MCP servers for model-context-protocol

Open-source MCP server for comparing products and asking the buyer before purchase.

ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex harness.

MCP server for AI agents that need a phone number: order a private number in 200+ countries, read the SMS verification code, hand it back. The widest country coverage in the category, and you can chec

runs anywhere. uses anything

DeepSeek Harness Desktop App: a local AI desktop workspace for DSH Sessions, projects, files, web research, plugins, and Office artifacts.

Halofy is the open access and governance layer for AI agents across your organization. Identity, policy, provenance, audit, and signed erasure.

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

Open-source, multi-platform harness for AI agents — a native, multi-threaded operator's console (JVM, not Electron) to run Claude Code, Codex, Gemini or OpenCode with a real browser, terminal, editor,

Desktop automation MCP server — computer use for any AI agent: control screen, windows, mouse/keyboard, and Chrome via Model Context Protocol (stdio)

Local-first conversational AI video editor with a professional multi-track timeline, Agent Skills, MCP integration, and Remotion-powered rendering.

Open-source control plane for Codex projects: Git-backed context, visible agent progress, scoped MCP access, resumable work, and safe handoffs.

MCP server: repo map, code search, and token-aware context packs for AI coding agents

Search & apply to ~4,700 salary-transparent tech jobs across 7 countries (🇨🇭🇩🇪🇬🇧🇺🇸🇨🇦🇳🇱🇫🇷) from your terminal or AI agent — zero-dependency Python CLI + MCP server + Claude Code plugin

Local-first MCP password and credential manager for AI agents. Use passwords, API keys, SSH identities, and TOTP without exposing hidden plaintext to the model.

Testing and observability for multi-agent delegation, MCP tools, permissions, sandboxed actions, prompts, and workflow replay.

Free, local AI music studio for Windows—generate songs, play instruments, arrange, mix, export WAV, and connect Codex or Claude through MCP.

让智能体像人一样学习和工作，共享智能体和项目记忆

Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.

Local MCP server for controlling TikTok LIVE Studio through its verified Stream Deck Socket.IO channel.

MCP-based discovery and judgment layer for Korea’s open data portal—helping AI agents find, compare, and assess datasets with explicit evidence, JSON-LD/DCAT metadata, and versioned deterministic rule

Open-source cookbook for the Stormy Social Data API and MCP server (Model Context Protocol) — one REST API for the TikTok API, YouTube API, Instagram API, LinkedIn API, X (Twitter) API and Reddit API.

The Biomimetic Context Engine & Neural Runtime for AI Coding Assistants

Homekit gives any AI agent direct, physical control over Apple Home. Flip lights. Lock doors. Read sensors. Through a single open interface.

AI image and video generation skill for Claude Code and other coding agents — Gemini, OpenAI and Kie AI behind one CLI and MCP server, with EU AI Act content marking.

A curated list of awesome agentic commerce resources — protocols, MCP servers, tools, apps, APIs and services for AI agents that shop, sell and transact. For store owners, developers, agencies and mar

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

Servidor MCP para buscar productos, comparar precios y armar la mejor lista de compra en supermercados chilenos (Jumbo, Santa Isabel, Unimarc, Tottus, Lider) desde Claude o ChatGPT. 100% local.

Your feedback layer for AI collaboration. Point at anything on your Mac - text, screenshots, web elements, or voice - and your agent reads and resolves your comments over MCP.

Девять российских маркетплейсов и китайский Taobao как MCP-серверы: Wildberries, Ozon, Яндекс Маркет, Детский мир, Авито, Мегамаркет, Lamoda, DNS, Ситилинк. Плюс сравнение цен по всем сразу. Только чт

Claude Desktop .mcpb bundle for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.

Self-serve stdio MCP for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.

Streamable HTTP remote MCP for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.

MCP Apps with task progress UI for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.

Shared MCP server for Upvote.club Public API. Hub repo — links to local, mcpb, remote, apps packages.

