MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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Meaning Model MCP server: revisable general-purpose models with opt-in storytelling and ideation add-ons, on a Rust engine
npm (MIT AND CC-BY-4.0) -
This package has moved to @putervision/world-model-mcp
npm MIT -
model-ledgergithub.com/block/model-ledgerupdated this year
Developer-first model inventory and governance framework for SR 11-7, EU AI Act, and NIST AI RMF compliance
pypi Apache-2.0 -
Open-source model inventory & governance. Discovers every model, rule, and pipeline across all your platforms as one immutable, agent-queryable graph — git for models.
Apache-2.0 ★ 17 -
AI model router for agents. Checks whether a local model can handle the task before calling cloud inference. LOCAL/CLOUD verdict saves cost on every call.
npm MIT -
MCP server: which AI model is up, fast, popular or low-priced right now. Public data, no API key. Node 18, zero deps.
MIT -
model-radar-mcpgithub.com/srclight/model-radarupdated this year
MCP server that discovers live catalogs across HTTPS providers and subscription CLIs, ranks models by latency, and helps AI agents pick or compare them.
pypi MIT -
A grammar and method for progressively resolved worlds, concepts, understanding, and stories, with a Rust engine and MCP server.
npm MIT -
model-context-protocolgithub.com/arkapatra31/model-context-protocolupdated this year
Implementation of Anthropic's Model Context Protocol
Apache-2.0 -
MCP for AI-assisted patch design with various guitar modelers
MPL-2.0 ★ 1 -
🌐 Persistent 3D/2D spatial world model MCP server for AI agents. Entity tracking, object permanence, AABB collision simulation & view frustum projection via local SQLite.
npm MIT ★ 25 -
Model Context Protocol Server PoC Project
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model-scout-mcpgithub.com/danielrosehill/model-scout-mcpupdated this year
MCP server for discovering, comparing, and selecting LLM models across providers with real-time pricing and capabilities
npm MIT -
Local MCP server: find the cheapest AI model that passes your own tests
pypi MIT -
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MIT -
Deterministic Python Model Context Protocol (MCP) server & autonomous agent skill for Pairwise Bradley Terry Reward Model.
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ai-model-governance-mcpgithub.com/apifyforge/ai-model-governance-mcpupdated this year
AI model governance intelligence for AI agents, compliance teams, and legal counsel — delivered via the Model Context Protocol.
MIT -
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Multi-disciplinary mental models & cognitive coaching for AI agents via NPX
npm MIT -
Review 3D models (STL, 3MF, Bambu Studio projects) with your AI assistant by pinning notes to the model. MCP server with a browser viewer.
MIT -
An MCP server that seats other LLMs at your table — ask them, compare, synthesize
MIT ★ 2 -
model-context-protocol-servergithub.com/PAIshanMadusha/model-context-protocol-serverupdated this year
A monorepo containing three independent MCP (Model Context Protocol) servers, implemented using three different runtime environments.
MIT ★ 1 -
ai-model-advisor-mcpgithub.com/semicolon-d/model-advisor-mcpupdated this year
An intelligent Model Context Protocol (MCP) Server that acts as an AI model advisor. Compare LLM and media pricing, features, and quality across 1,000+ models from OpenRouter, fal.ai, Together AI, Replicate, and Fireworks AI. Deeply compatible with Claude
npm MIT -
MCP Server to generate message with Apple FoundationModels
MIT ★ 7 -
Model-ID-Cheatsheetgithub.com/aezizhu/Model-ID-Cheatsheetupdated this year
Model-ID-Cheatsheet — live model IDs, pricing, context windows, and capabilities for OpenAI, Anthropic, Google, xAI, Mistral, DeepSeek, Meta, and 12+ providers. MCP server + auto-updater. Tracks riftrunner and all LMArena anonymous models.
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Open-source Revit MCP server: let Claude and other AI assistants read and edit BIM models, with human approval on every change.
