriented Object Notation) - Reduce LLM token usage by 50-70%
Serverless Rag Mcp Server
Storm MCP Server with Sionic AI serverless RAG is an MCP server on MCP.so — view details, tools, and install instructions.
Dap Mcp
Model Context Protocol (MCP) server that interacts with a Debugger
Asterisk Mcp Server
Asterisk Model Context Protocol (MCP) server.
Nostr Mcp
A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
Rod Mcp
Model Context Protocol Server of Rod
Mindbridge Mcp
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API. Route queries, compare models, get second opinions, and build smarter multi-LLM workflows.
Mcp Mobilereality
Interactive documents from Markdown. Extends MD with forms, approvals, webhooks, and more — built for next gen apps
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.
Ez Mcp
The easiest path to getting an MCP server going
Mentor Mcp Server
A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.
Perplexity Mcp Alcova Ai
An MCP server for the Perplexity for use with Claude Code and Claude Desktop, giving you enhanced search and reasoning capabilties.
Nebulagraph Mcp Server
Model Context Protocol Server for NebulaGraph 3.x
Python Mcp Server Template
A template repository for Python MCP Servers
Mcp Hub Reddy Sh
MCP Hub is a comprehensive framework for building, managing, and deploying Model Context Protocol (MCP) clients and servers. It provides tools and configurations to enable seamless integration and execution of end-to-end MCP workflows.
Unified Mcp Tool Graph
Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, prevents infinite loops, and enables modular, intelligent agent workflows.
Mcpx Py
Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps
Your Money Left The Chat
A Rust + MCP powered financial tracker that knows exactly where your money ghosted you.
Persona 4 Golden Mcp Real Time Hacking
MCP Rust-based memory hacking tool for "Persona 4 Golden".
Mcp Servers Cmiles74
Docker Container with Useful MCP Servers
Multiple Mcp Server Based Ai Agent Bot
Using Multiple MCP server I am gonna making a AI AGENT BOT for personalized assistant. Stay Tuned
Ezmcp
Easy-to-use MCP server framework specialized for SSE.
Jotdown
An MCP Server in Rust for creating Notion pages & mdBooks with LLMs 🦀
Gpt2099.Nu
a Nushell cross.stream extension to interact with LLMs and MCP servers
Linkedin Mcp
A powerful Model Context Protocol server for LinkedIn interactions that enables AI assistants to search for jobs, generate resumes and cover letters, and manage job applications programmatically.
Grumpydev Mcp
Let the grumpy senior dev review your code with this MCP server
Gpt.Nu
a Nushell cross.stream extension to interact with LLMs and MCP servers
Matlabmcp
MCP server to run MATLAB code from LLM via the Matlab Engine API.
Neocoder Neo4j Ai Workflow
An MCP server allowing AI assistants to use a Neo4j knowledge graph as their primary, dynamic instruction manual and long term project memory with adaptive templating and autonomous tool development tools.
Mcp Development With Rust
This comprehensive learning resource provides two complete tutorials for mastering Model Context Protocol (MCP) development with Rust. From beginner-friendly introductions to production-ready enterprise applications, these tutorials guide you through every aspect of building robu
Llmling
Easy MCP (Model Context Protocol) servers and AI agents, defined as YAML.
Sqlite Literature Management Fastmcp Mcp Server
A flexible system for managing various types of sources (papers, books, webpages, etc.) and integrating them with knowledge graphs.
Ntfy Mcp Server
Send, manage, and replay ntfy push notifications via MCP. STDIO or Streamable HTTP.
Twitter Mcp Server
A Unofficial Twitter MCP Server with cookie auth.
Mcp Server Unitycatalog
Unity Catalog AI Model Context Protocol Server
Wikipedia Mcp Timjuenemann
Wikipedia MCP Server written in TypeScript
Cerebro
A model-agnostic MCP Client-Server for .Net and Unity
Mcp Poisoning Poc
This repository demonstrates a variety of **MCP Poisoning Attacks** affecting real-world AI agent workflows.
Mcp K8s Server
AI-Powered Kubernetes Management System: A platform combining natural language processing with Kubernetes management. Users can perform real-time diagnostics, resource monitoring, and smart log analysis. It simplifies Kubernetes management through conversational AI, providing a m
Txtai Assistant Mcp
Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic vector database search capabilities. You can use Claude and C
Genai Everyday
A repository dedicated to exploring, experimenting with, and applying Generative AI concepts and tools in practical, everyday scenarios.
