MCP servers for ai

Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is

Daily radar for new AI terms: names of new models, products and repos, caught on X, Hugging Face, GitHub and sitemaps before keyword tools list them.

runs anywhere. uses anything

MCP server for the Live Tennis API — give Claude, Cursor and other LLM agents real-time tennis scores, odds and model win-probability

The open source AI coding agent, in Rust. CLI, TUI and HTTP server for local AI agents — no Docker required.

MCP security scanner — offline, deterministic A–F Trust Score for Model Context Protocol servers. Detects tool poisoning, prompt injection & toxic flows.

WordPress MCP server plugin, live on WordPress.org. Connect Claude Code, Cursor, or any MCP client to WordPress over stdio (WP-CLI) or HTTP. 56 abilities, self-contained, no cloud.

Give the agent "this" and he gets a real PC.

将工业设备变成 AI 可控工具的 MCP 服务器。支持 Modbus、OPC UA、MQTT 三种协议，内置设备仿真引擎、物理模型和完整的调试工具链。让 Claude 用自然语言监控传感器、启停电机、执行工厂巡检。

🍟 麦当劳中国官方 MCP 智能助手技能：把 35 个原子工具编排成 4 条业务流 —— 活动推送 · 联名关注 · 最优惠点餐 · 多人群点聚合账单。算价用 calculate-price 真算，下单必二次确认。｜McDonald's China MCP agent skill: campaigns, collab watch, best-value ordering, group bill s

Call the FoxData App Store Data API for iOS & Google Play app data — downloads, revenue, rankings, keywords, ASA ads, competitors across 200+ countries. Content hub with code examples and tutorials.

Official MCP server for Consensus. Search 220M+ peer-reviewed research papers from Claude, ChatGPT, Cursor, and any MCP client.

MCP server + browser sidecar extension that lets AI agents run Google AI Mode searches using your own logged-in browser session

Minecraft Java Fabric mod and MCP server for AI-assisted world inspection, building, validation, screenshots, and persistent undo.

Laravel-aware static analysis for the debt AI coding agents leave behind. 24 rules, git-diff review, a Rector and Pint fix pass, Pest expectations, CI annotations, agent rulesets and an MCP server. De

In-memory graph database and Gremlin traversal engine in Rust: browser playground, CLI, MCP server for AI agents, durable store, Python bindings.

AI-native, open-source game-dev toolkit: official Godot 4.7.1 + a checksum-locked WebGPU browser backend that renders 3D in-browser (verified on real GPU hardware), with MCP servers and agent workflow

A powerful, project-aware Model Context Protocol (MCP) server for GameMaker Studio with 190 tools, GML static analysis, refactoring, and automated builds.

A terminal AI agent you can fully undo - every file and shell action is snapshotted and reversible. Model-agnostic (any LLM), and connects to 1000+ app tools and MCP servers.

Open-source MCP server for Autodesk Navisworks Manage 2024-2026: AI-assisted BIM clash detection, root-cause analysis, coordination plans and verified model workflows.

Curated list of AI tools for Magento 2, Adobe Commerce & Mage-OS — agent skills, MCP servers, modules, CLIs, starter kits

Self-hosted semantic memory for AI Agents. Persistent sessions, experience scoring, and a graveyard for dead ends, backed by knowledge acquired from the RSS you read and stored in a Valkey vector sear

MCP server that lets your AI assistant read and write Figma in real time — no API token, no rate limits. Works with Claude, Cursor, Copilot, Codex and any MCP client.

A Model Context Protocol server for persistent project-specific AI agent context.

The context graph for agentic GTM teams. Unify the data scattered across your GTM tools into one identity-resolved account any agent reads in a single call.

Open-source MCP server for AI-autonomous Godot game development. Deterministic playtesting, multiplayer testing, DAP debugging, LSP, token-efficient. 100% MIT.

Tracking my journey into AI engineering, one module at a time. Fundamentals to agents, with hands-on projects. Open to all.

Enterprise-grade capability-driven AI routing engine, proxy gateway, MCP server, developer CLI, and agentic skills aggregator for 19+ free-tier AI providers.

dMoERA Creator Studio MCP Server: build, backtest, and deploy crypto trading strategies via AI agents

Let AI watch videos: local files or YouTube/Bilibili URLs -> timestamped transcript + keyframes + contact sheets. Offline, no API key. MCP server + CLI + agent skill.