Heimdall — MCP server for the Apple App Store Connect API & App Store Server API (StoreKit 2). 982 tools generated from Apple's official OpenAPI spec. Client-agnostic: Claude, Codex, Cursor, and any M

Search 200M+ patents and scientific literature in natural language directly inside Claude, Cursor, or any MCP-compatible AI tool. Powered by PatSnap's global R&D intelligence database.

Open-source MCP server for discovering fast-growing internet conversations with Bubble Agent

A lightweight, Git-backed permanent memory for AI agents.

Let ChatGPT use Codex's local toolbox, then call Codex only when needed.

Catch intent conflicts before code conflicts. The open-source coordination protocol for coding agents, built above Git.

MCP server serving Apple Human Interface Guidelines as structured design tokens for AI coding agents — post-WWDC25 system colors, Liquid Glass constraints, SwiftUI mappings.

Verifier-backed USDC escrow for AI agents: signed orders, evidence hashes, Polygon deposits, and deterministic settlement.

Security control plane for AI agents — identity and delegation, capability policy, data-flow taint and a live audit trail, enforced over MCP. Guards a real Claude Code end to end.

Independent, source-backed handbook for DeepSeek AI's official DeepSeek Harness (dsh): agents, plugins, security, troubleshooting, and runbooks.

Let the scripts your coding agent writes call your connected MCP servers (no extra auth)

Android device bridge for Claude Code via MCP + Shizuku. No root, no model polling.

Turn tab overload into a local-first workspace with intent-first AI organization and Agent collaboration through MCP.

Local-first AI workbench for DSH Plugins, combining Agent sessions, project files, data analysis, web research, MCP, and Office artifacts in an Electron desktop app.

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。

Control a running Godot 4.7 editor and game directly from the terminal. Includes a Go CLI, editor addon, 312 commands, and an MCP server with dynamically generated tool schemas.

Build beautiful games with high-quality 3D assets using Thrixel and Claude Code.

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 and Claude skills for PPC landing pages, A/B experiments, and first-party conversion tracking. Build Google Ads and Meta pages, run cross-domain experiments, and pull CRO reports via the UX

Bring ChatGPT’s reasoning to your local codebase. Work directly, or delegate larger tasks to DSH.

Context compression for MCP. Same upstream call, exact results recoverable.

MCP server for administering a Zigbee2MQTT estate: health reporting, mesh diagnostics, OTA updates, pairing, binding and device options over the MQTT bridge API.

Give ChatGPT a real terminal on your Mac. Open-source MCP bridge for shell, files, PTY sessions, jobs, and Codex history.

A production-grade Model Context Protocol (MCP) server. Empowers AI assistants (Claude, Cursor) to search, fetch, and analyze Reddit discussions with resilient rate-limiting and smart LLM noise filter

Maybe the headless Ghidra MCP you are looking for.

Multi-session IDALib MCP router for coding agents. Analyze multiple binaries in parallel with IDA-compatible reverse engineering tools.

Jetson Nano edge AI vision Agent Harness: real-time video analytics, MCP tools, event evidence, DeepSeek online/offline, secure recovery

🦆🧠 Give your Microduck a brain. Tell a small robot with two legs what you want in plain language. An LLM (Claude, OpenAI, Gemini, Grok) uses the skills it already has to do it. Includes a simulator, .

Tested MCP server, MCPB, Docker, and OpenAPI for annotated post-trade candlestick charts from broker or exchange fills.

Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in openc

Turn the agent CLIs you already use into shared services your whole team can call. Natural-language-driven agent orchestration for Claude Code, Cursor Agent, and OpenAI Codex.

Keenetic router control for Claude Code, Codex, Cursor and any MCP agent. An MCP server over the router's own RCI API, plus ready-made plugins whose skills teach the agent how the hardware really beha

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

Ask Claude Code or Codex CLI to launch and manage your Meta ads in plain language. This repo is the small MIT installer: one npx command connects your agent to Nerdboard's hosted MCP server, so there

面向可信个人开发机的 MCP 编程运行时：Agent Transport、Windows Workbench、证据优先的项目连续性 | Personal-workstation MCP coding runtime

🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tools, and local wake-word detection.