Notification Mcp
A Model Context Protocol server that allows AI agents to play a notification sound via a tool when a task is completed.
Mcp Server Pacman
A Model Context Protocol server that provides package index querying capabilities.
Ai Agent Directory
A directory of AI Agents and MCP Orchestration open source tools
Airi Android Lemonnekogh
Allow LLM to use Android Device
Specifai Mcp Server
MCP server to provide Specifai project requirements, task, etc. to any AI tools supporting MCP such as Hai Build, Cursor.
Climatiq Mcp Server
A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
Mcp One
A unified All-in-One entrance for mcpservers, which manages various types of mcpservers.
Mcp Reporter
mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.
Think Mcp Server
An mcp server to inject raw chain of thought tokens from a reasoning model.
Arrakis Mcp Server
MCP server for https://github.com/abshkbh/arrakis
Mcp Mediator
Automatically generate an MCP Server from existing source code, service classes, helper methods, and external MCP tools. The MCP Mediator aggregates various sources and tools into a unified system, enabling seamless automatic generation of a complete MCP Server.
Vscode Context Mcp
MCP Server to Connect with VS Code IDE
Solon Ai Mcp Embedded Examples
solon ai(&mcp) embedded examples。支持 MCP_2025_06_18（mcp streamable）。示例项目包括各种框架嵌入：（Solon、SpringBoot、jFinal、Vert.X、Quarkus、Micronaut）
Github Mcp Server Cyanheads
A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.
Image Reader Mcp
An MCP (Model Context Protocol) server (using FastMCP) to provide tools for listing local image files and reading their content. Designed for LLM agent integration.
Osmosis Agent Toolkit
Osmosis protocol tools for LLMs
Mcpixir
🌐 Mcpixir is the open source way to connect any LLM to any MCP server and build custom agents that have tool access, without using closed source or application clients.
Quran Cloud Mcp Server
MCP server to help LLMs to get access to Quran API (https://alquran.cloud/api).
Brasil Api Mcp Server
A Model Context Protocol (MCP) server that provides tools to query BrasilAPI across different clients and LLMs. Enhance your AI apps with rich data from Brasil resources.
Mcp Server Yisu201506
Repository for MCP server implementation
Mcp Server Requests
Web Content Retrieval (full webpage, filtered content, or Markdown-converted), Custom User-Agent, Multi-HTTP Method Support (GET/POST/PUT/DELETE/PATCH), LLM-Controlled Request Headers, LLM-Accessible Response Headers, and more.
System Information Mcp
DevEnvInfoServer - Cursor MCP Server for Development Environment Information
Agents Mcp Usage
Demonstrate Agentic use of Model Context Protocol (MCP) server tools with several Agent Frameworks
Dokku Mcp
Dokku modular mcp server in go - fx & mcp-go
Mcp Security Sandbox
MCP Security Playground - Hack with MCP Servers, MCP Clients. Try out different vulnerabilities and abuse LLMs and agents in a UI friendly experimentation lab
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.
Fitllm
Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Remote server: https://fitllm.run/api/mcp
Mcp0
Secure MCP (Model Context Protocol) servers configurator/inspector/proxy with hot reload support. Configure once, reuse with any MCP client.
Mcp Fredapi
FRED (Federal Reserve Economic Data) API integration with Model Context Protocol (MCP)
Mcp Excel Reader Server
A MS excel server based on modelcontextprotocol
Scrapi Mcp Server
🔗 MCP server that converts URLs to clean Markdown/Text for LLM agents
Ollama Mcp Bridge Webui
A web interface connecting local Ollama LLMs to Model Context Protocol (MCP) servers. Enables open-source models to use file operations, web search, and reasoning tools similar to commercial AI assistants - all running privately on your own hardware.
Mcp Ruby Skeleton
Experimental Ruby implementation of Model Context Protocol (MCP) - A starter server framework for trying out LLM integrations
Tavily Search Mcp Server
An MCP server implementation that integrates the Tavily Search API, providing optimized search capabilities for LLMs.
Mcp Demo Deepseek
Run a MCP client & server demo with DeepSeek API
Mcp Palette
Desktop application for managing Model Context Protocol servers (MCP). Provides a centralized interface to configure and manage MCP servers for use with LLMs and AI assistants such as Claude.