GPL-3.0 ★ 124 -
MCP server for Website Phrase and Business Model Classifier. Classify company websites as B2B or B2C, SaaS, online store, agency, manufacturer, wholesaler, distributor, or marketplace, and match your own phrases, with quoted evidence from each site. Runs
npm MIT -
Simple MCP project, that lets you access documents and edit it with CLI
MIT ★ 1 -
MCP server that lets Claude explain ML model predictions with SHAP: feature importance, per-prediction explanations, what-if analysis and plots. Read-only and works with any joblib model.
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SnapGenAI-MCP-Model-Context-Protocolgithub.com/SnapGenAI/SnapGenAI-MCP-Model-Context-Protocolactive
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Apache-2.0 ★ 5 -
model_control_protocolgithub.com/Haloween-arch/model_control_protocolupdated this year
created 2 mcp server and a client and frontend
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MCP server delegating bounded coding tasks to an OpenAI-compatible model: explicit read/write paths, diff validation, risk-based routing.
MIT -
MCP server for AWS Bedrock - text, image, video, and embeddings across Claude, Llama, Mistral, Nova, Qwen, DeepSeek, GPT-OSS and more
MIT ★ 3 -
Model Context Protocol (MCP) servers powered by FastMCP & Python, featuring a full-featured Expense Tracker MCP Server with SQLite backend and JSON category taxonomy.
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claude-model-routergithub.com/korelex/claude-model-routerupdated this year
Routes each task to the cheapest Claude model that still clears the quality bar — a Claude Code skill + MCP server that optimizes total cost to an acceptable answer, not sticker price.
MIT ★ 3 -
MCP server for Website Phrase and Business Model Classifier. Classify company websites as B2B or B2C, SaaS, online store, agency, manufacturer, wholesaler, distributor, or marketplace, and match your own phrases, with quoted evidence from each site. Runs on Apify. Clay-ready output.
MIT -
List the models each AI provider's API serves (OpenAI, Anthropic, Gemini, Mistral, xAI, DeepSeek, OpenRouter) and see what's new since the last run. Zero-dependency CLI, library and MCP server.
MIT -
MCP world-model memory server for coding agents; ships the etch-verify offline audit-chain verifier CLI
pypi MIT -
MCP server for AWS Bedrock - text, image generation and editing, video, and embeddings across Claude, GPT, Grok, Kimi, Gemma, Mistral, Nova, Qwen, DeepSeek and more
npm MIT -
Pick the best AI model and reasoning effort for any task in ~1s. Plugin for Claude Code, Claude Desktop and Codex, powered by TypeSafe's Jev decision model and live OpenRouter pricing. Balance intelligence, speed and cost, or choose your priority.
MIT ★ 3 -
AskAway Model: hooks and MCP that make Claude Code, Claude Desktop and Codex delegate decisions to TypeSafe JEV through a local gateway.
Apache-2.0 -
model-context-streamgithub.com/thejavapirate/model-context-streamupdated this year
Living, event-driven MCP server: durable context streams, task queue with exactly-once claims, and versioned protocols for AI agent fleets. Self-hosted, MIT.
MIT ★ 1 -
Model Context Protocol Serverno update data
Integrate your applications with real-world data and tools seamlessly. Access files, databases, and APIs while leveraging the power of language models to enhance your workflows. Simplify complex interactions and automate tasks with a standardized approach.
smithery -
Model-Database-Protocolgithub.com/DorukYelken/Model-Database-Protocolupdated this year
Model Database Protocol — intent-based, secure database access for LLMs with schema validation, policy engine, data masking, and MCP server support
★ 8 -
Give your AI coding agent superpowers — parallel multi-model queries, smart routing, and image/video generation across OpenAI (GPT-6, GPT-5.6, GPT Image 2), Gemini (Nano Banana, Veo), DeepSeek, Kimi and any OpenAI-compatible endpoint. Works with Claude Co
npm MIT -
Talk to live Autodesk Revit models from Claude, Cursor or any MCP client. One undo per change, read-only switch, MSI and Intune ready, Revit 2022-2027.
pypi MIT ★ 16 -
cursor_multi_model_mcpgithub.com/felixzhudev/cursor_multi_model_mcpupdated this year
MCP server for Cursor — query OpenAI (GPT), Google (Gemini), and Anthropic (Claude) in parallel. Single tool, env-based config.