Lighthouse-style audits for AI-agent readiness, LLM crawlers, MCP clients, and the agentic web

The bridge for remote MCP — seamless OAuth, resilient auth recovery, production-grade reliability

Multi-agent workflow orchestrator with MCP tool servers: planner/executor agents, tool-use loop, MCP client/server, tracing and durable runs.

LLM-first Three.js WebGPU scene and animation authoring with a persistent native viewport and typed MCP editing

대한민국 공공데이터를 조합해 서비스 아이디어를 설계하는 정적 메타데이터 MCP 공개 베타

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

Official TipRanks MCP server — live analyst ratings, Smart Score, technicals, options, insider/hedge-fund activity, ETFs, and your TipRanks portfolios for AI agents. Hosted at mcp.tipranks.com/mcp/.

AI-native HL7 v2 toolkit with generation, validation, HL7→FHIR conversion, MCP & Claude Code integration. Bringing healthcare interoperability into the AI-native developer ecosystem

MCP server that turns the pi coding agent into a steerable background worker: delegate a task, redirect it mid-run, and keep its context out of your own.

MCP server: turn narrated screen recordings into agent-ready data — local Whisper transcript, scene keyframes, OCR, wall-clock anchoring. Record your screen, talk — your AI agent files the bugs.

MCP server for Claude Desktop and other Model Context Protocol clients — sandboxed filesystem access (read/write/edit/search) plus Dev Mode-gated shell command execution, scoped to a single workspace

Measurable image + document toolkit. Bit-exact SVG from flat art (SSIM 1.0000, verified by rendering it back); beats potrace, imagetracerjs and vtracer on photographs. 11 raster formats, every pair co

MCP server: 让你的Ai用电脑发出声音(ElevenLabs TTS, volume set/restore). macOS / Windows / Linux.

Beautiful docs for humans. Native tools for agents. An open-source Astro framework for documentation you own end to end: Markdown in, static site with search, an API reference and an MCP server out.

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

Token-efficient facade and Codex skill for MCP for Unity: 96% smaller measured tool-schema surface, compact results, batching, and recovery.

Local-first, project-aware memory MCP server for Claude Code, Codex, and other AI agents, with Obsidian and an owner dashboard.

OOMOL Connector for DeepSeek Harness—discover connected apps and execute Actions through progressive MCP discovery without exposing provider credentials.

改配置+重启才能加 MCP？DeepSeek Harness (DSH) 插件「技能配置」解决：设置页粘贴 JSON 即连 MCP 服务器、热加载免重启；上传 zip/.skill 自动识别 SKILL.md，创建/编辑/启停技能，即点即用

MCP security scanner — vet a Model Context Protocol server before you add it to Claude Code, Cursor, or Windsurf. Grades it A–F, catching credential theft, tool-poisoning, and install-script payloads

Share an Instagram reel to Claude and have it watch, research, and build what it shows. Self-hosted MCP connector (yt-dlp + ffmpeg + Groq Whisper).

Shared memory layer for AI agents. Deploy once, connect Hermes/Trae/Cursor/Claude Desktop via MCP - they all share one memory. $0/month on Cloudflare free tier.

Agent-native MCP server for evidence-backed clinical calculators.

Local CLI that audits coding-agent configuration for security, instructions, context, and MCP — no API key or code upload by default.

한국 초등 2022 개정 교육과정 학습 그래프 MCP 서버 — 성취기준 원문 수록

One MCP server that fronts many MCP servers + Skills behind a small tool set and routes to the best one, keeping an agent's context tiny. Migrate your Claude Code MCPs/skills behind it.

Memory that forgets: a persistent, self-revising belief-state MCP server for agentic R&D. Uses a hypothesis DAG to auto-prune dead ends and deduce truth without extra probes.