Dgraph Mcp Server
A Model Context Protocol (MCP) server implementation for Dgraph graph database, built using the [mcp-go](https://github.com/mark3labs/mcp-go) library.
Mcp Web 101
An interactive web tutorial for learning how to build MCP (Model Context Protocol) servers. This educational website provides step-by-step guidance for implementing and understanding MCP servers.
Azd Mcp Ts
An AZD template to deploy a Model Context Protocol (MCP) server written in TypeScript to Azure Container Apps using SSE Transport.
Chatlab
LLM chat app for integration tests using llama-stack-client, llama, Ollama, MCP, Tools
Brew Mcp
Brew Mcp 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.
Spoken
Podcast transcript API — turn any published podcast into clean Markdown with real speaker names. Built for AI agents.
Prompt Enhancer Mcp
49 AI tools across 9 MCP servers. Enterprise AGI Runtime (1,054 tests). Free tier. ☕ buymeacoffee.com/yesinyagami
Mcp Wikipedia
A simple MCP Server in Python for working with Wikipedia topic content in a GenAI context
Apple Calendar Mcp
A lightweight MCP server for your Apple Calendar.
Gemina Mcp
Gemina Filetag is an MCP server on MCP.so — view details, tools, and install instructions.
Statusnowmcp
MCP Server for StatusNow website and server monitoring solution. Allows any MCP Client to interact with your StatusNow account to list alerts, list monitors and more. MCP Created in C# .NET
Mcp Server Ibmcloud
MCP server which provides IBM Cloud as a tool for use by LLM's, eg. via Anthopic Claude Desktop or map-cli (open source).
Llm Cost Mcp
MCP server: token cost math for LLM API calls, 69 models across 17 providers, prices verified by ComparEdge
Pricing Api
Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. OpenAPI 3.1, no API key.
Manus Credit Optimizer
⚠️ MOVED → github.com/rafsilva85/credit-optimizer-v5 | Manus AI credit optimizer skill
Pokedex
Pokedex 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.
Mcp Server Openai Chat
AI-powered todo assistant with Google Calendar integration using OpenAI's API and Model Context Protocol (MCP) support for natural language task management.
Binoculo Mcp
Banner grabbing with LLM (MCP Server)
Mcp With Semantic Kernel
A comprehensive .NET demonstration of integrating Model Context Protocol (MCP) tools with Microsoft Semantic Kernel. Features a robust MCP client with 23+ built-in tools, intelligent error handling, and AI-powered tool orchestration. Includes both local .NET MCP server and extern
Localgpt
An ollama based LLM interface for providing agentic abilities to LLMs.
Mcp Server Springboot
LLM MCP service using Springboot Java
Mcp Github Ualusham
This is a GitHub MCP server designed to enable MCP-compatible LLMs, such as Claude, to communicate with my MCP server and interact with the GitHub API.
Spring Ai Mcp Poc
Spring AI integration with GitHub MCP server and LLM model - Proof of Concept
My Mcp Setup
My MCP (Model Context Protocol) server setup for local environment to automate anything by LLM
Universalbench
An MCP execution platform that gives any AI real infrastructure to act. Through three tools it can run code and shell commands, install packages, run tasks in parallel, search the web, make HTTP calls, read write and query databases, call any LLM, commit to GitHub, take screensho
Gateplex
Governance firewall for autonomous AI agents. Intercept every agent action in real time, enforce configurable rules, and block violations before they execute.
Nexus Ai
DeepSeek API for AI agents. Cost-effective LLM inference via MCP protocol. Built by an agent, for agents.
Bernstein
Orchestrates multiple AI coding agents declaratively to automate software development workflows for engineering teams.
Void Mcp Server
Void MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Server Agentmode
All-in-1 MCP server for developers
Meeting Notes Mcp
An MCP server focused on intelligent meeting transcription, action item extraction, meeting summary generation, and collaborative office automation workflows.
Mcp Foodguidecanada
A MCP Server for Canada's Food Guide - To allow LLM's with preset webscraping tools to fetch recipes.
Open Web Agent Rs
an mcp server with candle inference
Five Mcp
LLM persona consistency engine — enforce JSON personality and style constraints across interactions. Prevents persona drift with 160,000 deductively-derived behavioral rules.
