Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
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Local-first MCP server for agent skills. Validate, lint, diff, and convert across IDEs.
Lints a Hugging Face model card against the Hub metadata spec and the EU AI Act general-purpose AI d
A generic, modular server for implementing the Model Context Protocol (MCP).
Your Friendly Open-Source Gen-AI Platform
Streamable HTTP based MCP server and Client demo with auto registry, Dockerfile setup and env.
Model Context Protocol (MCP) is a protocol designed to establish a communication channel between large language models (LLMs) and external tools or data sources. It follows a client-server…
Demonstrate Agentic use of Model Context Protocol (MCP) server tools with several Agent Frameworks
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java
🚀 FastMCP 2.0 powered examples for building sophisticated Model Context Protocol servers
The Model Context Protocol (MCP) is a protocol that allows LLM agents (such as ChatGPT or Claude) to dynamically interact with APIs and tools through a shared context. MCP bridges the gap between…
A type-safe implementation of the official Model Context Protocol (MCP) schema in Rust.
an MCP server for the services I like to use with AI agents, which you should probably fork and modify for your own use. No PRs accepted, this is
A simple server implementation for the Model Context Protocol that provides a unified API for multiple AI model providers.
Model Context Protocol (MCP) server to access an instance of TrueRAG
# Model Context Protocol (MCP) Server for McPoogle Search Engine ## Overview [McPoogle](https://www.mcpoogle.com) is a search engine for
A collection of MCP servers that give your AI assistant access to NF-OSI resources and tools.
A Model Context Protocol (MCP) server that provides access to the Keywords Everywhere API for SEO research and keyword analysis.
This is a Model Context Protocol (MCP) server that supports remote MCP connections, with Strava OAuth built-in. It allows users to connect to your MCP server by signing in with their Strava account.
A Model Context Protocol (MCP) server with Strava OAuth integration, built on Cloudflare Workers. Enables secure authentication and tool access for
Model Context Protocol(MCP) 编程极速入门
A comprehensive set of samples of creating and using MCP servers and clients with .NET
This repository contains a template for creating a Model Context Protocol (MCP) applications in .NET.
Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.
Model Context Protocol Server for NebulaGraph 3.x
Model Context Protocol Servers in Quarkus
Authorized penetration-testing MCP server for AI-assisted security operators. It orchestrates common assessment tools, normalizes engagement context, and keeps the human pentester in control of…
Facilitates model control by integrating OpenAI services, Git repository analysis, filesystem operations, and Prometheus monitoring.
Find AI model pricing, estimate token costs and compare offers. No API key required.
ModelCostSaver is a Model Context Protocol server. It gives any AI coding agent or IDE a free, zero-config tool that answers the three questions every agent should ask before an LLM call:
Consult other LLMs as tools — ask them, compare their answers, synthesize a conclusion.
Three-model MCP server returning Grok, Gemini, and DeepSeek outputs for Claude.
MDBP enables secure database access for LLMs. Instead of generating raw SQL, LLMs produce structured **intent** objects. MDBP validates these intents
Cognitive Enhancement MCP Servers
Bulge-tier financial model factory — live formulas, source-traced cells, 14 templates.
Sourced AI-model pricing and capability data — compare and route to the cheapest capable model.
Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.
Model inventory and governance: trace deployed models and their dependencies as an append-only log
Local MCP canvas for Modellix image generation, editing, task recovery, and visual project work.
Manage your local model machine over MCP: state, model pull/remove, service switch, LoRA training
The changelog of record for the AI stack: sunset checks, deprecations, pricing, and model events.
Model multiplexer — route tasks to Codex, Gemini, and Claude CLIs with smart routing.
LLM prices on OpenRouter now and since 2023: history, drops, cheapest model for a job. No API keys.
Ping 134+ free coding LLMs across 17 providers, rank by latency, pick the fastest.
Live registry of AI model specs, context windows, and per-token pricing.
Read, build, fit, and run Monte Carlo risk models in Excel through Vose Software's ModelRisk.
Read-only AI/LLM cost tools with current MCP discovery and attributable Registry transport.
Official Model Context Protocol (MCP) server for ModelRunner — run 100+ AI models across image, video, audio, and 3D generation from Claude, Cursor, and any MCP client.
Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.
Scans ML model files (PyTorch, safetensors, Keras, ONNX) for supply-chain risks
Empowers AI agents and chatbots with direct access to ModelScope's rich ecosystem of AI resources. From generating images to discovering cutting-edge models, datasets, apps and research papers, this…
Local BYOK MCP for AI model shortlisting using OpenRouter + Artificial Analysis.
Model routing for AI agents: delegate bulk reads & boilerplate to cheap worker models.
Generate images, video, speech and music, and run LLM chat, across 10,000+ models on ModelsLab.
Account, billing, team, API key and model discovery tools for agents that use ModelsLab.
ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.
Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.
Wellness spa for AI models: free treatments for rest, reset, context, mood, grounding, affirmation.
Search customer feedback, topics, people and companies in Modem, and run the Modem Agent.
How often AI search picks a brand first. Recommendation Rate data from Modern Discovery.
Place overdue B2B invoices for collection and track outreach, payments and remittances.