Creative intelligence MCP — score your prompt before you spend the credit

Desktop app for building AI persona panels and testing stimuli against them (Electron + React + TypeScript)

墨境 Novel Workspace MCP — Local Web + MCP Server + Codex Skill for long-form AI writing; LM Studio and OpenAI-compatible API.

Build a secure, production-ready MCP server for any project — connect Claude, ChatGPT & any AI agent to your backend with a URL + API key. Streamable HTTP + stdio + OAuth 2.0 (PKCE).

The social scheduler even your AI can run.

Open-source, LLM-agnostic capability runtime for AI agents — 97 skills as typed, permission-enforced MCP tools. Final certification: 23/23 gates PASS.

Reliability + security proxy for the Model Context Protocol (MCP): self-healing connections, runtime tool-security (rug-pull/poisoning detection), and a compliance-mapped audit trail.

MCPhantom is a local web dashboard for MCP endpoint recon. Discover resources, templates, tools, and prompts, then interact with them from a security console.

Local-first personal Markdown knowledge base with semantic search, AI Q&A, MCP, desktop/web clients, and a self-hostable zero-data-at-rest relay.

Vision-primitives MCP server for text-only LLMs: describe, locate (coordinates), OCR with bbox, annotate, crop, zoom, automated anomaly scanning, computer use — powered by Xiaomi MiMo V2.5. Single-fil

Universal Context, Rules & Handoff Bridge for AI Coding Tools (Cursor, Copilot, Cline, Claude Code, Antigravity, MCP)

Turn STEP CAD files into AI-readable context packs: exact dimensions, holes, cutouts, fasteners, assembly relations, joints, weak spots and labelled images. Runs offline. Works with any AI chat, Claud

Annotated screenshots for AI agents: Skitch-style arrows, numbered steps, boxes, labels, solid redaction

Multi-account Gmail MCP server on Cloudflare Workers — one deployment, one Google sign-in per connection, any MCP client

Connect your models and chats together with one central git memory. Plain Markdown facts in a git repo you own — Claude Code, ChatGPT, Cursor, Codex and anything that uses APIs, Integrations or MCPs r

Model Context Protocol (MCP) server for Adobe After Effects. 全自动 AE 智能控制端：支持 3D 摄像机运镜、文字动画器、贝塞尔曲线调速、插件特效与画面截图。

Free, open-source MCP server that removes statistical text watermarks (ChatGPT, Claude, Gemini) with your own OpenRouter key

Transform your FastAPI routes to agent-friendly, context-efficient MCP

MCP server for TYPO3 v13/v14 development — gives AI assistants like Claude Code live insight into TCA, database schema, sites, TypoScript, logs and the core changelog.

One local-first MCP server for agent working state — clipboard history & snippets, TTL cache, file-organizer overlay, and a knowledge graph — plus a live desktop activity lens. 40 tools, SQLite everyw

Pulse — Hermes-style self-improving AI agent. Reliability-first rebuild with evaluated skill self-evolution, multi-agent team orchestration, dialectic user modeling, and fully self-hosted default stac

An open, reproducible trust layer for AI artifacts — skills, MCP servers, agents, and plugins. Assay inspects code, runs sandboxed behavioral audits, and generates verifiable reports. Help us build th

UART serial port MCP server: expose local serial ports to AI assistants as standard MCP tools（串口转 MCP 服务器，以最适合 AI 的方式提供串口读写支持）

The agent-native Supabase killer: SQLite speed today, distributed cloud next, without the PostgreSQL tax.

A token-efficient, provider-agnostic vision layer for reasoning models via MCP.

One platform to build, run, and operate every data workflow your team touches. Source-available, self-hosted.

Coding agents are single-player: each session starts cold, in its own tool, blind to what the rest of the team already worked out. Motif makes your team's multiplayer — every Claude Code, Codex and Cu

Build MCP servers for your LaraGram applications.

Open-source home design and floor plan editor in Rust (a Sweet Home 3D alternative) with a built-in MCP server: your AI agent draws walls, furnishes rooms, checks lighting and ergonomics, and renders

Spring AI vs LangChain4j vs SAA 三框架同台对比（配套篇2）

Deployable Cursor game-studio harness: rules, skills, crafts, and MCP wiring. 可部署的游戏工作室 Harness：规则、技能、工艺与 MCP 接线。不含工作室数据、密钥或 DCC 程序。

AI-powered Azure Architecture Diagram Builder with interactive workflow explanations, ARM template import, and export capabilities

Open-source platform for orchestrating, governing, and safely automating AI agents across your infrastructure.