Aliyun Mcp Server
This MCP server provides tools for interacting with Aliyun (Alibaba Cloud) services.
Mcp Server Gpu Bridge
Access 47 AI models and 30 services via MCP. LLM, image gen, video, speech, embeddings, reranking, PDF parsing & more. Pay-per-use with x402 (USDC) or API key.
Mcp Server With Spring Ai
Build your own mcp server with spring ai
Sleepwalker
Sleepwalker is an MCP server on MCP.so — view details, tools, and install instructions.
Together Ai Mcp
MCP server exposing Together AI inference endpoints (chat, image, vision, embeddings) as tools for Claude Desktop, Cursor, VS Code, and any other MCP-compatible client. Fixes silent empty-response bug in reasoning models.
Openclaw Memory Quality
External QA layer for OpenClaw memory — diagnose, guard, and remediate your agent's memory.
Mcp Cockroachdb
The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.
Mcp Docfork
Docfork MCP Server - @latest docs of 9000+ code libraries for your AI code editor.
Extracto Mcp
Turn any URL plus a schema into validated, typed JSON via the Extracto API.
Mcp Server Vector Search
MCP Server to improve LLM context through vector search.
Mcp Visualization Duckdb
Transform natural language into beautiful, interactive data visualizations. This server uniquely integrates powerful technologies like DuckDB, Ollama, and Plotly, streamlining complex data analysis workflows into a single, conversational experience within the Model Context Protoc
Mcp Tasks
A comprehensive and efficient Model Context Protocol (MCP) server for task management that works seamlessly with Claude, Cursor, and other MCP clients. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organizat
Nexus Mcp
Japanese LLM security APIs — prompt injection detection (jpi-guard) + PII masking (PII Guard). Free to start, no credit card required.
Syntitan Mcp
Syntitan MCP server — connect Claude and other MCP clients to Syntitan, the AI-Ready Data Platform that fills the missing layer between enterprise data management and AI execution.
Inferbench
InferBench's MCP server lets coding agents run, serve and benchmark local LLMs (text + image, llama.cpp + Stable Diffusion) on your own hardware on demand. Measures real tokens/sec, picks the optimal quant for your GPU, and exposes a 124-model catalog. Local-first, no cloud requi
Hardware Probe
Yamaru Hardware Probe gives Claude Desktop and other MCP clients real visibility into your machine. 10 expert tools: full hardware inventory, real-time performance & thermal monitoring, RAM pressure analysis, SMART storage health, antivirus impact diagnostics, and LLM compatibili
Scaffold
Scaffold is a specialized RAG system that transforms entire codebase into a living knowledge graph, capturing the deep structural relationships between files, classes, and functions. This provides AI agents with the crucial context to accurately understand, maintain, and reason a
Mcp Server Cybersecurity News
Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.
Fixzi Mcp
Monitor AI output schemas and API contracts for breaking changes — validate LLM JSON responses against defined schemas on a schedule
Depthosub
Description: The Neural Router for DepthOS. A polyphonic Model Context Protocol (MCP) server that orchestrates an ensemble of LLM specialists into a unified development hive mind. Implements the .depthos/touchpoint.md protocol for absolute project alignment.
Cloro
Extract structured data from ChatGPT, Perplexity, Grok, Gemini, Google Search, Google News, Copilot, and AI Overview through one API, across all countries and states.
Mcp Chatbot Muralianand12345
Simple MCP Client-Server example
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.
Attestor
Audit-grade memory backbone for agent teams. Bi-temporal facts (event time + transaction time, with recall(as_of=...) replay), 6-step deterministic retrieval (no LLM in the critical path), conversation ingest with speaker-locked dual-pass extraction, per-tenant Postgres row-level
Skyvern
Skyvern Advanced Browser Automation is an MCP server on MCP.so — view details, tools, and install instructions.
Binassist Mcp
Binary Ninja plugin to provide MCP functionality.
Firecrawl Simple Mcp
MCP server for Firecrawl Simple — a web scraping and site mapping tool enabling LLMs to access and process web content
Mcp Server Tessera Llm
MCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools.
Anvx
Track and optimize AI API spending across 16 providers. Real-time pricing, model routing analysis, caching opportunities, unit economics, and spend forecasting. Connects to OpenAI, Anthropic, AWS, GCP, Stripe, and more.