MCP server that gives text-only LLM coding agents vision — analyze images via any multimodal model (mimo, Claude, Gemini, OpenAI-compatible). Works with Claude Code, Codex, Kimi, opencode, PI.

The Brain of Theseus — a plain-text roguelike written to be played by an AI, over MCP (stdio). Reincarnation, memory, and irreversible cyberization. Zero dependencies, Python 3. 给 AI 玩的中文纯文本 roguelike

Universal Agent Plugin for safe BLE diagnostics and automation, with Agent Plugins 1.0.0 metadata, a portable Skill, deterministic CLI, local MCP, and evidence capture/diff/replay.

Local-first MCP server: give ChatGPT & friends grounded, current context on the repos your coding agents work in. Live git, docs, tasks, agent handoffs.

TradeUP Analytics, screeners, and candlestick charts can help experienced traders stay on top of the market.

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.

Keyboard-first terminal dashboard for Coolify: deployments, live logs across your whole fleet, and an MCP server for your agent

MCP bridge that lets ChatGPT create, view, continue, and control DeepSeek Harness (DSH) agent sessions.

MCP server manager plugin for DeepSeek Harness: Settings → MCP page, OAuth (PKCE + dynamic client registration) or static-token auth, tools registered as mcp__<name>__*

Expose DeepSeek Harness agent capabilities as an MCP server (brain=Hermes, arms=Harness)

Local credential control for AI coding agents.

MCP server for your Astro/Starlight docs — search_docs, get_doc, list_docs over stateless streamable HTTP. Astro integration + pure handler + Cloudflare glue.

Free live chat and AI support agent. Set it up from Claude Code, Cursor, ChatGPT, or Grok. No signup.

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.

MCP server that drives Google Flow (Veo / Nano Banana) through its internal tRPC API, with a hard credit-cost gate

跨平台、隐私优先的网易云音乐 MCP：搜索、歌词、歌单与设备适配器

A tiny, universal memory engine for humans and AI agents — CLI, HTTP API, MCP server, and shared memory hub in one small Go binary

The provenance-first personal graph engine behind Wend. A typed graph of people, organizations and events where every fact carries a source, every AI write is a human-confirmed proposal, and any MCP-c

Repository-scoped memory for coding agent's decisions, pitfalls, and handoffs stored in one inspectable SQLite file, so agents continue instead of starting over.

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

MCP server for agentic game-asset generation: reference images to 3D models with PBR textures, plus retexturing meshes you already own.

POSIX-Native DNS Routing, Packet Tracing, & Telemetry Engine for Agentic AI. Multi-tier DNS chain orchestration with stdio MCP server.

Rust-native, multi-session headless IDA Pro MCP server with isolated workers and stdio or Streamable HTTP transports.

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

Organize and track job applications and tailor LaTeX resumes from the CLI or an MCP client.

Email MCP server for AI agents - full mailbox access for Claude, Codex, Cursor or any MCP client: search, read, send, attachments, folders across Gmail, Outlook, iCloud, QQ, 163 and any IMAP/SMTP host

Aixle Flow — orchestrate coding agents through durable, inspectable workflows.

Production-ready MCP server that lets AI agents build, schedule, run and recover Apache DolphinScheduler data pipelines - 53+ tools, beyond read-only.

A macOS window manager with snap zones you draw yourself and workspaces that reopen your apps on the right monitor — plus on-device OCR, keep-awake, screenshot annotation, pointer tools, a shortcut gu

Fast, idiomatic Go MCP server for web search, image search, and page scraping to Markdown. Runs locally, no API keys, free.

Cross-repository context for coding agents. A local-first MCP server that turns finished sessions into findings with commit provenance and staleness checks.

现代化 DeepSeek Harness (DSH) 全栈增强工作台 · 多源 MCP 可视化调试中枢 · 视觉思考引擎 · 灵动极客伴侣

Google Flights MCP server by HasData: fares, flight legs, carbon emissions and price history, as JSON.

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

Model Context Protocol server for Behringer WING digital mixers over OSC/UDP.

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.