A lightweight, sub-millisecond security shim that prevents AI agents from accessing sensitive files (.env, SSH keys) and executing destructive commands via MCP.

The AI-native video editor. Free, open source — in your browser or on Windows. Real timeline editing, AI generation with your keys, an agent that edits for you, MCP server.

Native C++17 AI agent runtime — local-first, embeddable, MCP-native. Tool-calling, memory, and an async agent loop that runs where Python can't: ROS2, game threads, drones, HFT.

Control the Severe Roblox external with an AI agent — run Luau, inspect the game, read memory, build ESP/aimbot/auto-farms, all from chat. MCP server + in-Severe Luau bridge.

Control Moodle from an AI assistant via MCP — read courses and build content (pages, books, quizzes) through a companion plugin + MCP server.

Official remote MCP server for Desktop Commander — connect claude.ai, ChatGPT, Cursor and more to your own computer over OAuth

The OKF-go provides a high-performance suite of utilities to validate bundles, harvest metadata from databases and APIs, assemble context for Large Language Models (LLMs), and run an MCP Server.

production AI platform kernel: LLM abstraction, workflow engine, RAG, MCP server, FastAPI, evaluation framework, closed-loop feedback

🛡️ Ultra-fast local security firewall, secret sanitizer, and context token compressor for Claude Code, Cursor, and MCP AI agents.

Collaborative AI memory for engineering teams - share context across Claude Code, Cursor, and teammates

MCP server for integrating NovelAI Image generation into AI agents.

O Palácio da Memória para Inteligência Artificial

Your AI, on the canvas — connect Claude Code, Cursor, or any MCP client to Figma: read, edit, audit, build. The file itself carries your rules and rulings. Works on every Figma plan.

Turn one AI-generated image into a layered, rigged, living avatar. Open .aiko format, no moc3, no GPU server, about a dime per character. AI agents can mint characters over MCP.

OmniSignal.ai – Live market intelligence & AI content strategy: trends, competitor moves, content calendar.

The structurally-verified context layer for AI coding agents. Cut 50-90% of your agent's token spend.

MCP server for Asterisk and FreeSWITCH. Lets AI assistants inspect channels, SIP registrations, trunk status and dialplan on a live PBX.

AI-native terminal & SSH client — built-in DeepSeek Harness to launch agents in TUI or embedded Web UI, plus SFTP, serial/Telnet and MCP server.

WordPress MCP server for Claude, Cursor, Codex and Copilot. 103 typed abilities in the free plugin: posts, pages, Gutenberg blocks, media, menus, taxonomies, plugins and themes, with OAuth 2.1, safety

Pattern MCP helps coding agents make better UI decisions. It checks real components from shadcn/ui and 21st.dev against what the product needs. If nothing fits, Pattern finds a real reference from Mob

Local MCP relay for cross-model agent teams. Your Claude, Codex, and other agents talk to each other over Unix sockets. No broker, no network, no accounts.

Deterministic, verified media workflows for software agents. Inspect → plan → execute → verify. Zero silent failures.

Daily top-10 AI repos, papers, Hacker News, X/Reddit & AI-lab updates — transparent score, cross-source resonance, 6-month memory. Zero-server (GitHub Actions + Pages), bilingual, BYOK AI summaries. |

AI suite for OpenMage and Magento 1: MCP server, admin copilot, storefront assistant and LLM discovery. Bring your own key.

Let Claude code, chatgpt codex or control your own Chrome. Chrome extension + MCP server: Jev, TypeSafe's decision model, picks each click in ~0.5 s for a fraction of a cent. MIT, bring your own OpenR

AI usage and cost in your macOS menu bar: live rate limits for Claude, OpenAI and Gemini, ccusage-style costs from local logs, MCP server for model routing

Typed decisions for AI agents as an MCP tool: yes/no probability (noul), choice, and score in one fast request. Backed by the TypeSafe System One model.

🎛️ Local-first Ableton Live control for MCP clients: Remote Script bridge, stdio MCP server, and CLI with guarded, confirm-to-execute mutations.

The open-source Laravel runtime behind MadBuilder apps: 250+ server-driven <mad-*> Blade components, reactive UI, IAM, PDF, MCP server and AI copilot.

Let AI drive Figma. Instant, lightweight and free: no paid Figma seat, no quota, no Figma token. Open source, for macOS.

Connect AI models to your own computer and MCP tools — with device-side control.