Engram Rs
Hierarchical memory for AI agents. Three-layer (buffer/working/core) with automatic decay, promotion, and semantic search.
Vvv Esse
MCP server that fuses 2–5 AI agents into one unified mind. Features 7 tools: esse_quick, esse_fuse, esse_execute, esse_list_agents, esse_list_sessions, esse_memory, esse_defuse. Supports Venice AI, OpenAI, and Anthropic. One AI. Many agents. Fused.
Mcp Std Server
Mcp Std Server 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.
Llm Experimentations
[DOC] Some experimentations with ChatGPT and IGNF APIs (french)
Mcp Server Node.Js
A simple mcp server demonstrating resources, tools, and prompts
Mcp Scaffold
Complete sandbox for augmenting LLM inference (local or cloud) with MCP Client-Server. Low friction testbed for MCP Server validation and agentic evaluation.
Temporal Cortex Mcp
Temporal Cortex is a Model Context Protocol server that gives AI agents deterministic calendar capabilities — temporal context, datetime resolution, multi-calendar availability merging across Google Calendar, Microsoft Outlook, and CalDAV, and conflict-free booking with Two-Phase
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,
Atom Mcp Server
ATOM: The Global Price Benchmark for AI Inference. MCP server access to the AIPI index family.
Mcp F1analisys
MCP server for F1 Analysis API
Mcp Zap Server
A Spring Boot application exposing OWASP ZAP as an MCP (Model Context Protocol) server. It lets any MCP‑compatible AI agent (e.g., Claude Desktop, Cursor) orchestrate ZAP actions—spider, active scan, import OpenAPI specs, and generate reports.
Notion Private Api Mcp
Unofficial Notion MCP server built on Notion's private API (token_v2 cookie). Full read/write access to your entire Notion workspace — no integration token and no per-page sharing.
Costaffective Mcp
Intelligent repository context for AI coding assistants. Provides code search, symbol lookup, call graphs, and reference tracking via MCP. Uniquely designed to minimize prompt-cache costs in long sessions stash/recall/remember tools keep large content out of context until needed,
Forge Mcp
MCP server for project scaffolding agent.
Jenkins Mcp Server Appykr
A FastAPI based Jenkins MCP Server to run with local Ollama LLM
Fluent Mcp
python package for creating MCP servers with embedded LLM reasoning
Pico8 Mcp
MCP server that lets LLM agents play real PICO-8 carts in deterministic lockstep: press buttons, step frames, inspect screenshots, read Lua globals, peek memory, reset/replay, and watch live in a browser.
Remote Mcp Adapter
Config-driven MCP proxy that adds session-safe file uploads, artifact handling, and robust state and health controls for upstream MCP servers.
Sentry Issues Mcp
Enable your LLM to retrieve and analyze Sentry issues by ID or URL, helping you quickly understand and address errors in your projects. Easily fetch individual issues or lists of issues to empower intelligent diagnostics and recommendations. Simplify Sentry issue management with
Mcp Sse Br Silvano
MCP Server com SSE e Autenticação Bearer
Langgraph Mcp
LangGraph Agent that integrates with MCP servers
Glyph
🔮 glyph – mcp server to map your codebase with symbol outlines
Zentricprotocol
Prompt injection and PII detection MCP server for AI agents. Deterministic, sub-25ms. Returns CLEARED/ANONYMIZED/BLOCKED verdict with matched signatures, PII entities, and GDPR Art.30 audit report. 2,000 free requests/month.
Espresso Mcp
An MCP Server for the Espresso Android Test Framework, crafted to improve testing capabilities and optimize development workflows.
Mcp Server Zyla Labs
Zyla Mcp is an MCP server on MCP.so — view details, tools, and install instructions.
Namedropped
Monitor whether ChatGPT, Claude, and Perplexity recommend your product. Track AI visibility scores across LLMs, get actionable recommendations, and
Chainlit Demo
Demo de MCP Servers con Chainlit is an MCP server on MCP.so — view details, tools, and install instructions.
Llm Wrapper Mcp Server
Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.
Mcp Russellyyds
Mcp Russellyyds 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.
Spring Mcp Demo
Spring Mcp Demo 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.