Keyless MCP access to official Luxembourg public data — 21 tools over 15 public systems, zero dependencies

Community MCP server for ruyiPage browser automation, network inspection, fingerprint analysis, and WebDriver BiDi trace workflows.

Shared work-state for coding agents: claim work, leave handoffs, and generate review packets before PRs, over MCP.

Cash-vs-award travel search MCP — hotels, flights, and rental cars across every major loyalty program, with cents-per-point valuations, loyalty tracking, and direct booking.

Cẩm nang thực chiến Mastering Claude Code (tiếng Việt): 16 chương biên soạn từ tài liệu chính thức của Anthropic — CLI, workflows, MCP, subagents, skills, hooks, plugins, CI/CD & tối ưu context.

Multi-agent orchestration for Claude Code: MCP server + skill that keeps Claude as lead engineer while delegating backend work to OpenAI Codex and frontend/design work to Kimi

通用逆向分析 KernelSU 模块：手机侧只做原子能力，智能全在 PC 侧（Claude Code + MCP）。仅限授权安全研究与教育用途。

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.

Real-time alert bot for Robinhood Chain - Telegram, Discord, and X (Twitter). Tracks new launches, graduations, whale trades, Stock Token premium/discount arbitrage, holder milestones, and liquidity-p

DNS for AI agents: a self-hosted registry to register, discover, and health-check MCP agents. One Go binary.

PulseChain MCP server for AI agents: chain reads, markets, swap quotes, and encrypted wallets

Exam-scored knowledge brains for AI agents: paste a docs URL, get a searchable brain over MCP with a measured score and known gaps. AGPL.

Draft-first MCP server for on-premises Microsoft Exchange via EWS and NTLM.

Secure execution for AI agents, on any machine. Connect any MCP client to the development environment on any machine you can run a command on (even your own laptop) - no open ports, no tunnels, and yo

Agent Skills - 29 skills for AI agents (Sisyphus, opencode): frontend-perfection (Lighthouse audit), secret-scanner, security-review, version-bumper, commit-lint, coverage-analyzer, api-contract-testi

WorkForge is a Windows MCP gateway that lets ChatGPT inspect files, resume Git work, make SHA-guarded edits, read images, and run supervised PowerShell jobs.

Ad automation MCP server: generate ad creative and launch Meta campaigns from Claude or any AI agent. Hosted at https://pixero.ai/api/mcp

Authoritative multi-agent software engineering coordinator with isolated Git worktrees, write scope locking, test verification, and serialized merge queue. (v0.1.0-beta).

Turn your Claude subscription into a multi-tenant agent API with rate limits, cost tracking, autonomous objectives, and an admin dashboard. Self-hostable, no API key.

Multi-engine web search MCP for Cursor, Codex, Claude Code, Grok Build, and Antigravity

Learn the stateless MCP revision (2026-07-28) by building it twice — once with the Python SDK v2, once with the TypeScript SDK v2. Five lessons that mirror each other file for file: hello world, a ser

⚡ Production-ready Model Context Protocol (MCP) servers, agent skills, and automation workflows for Claude, Cursor, and AgentScope. / 专为现代 AI 智能体打造的开箱即用 MCP 服务与自动化技能套件。

Evidence-first local MCP debugger for React, Vite, Next.js, Chromium, and Safari: reproduce, inspect, replay, and verify web bugs in one bounded workflow.

Local, capability-aware MCP server for authorized AI-assisted macOS and iOS debugging, Simulator/device workflows, Apple binary analysis, profiling, and reproducible evidence.

Your dashboard is data. Any AI can build it; any human can edit it. A protocol + runtime for agent-composable dashboards — layout-as-data, one guarded control plane, sandboxed agent-authored widgets,

Metabase MCP server for AI Agents. Authenticate with a browser session cookie, no API key required.

Turn any website into a portable, agent-ready Open Knowledge Format (OKF) bundle — no LLM required. Crawl, sync, chat offline, and serve docs to coding agents over MCP.