MIT -
Model Context Protocol Server for Smitheryno update data
Provide a simple and effective way to demonstrate Model Context Protocol functionality. Easily deployable on Smithery, it allows you to echo text and retrieve the current time in various formats. Enhance your applications with seamless integration of real-time data and tools.
smithery -
local-model-workers-mcpgithub.com/gaabrielrd/local-model-workers-mcpupdated this year
Servidor MCP que delega exploração de código, busca semântica, testes e correções a modelos locais, retornando resultados estruturados e diffs validados.
MIT ★ 1 -
An implementation of Anthropic's Model Context Protocol (MCP) using the Python MCP SDK. This repository demonstrates how to standardize communication between an AI agent and external tools, separating tool execution from agent logic for true cross-framework interoperability.
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MCP server that lets AI agents (Claude Code, GitHub Copilot) model Dataverse and the Power Platform: tables, views, security roles, solutions, workflows, business process flows, cloud flows. Delegated auth, read-only mode, production guard.
MIT ★ 8 -
world-model-mcp is a signed audit memory server for AI coding agents, delivered as an MCP tool. Every event Ed25519-signed and Merkle-chained; offline-verifiable against pinned public keys. Hosted platform with hybrid post-quantum signing at etch.systems.
MIT ★ 24 -
Ask several LLMs the same question, have them grade each other blind, and measure how biased the graders are. A provider-agnostic LLM Council with judge-bias analytics, CLI, MCP server and web UI.
MIT -
Badgr — GPU Compute, AI Model Deployment & Agent Executionno update data
**Run GPU workloads, deploy AI models, access inference APIs, and execute AI agents using Badgr's MCP server.** Badgr is an AI compute and workload execution platform for developers, coding agents, and AI assistants. Run workloads on cloud GPUs or compatible customer-owned GPUs (BYO GPU), with cost controls, execution logs, and verified results. **What can Badgr do?** - **GPU Compute / AI Workloads:** Run Python scripts, machine learning jobs, batch inference, and supported ComfyUI workflows. - **AI Model Deployment:** Deploy and serve LLMs using compatible runtimes such as vLLM and SGLang. Get a verified, OpenAI-compatible inference endpoint. - **AI API / LLM Inference:** Make AI API requests with response validation, supported fallback routing, and bounded execution. - **AI Agent Execution:** Launch coding and testing agents, run tasks, check acceptance criteria, and retrieve execution receipts. **Key features:** Cloud GPU execution, BYO GPU support, model serving, AI agent jobs, workload verification, execution logs, cost limits, and deployment management. Connect Badgr to your MCP-compatible AI assistant to execute real workloads instead of just generating instructions. Get started: https://aibadgr.com **Requires a Badgr API key. GPU workloads and other paid execution may incur usage charges.**
smithery -
llm-advisor-mcpgithub.com/daichi-kudo/llm-advisor-mcpupdated this year
MCP server for LLM/VLM model selection — compare 300+ models with real-time benchmarks, pricing, and personalized recommendations. No API key required.
npm MIT -
Catch outdated AI model names in code, and look up current models, prices and limits.
npm MIT -
Sign in, train, and call Zils decision models from your terminal
npm MIT -
MCP server and companion skill for AI agents to build, edit, inspect and export native parametric SOLIDWORKS models.
MIT ★ 11 -
NetLogo-MCPgithub.com/Razee4315/NetLogo-MCPupdated this year
The first MCP (Model Context Protocol) server for NetLogo, enabling AI assistants like Claude to create, run, and analyze agent-based models through natural conversation.
MIT ★ 28 -
MCP server for AI-assisted Minecraft modeling in Blockbench: a stdio adapter and desktop plugin bridged over a loopback WebSocket to create and edit Java block/item models, build GeckoLib models and animations, assign textures, and capture viewport screenshots.
npm MIT