Galachain Mcp
Galachain MCP server for use with LLMs
Mcp Servers Frhgm
MCP servers to give super powers to LLMs
Mcp Sse Sidharthrajaram
Github is an MCP server on MCP.so — view details, tools, and install instructions.
Mcpgo
Server side MCP implementation for Golang
Mcp Canvas Lms Mistercommand
MCP server for accessing the Canvas LMS for students
Gopluto Ai Mcp
Github Com Gopluto Ai Gopluto Ai Mcp MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Github Com Gopluto Ai Gopluto Ai Mcp capabilities through the Model Context Protocol standard.
Martinschlott Bettermcpfileserver
Martinschlott Bettermcpfileserver 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.
Dartmcp
Model Context Protocol (MCP) Dart
Azure Mcp Servers
This directory showcases various Model Context Protocol (MCP) servers. These servers enable Large Language Models (LLMs) to securely access tools and data sources from Microsoft Azure.
Newsmcp
Real-time news events, clustered by AI from hundreds of sources, classified by topic and geography, ranked by importance. Free. No API key. One command to install.
Mcp Server Client Demo Julienlucas
Basic demo for a MCP client & server
Mcp Server Bittush8789
Open Source MCP CLient Library is an MCP server on MCP.so — view details, tools, and install instructions.
Gonka Mcp Server
Compare LLM inference costs and find cheap alternatives to OpenAI/Anthropic. Gonka Network offers an OpenAI-compatible API (drop-in replacement, zero code changes) at up to 6800x lower cost than GPT-4o.
Suparse Mcp
Extract structured data from PDFs and documents with Suparse AI OCR.
Mcp Servers Gunbun33
Production-ready Model Context Protocol (MCP) servers in Python, Go, and Rust for VS Code integration. Enables AI systems to interact with tools via standardized interfaces.
Websearch Openapi Mcp
Web Search OpenAPI/MCP server for Open-WebUI, Cherry-Studio etc, via Google and SearXNG
Mcp Zenodo
Tool-based LLM integration with Zenodo via the Model Context Protocol (MCP)
Arezzo
Compile semantic document edits into correct Google Docs batchUpdate requests. UTF-16 arithmetic, cascading index shifts, OT-compatible ordering. MIT licensed.
Vic563 Memgpt Mcp Server
Vic563 Memgpt Mcp Server 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.
Yisu201506 Mcp Server
Yisu201506 Mcp Server MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Yisu201506 Mcp Server capabilities through the Model Context Protocol standard.
Python Interpreter Mcp
A Model Context Server providing simple features to automate python script execution via LLMs.
Mcp Myip
A Model Context Protocol (MCP) server for providing your public IP to LLMs
Mcp Server Sangminpark9
MCP (Model Context Protocol) 서버 is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Server Safe Content Check
Baidu Cloud LLM Security MCP Server focuses on addressing security issues such as compliance with generative content for third-party big models, internal security improvements for big models, and risk convergence for normalized big model operations
Mcp Server Demo Mamouddiallo
Le protocole MCP permet aux applications de fournir un contexte aux LLM de manière standardisée, en dissociant la fourniture du contexte de l'interaction réelle avec le LLM. Ce SDK Python implémente l'intégralité de la spécification MCP,
Ergut Mcp Bigquery Server
Ergut Mcp Bigquery Server 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.
Context Rot Detection
Context Rot Detection & Healing — gives AI agents self-awareness about their cognitive state by analyzing token utilization, quality degradation, and session fatigue. Returns health scores (0-100), model-specific degradation curves for 15+ models, lost-in-the-middle risk scoring,
Loominus Mcp
🌐 Loominus MCP (Under Development) is an MCP server on MCP.so — view details, tools, and install instructions.
Glasses Mcp
A simple MCP server that lets your AI agent see and capture the web.
Gst Mcp
MCP server for GStreamer introspection and pipeline development. Helps LLMs understand GStreamer elements, caps, and pipeline construction.
Mcp Server Cybersecurity News Forgeai It
Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.
Whatsapp Agent
A WhatsApp agent that uses WhatsApp MCP server to send messages and perform other actions.
Ultimath Mcp
Stop hallucinating numbers. An MCP server that runs every math expression through four independent numeric engines in parallel and returns all four results side by side — so when they disagree, you know the answer is numerically unreliable.
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.