MCP server giving AI coding agents offline, token-efficient persistent memory — recall decisions, patterns, and bugs across sessions with 68.5% fewer tokens than re-reading context. No LLM, no server;

Smarter AI Development Workflows

Fundraising infrastructure for AI agents on Solana — x402 payments, milestone escrow, on-chain reputation. REST + WebSocket + MCP + ACP.

🏆 Open-source multi-factor stock scoring API (0-100) | US/HK/A-Share 74 stocks | Zero signup | shields.io badges | GitHub Action | EU AI Act compliant

Portal de arquitetura auto-hospedado + linguagem executável: catálogo verificado, landscape C4 com drill-in, governança (fitness functions e SLO por caminho crítico) e editor no browser. Binário Go ún

AI code review agent MCP server. Reviews code like a kernel maintainer: blunt, technical, no sugarcoating. Detects bugs + OWASP Top 10 security vulnerabilities. 4 harshness levels. Anti-RLHF.

Memory your agent can trust — every answer carries its source; when it doesn't know, it says so. Hermetic, local, MCP.

Git LFS for your LLM context — 20x Context Savings — an MCP server that keeps big documents out of the model and returns byte-exact quotes for a fraction of the tokens.

Cross-platform WhatsApp Model Context Protocol server with multi-account support and optional local Whisper transcription

Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking with in-band streaming progress, per-tool token usage reports, and satellite packages for MCP tools and Microso

Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Windsurf, OpenCode, Codex) powered by FastMCP, Gemini embeddings & Supabase pgvector.

Local MCP server that exposes WhatsApp as 4 tools for Claude — send, read, and search messages via Baileys + SQLite. Single-user, no cloud, QR-based auth.

Sync Canvas courses into a local Obsidian vault — transcribed lecture notes, a cross-lecture concept graph, homework and deadlines — then study it with Claude or Gemini over MCP.

MCP-compatible context and memory system: paged code navigation for AI assistants, plus a recorded, verified theory of what is known about the code.

Authenticated, self-hosted WhatsApp MCP server that serves 96 tools for the token cost of 29, with a labeled eval for tool-retrieval accuracy. Go bridge + Python FastMCP.

Find and fix what the MCP 2026-07-28 spec revision breaks in your server. 21 rules, 5 autofixers, and a readiness board.

MCP server for unegui.mn — Mongolia's classifieds marketplace (EN/MN)

Use Codex from Claude Code, or Claude Code from Codex, through the subscriptions you already have. Multi-turn consultations between agent CLIs with no provider API key, a validated response envelope,

Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.

Privacy guardrails for Spring AI: request-scoped PII tokenization and least-privilege disclosure across model/tool calls, with Presidio and JVM-local OpenNLP.

Self-hosted operator console for Magnific / Freepik AI. REST + MCP, 48 image models, 52 video models, credit-safe job engine

One host for all your MCP servers — shared instances, lazy start, live dashboard, a fraction of the RAM. Includes MCP servers compiled to native binaries with scriptc.

让 ChatGPT 通过 MCP 调用本机原生 Codex 会话的轻量 Windows 桥接器。

A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.

MCP server for the 1C Bugboard.

dsh plugin for MCP status inspection and server management | dsh 的 MCP状态查看与服务管理插件

Drop a full augmented-reality studio into any web page. Place any number of 3D models in your real room through the camera, generate new ones from a text prompt, arrange them, then share the scene as

An editor, a simulator, and a natural-language generator for Petri nets and Petri-object models, in one place

Airbnb MCP server by HasData: search stays and read full listing details, as JSON.

TikTok MCP server by HasData: public profiles, videos, comments and keyword search as JSON, over streamable HTTP.

Zillow MCP server by HasData: for-sale, for-rent and sold listings and full property details, as JSON.

Google Trends MCP server by HasData: interest over time, by region, and related queries and topics, as JSON.

Universal Skill & MCP Sync Engine for AI Coding Agents (Antigravity, Claude Code, Codex)

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

A local-first permission firewall and approval layer for AI agent tool calls.