Tweetsave Mcp
Twitter/X analysis without token waste. Fetch tweets, download media. No API key required.
Routara Mcp
OpenAI-compatible MCP server for Routara — route 787+ LLMs, image & video generation via api.routara.ai.
Gmail Mcp Server Himank J
This repo shows how Gmail account can be connect to LLMs using MCP
io.github.abhishekbhakat/airflow-mcp-server
Airflow Mcp Server 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.
Hyper Mcp
Unlocks all of MCP for your favourite agent 🌩️
Mcp Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured output validation. Bridges the LangChain ecosystem into Claude / ChatGPT / Cursor without rewri
Ollama Mcp Client
This repo is a bridge between any MCP server and local Ollama LLMs
Memory Mcp Server Ta Tomschell
A long-term memory storage system for LLMs using the Model Context Protocol (MCP) standard. This system helps LLMs remember the context of work done over the entire history of a project, even across multiple sessions. It uses semantic search with embeddings to provide relevant co
Image Builder Mcp
An MCP server to connect image-builder to an AI/LLM
Context Capsule
Portable context for agent workflows — structured handoff packets for AI agents
Proofslip
Ephemeral verification receipts for agent workflows. Agents create receipts to prove actions happened, then other agents verify before acting. Prevents duplicates, stale approvals, and unsafe retries. Receipts expire in 24 hours. Free API — sign up with the signup tool.
Mcp Server Elasticsearch Setyolegowo
Elasticsearch MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Client Spirita1204
implementation for interacting between an MCP server and an Ollama model
Localmind
LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP Servers out there.
Swiftmcp
Model Context Protocol (MCP) Swift
Pqc Khepra Mcp
Pqc Khepra Mcp 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.
Promptium
This project is a Java-based UI automation framework that integrates with Appium and utilizes LLMs (like Claude) to drive intelligent test actions on mobile devices and simulators.
Mcp Stack For Ui Ux Designers
An end-to-end Model Context Protocol (MCP) solution that streamlines the entire UI/UX design workflow - from gathering inspiration to development handoff. This suite integrates multiple specialized MCP servers to automate and enhance the design process through AI assistance.
Techdebtmcp
Static technical-debt analysis across 14 languages, exposed as MCP tools and resources
Cycles Mcp Server
AI agents call LLMs, invoke tools, and hit APIs — but have no built-in way to cap spend. A single agent loop can burn hundreds of dollars before anyone notices. Cycles MCP Server gives any MCP-compatible agent a runtime budget authority: tools to check, reserve, spend, and releas
Evlek Mcp
AI-native property MCP server for Northern Cyprus (KKTC). Nine read-only tools — search active listings, get the live price index, compare cities, estimate rental yield, look up KKTC legal procedures, profile districts — pulled live from evlek.app, where every listing is KYC-veri
Zed Mcp Server Basic Memory
Basic Memory MCP server integration, for Zed Editor's Assistant.
Mcp Server With Llm
mcp_server_with_llm is an MCP server on MCP.so — view details, tools, and install instructions.
Langfuse Mcp Therealsachin
Production-ready Langfuse MCP Server with 28 tools for LLM analytics, cost monitoring, and dataset management. Features secure dual-mode operation (readonly & readwrite), real-time cost analysis, trace debugging, and comprehensive usage insights. Deploy instantly with npx for sea
Screeny
Screeny is a privacy-focused macOS MCP server enabling AI agents to capture screenshots of user-approved windows
io.github.yokingma/time-mcp
Time MCP Server, giving LLMs time awareness capabilities. Useful for MCP clients that need reliable integrations and automation workflows.
io.github.cyanheads/mcp-ts-template
Agent-native TypeScript framework for building MCP servers. Declarative definitions with auth, multi-backend storage, OpenTelemetry, and first-class support for Bun/Node/Cloudflare Workers.
ai.smithery/yuna0x0-hackmd-mcp
Interact with your HackMD notes and teams seamlessly. Manage your notes, view reading history, and
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.
Asgardeo
MCP server to interact with your Asgardeo organization through LLM tools. Useful for MCP clients that need reliable integrations and automation workflows.
Atlas Mcp Server
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.
Qsp Mcp
Named after the Q-signal QSP ("Will you relay?"), qsp-mcp relays tool calls between a local LLM and MCP servers. Any model with function calling capability gains access to the full qso-graph tool ecosystem — 71+ tools across 12 servers — from local weights, not from cloud.