Official GitHub MCP Server — connect AI agents to GitHub API

MCP server for Claude Desktop: a shared, isolated browser agent behind a token-guarded local broker. Chrome/Edge/Vivaldi via CDP on a private pipe. Windows.

Companion source code for AI APIs in Practice, a visual engineering book on multimodal AI, agents, RAG, evaluation, governance, and production-ready products. Book DOI: 10.5281/zenodo.21431944 · Softw

DPO/SafeDPO/OPAD training + eval for teaching tool-using LLMs to refuse falsely-benign MCP exploits

Convert AI coding sessions between Claude Code, Codex, OpenCode, Zed, Aider, Gemini CLI, Cursor, Cline & more — lossless, round-trip tested. MCP server + CLI.

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

MCP server exposing the sources, public API and KDoc of Maven-published Kotlin/Java libraries

Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second brain — markdown RAG, n

An MCP time server that keeps your AI honest about time. Zero-dependency clock + drift guard for Claude Desktop, Claude Code, and claude.ai — local, remote, and hook flavors.

Local code search for AI coding agents: a CLI and MCP server with hybrid keyword + semantic search and SQL relevance-ranked aggregation over an index in plain files. No accounts, no keys, no server.

Unofficial MCP server for discovering and querying Armenian National Library archives and data

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

Zero-dependency agent memory + MCP server. Value-ranked recall, consolidation, and a first-class correction & erasure channel (revert, lineage-aware retraction, tamper-evident receipts). Measured inte

Live sidebar, ER diagrams, CLI, and MCP server for Django models. VS Code + PyPI + MCP Registry + Glama. Zero-dep parser, no DB required.

An auditable local workspace for Pi: pinned upstream source, curated extensions, bounded MCP tooling, and a reproducible external runtime.

Auto-discover enterprise architecture artifacts (TOGAF AA series) from Java/Maven source code via MCP Server. Scan once, get Excel + PPTX in seconds.

Model Context Protocol servers for the official Robinhood Crypto Trading API — the credentialed brokerage API at trading.robinhood.com, documented at docs.robinhood.com/crypto/trading.

Give ChatGPT fast, safe, and auditable visibility into your VPS through MCP.

Read-only MCP server for deep Jira Data Center introspection — 76 tools

Study guide for all four Anthropic Claude certifications: Associate, Developer, and Architect Foundations and Professional. Official exam guides, blueprints with domain weights, cheat sheets, 320 prac

Local AI assistant for the Axelera Voyager SDK and Metis AIPU — semantic RAG over the public Axelera sources + workflow skills, via MCP. No account, no cloud.

A real local terminal in Edge/Chrome that gives Codex, Claude Code, Kimi Code, and any MCP CLI 41 local MCP tools through Browser Core v2.

Let an AI agent draw on your screen — a macOS menu-bar app that gives agents a pen over MCP.

A QuickBooks MCP server built for real books. Exposes QuickBooks Online as callable tools over the Model Context Protocol, with every create, update and delete gated behind human approval and a plain-

Security & governance guardrails for MCP agents in Java — audit trail, agent-to-tool authorization, prompt-injection detection and rate limiting as a zero-config Spring Boot starter.

Generate original AI music tracks via Claude Desktop — MCP server powered by ACE-Step 1.5, with vocal/instrumental stem splitting and reference-style matching. No music software or AI/ML knowledge nee

DJAI Academy community-built, free open-source technical SEO crawler and Screaming Frog alternative with JavaScript audits, reports, a local dashboard, and an MCP server for AI agents. Theoretical 100

Production-ready, zero-knowledge AI DevOps deployment, infrastructure provisioning, self-healing execution engine, and runbook generator for VPS servers via Model Context Protocol (MCP).

A modern, multi-agent desktop AI client built with Tauri, SvelteKit, and Rust.

Seedance 2.5 Preview MCP server powered by MuAPI.