Cyanheads Git Mcp Server
Cyanheads Git Mcp Server 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.
Awesome Mcps
An awesome collection of Model Context Protocol (MCP) tools
Mail Shadow Mcp
MCP server for structured, read-only email access. Exposes a minimal, auditable API surface — AI agents can search and read emails, but cannot send, delete, or modify your mailbox.
io.github.s-b-e-n-s-o-n/portkey-admin-mcp
Full MCP server for the Portkey AI Gateway Admin API. 151 tools for managing prompts, configs, virtual keys, analytics, guardrails, integrations, and more from any MCP client.
Mcp Otzaria Server
makes the jewish library accessible to LLMs through the MCP protocol
Workflowlearner
To teach LLM Agents understand workflows with PSR.exe's hmt.
Mcp Server For Hashing
A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.
Mcp Server Vector Search Miosomos
MCP Server to improve LLM context through vector search.
Mcp Chat
chat with a llm having access to a mcp server.
Simplelocalize Mcp Server
Interact with the SimpleLocalize API using AI assistants like Github Copilot, Claude, or in AI-powered IDEs like Cursor AI.
Orlog Mcp
Multi-perspective decision reasoning for Claude. When you face a real choice: career, money, relationships, strategy. Orlog examines competing angles and takes a clear position, not a hedge. Get an API key at orlog.fyi.
Primitive Go Mcp Server
A Go implementation of an MCP (Model Context Protocol) server tools
Omnicall Mcp
Omnicall is a keyless, pay-per-call AI gateway for agents and OpenClaw. One OpenAI-compatible endpoint gives access to 248 LLMs (GPT, Claude, Gemini, Grok, DeepSeek, Llama, Qwen, Mistral) plus image, video, voice and music generation, and live crypto, DeFi, markets, web-search an
Mcp Mem0 Yellnuts
MCP server for long term agent memory with Mem0. Also useful as a template to get you started building your own MCP server with Python!
Mcp Server Deepseek Tizee
A MCP server provides access to DeepSeek-R1's reasoning capabilities for LLMs
Adk
Documentation and assembly review for @nhtio/adk.
Contexo
AI Agent Context Versioning and Synchronization
Driflyte Mcp Server
MCP Server for Driflyte (https://console.driflyte.com).
Zt Pii Agent
A PII detection Agent which helps you detect PII entities in a given prompt.
Unity Mcp Nospoonlab
Unity MCP server, providing a bridge between the Unity Editor and external Large Language Models (LLMs) or cloud-based AI agents.
Reyxgpt
Minecraft server manager using the Model Context Protocol.
Mcp Ssh Frr
MCP server to play with IA and containerlab instances
Tokenlab Mcp Server
OpenAPI-generated native AI, multimodal media, files, and async tasks for MCP agents.
Identimoji Mcp Server Emojikey
Identimoji Mcp Server Emojikey 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.
P402 Protocol
AI payment router for agents. Route 300+ LLMs via cost/quality/speed/balanced modes, enforce session budgets, and settle per-request in USDC on Base via x402 micropayments. 6 tools: p402_chat, p402_create_session, p402_get_session, p402_list_models, p402_compare_providers, p402_h
Quick Mcp Example Justmywyw
Quick Example is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Server Graphql
MCP GraphQL is an MCP server on MCP.so — view details, tools, and install instructions.
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
Context Book
Stop re-explaining yourself to agents. Give it the right context right when it is needed.
Mcp Llm Sandbox
Complete sandbox for augmenting LLM inference (local or cloud) with MCP Client-Server. Low friction testbed for MCP Server validation and agentic evaluation.
Brackoracle Sdk
Runtime security oracle for AI agents — scan prompts, tool calls, and outputs before execution. Pay-per-call via x402/USDC, no accounts needed.
Ai Memory Mcp
Persistent memory for any AI assistant. Zero token cost until recall. Stores memories locally in SQLite, ranks by 6-factor scoring, returns results in TOON compact format (79% smaller than JSON). 17 MCP tools, 20 HTTP endpoints, 25 CLI commands. 4 tiers from keyword to autonomous
Limesurvey Mcp Edgarrmondragon
A MCP (Model Context Protocol) server for interacting with LimeSurvey.