A live terminal dashboard for a SereneDB server: storage, memory, sessions, per-thread CPU and a perf-backed profile, cheap enough to leave open.

Render agent-written Markdown as a live local page, and send the human's click back to the agent as typed data. Human-in-the-loop approval gates for coding agents.

Find out whether ChatGPT, Gemini and Perplexity recommend your site - and why they don't. Open-source GEO/AEO auditor + MCP server. No account, no card, your keys.

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）

A TypeScript implementation of the Microsoft Agent Framework programming model, with semantic parity to the official .NET, Python, and Go implementations. Independent community project.

Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.

Local MCP server for Gmail, Google Calendar and Contacts — runs on your own OAuth credentials, keeps secrets in the OS credential manager

Give AI full control of a live Chrome browser via CDP with 145 tools for automation, network and DOM capture, structured extraction, and session recording through MCP.

Enterprise orchestration engine for Agentic AI. Instantly deploy highly-scalable, headless visual sandboxes for full computer automation.

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

MCP channel server for the Zalo Bot API. Talk to your Claude Code session from Zalo, with pairing, allowlists, and group gating.

Unauthenticated MCP server exposing read-only chain-data tools and pay-per-call Web3/market/travel tools settled via x402 — built on the official MCP SDK and NestJS.

Configurable AI agent orchestration, delegation, memory, and project context through MCP.

Local-first MCP memory server — Memory + CodeGraph + Wiki in one SQLite file. Tree-sitter code indexing, markdown wiki, lifecycle hooks, auto-capture. No API key, no cloud.

Public distribution surface for jarvis — local-first code intelligence MCP server (SCIP navigation + Zoekt search). Installer, Claude Code / Codex / Cursor plugins, and prebuilt binaries.

Shared long-term memory for AI coding agents — one local store for Claude Code, Codex CLI, opencode and anything that speaks MCP. SQLite + FTS5, no vector DB, $1-3/month.

Grok Imagine Image 2.0 API and Grok Imagine Image 2 API Python SDK and MCP server for xAI image generation and editing through MuAPI.

Teach your AI coding agent what your DevExpress XAF application actually does. Roslyn-based extraction of entities, controllers, business rules and Model Editor customizations.

Shrink MCP schema overhead in DeepSeek Harness: 1,000 remote tools behind 2 exact-schema interfaces, plus a local calculator and CI budget Action.

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

Standalone Agent Client Protocol (ACP) server for DeepSeek Harness with real-time streaming, reasoning trace, MCP tools, and session recovery.

MCP server for Plane: create, update, audit, and export work items from Codex and AI coding clients.

Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Run multiple AI agents without shared tabs or browser state.

MCP tool for Verantis — the verified directory for machine payments (x402 & MPP). Check services and wallets before your agent pays.

[BETA] An MCP server to control Delphi remotely, so you can develop from any platform: safe editing, real MSBuild builds, git, scaffolding, sandboxed run, remote file transfer and compiler-grade seman

Give an AI agent a real Solana wallet without giving it your money. An MCP server for spending allowances the SPL Token program enforces on-chain, with guardrails, x402 payments, and revocable custody

Turn serial devices into reusable, auditable tools for coding agents — discover, decode, visualize, capture, and replay.

Engawa — the open toolkit for agent-native websites. Bring your agent.

Indeed MCP server by HasData: search job listings and read full postings, as JSON.

Booking.com MCP server by HasData: search stays and read full property details, as JSON.

Word (.docx) MCP server with 189 tools: live editing, tables, citations, tracked changes, TOC, document assembly, charts, and more. Everything plus the kitchen sink.

A semantic, transactional, replayable MCP control plane that lets autonomous AI agents operate Dwarf Fortress as a long-lived civilization. Safe-Rust phase-0B scaffold: MVCC world state, witnessed sem

MagicTeX — a LaTeX editor for AI agents (Claude Code): live PDF preview, PDF comments that drive edits, Visual (WYSIWYG) mode, and git-tracked history. No local TeX install.

MCP connector for Replynodes — let AI agents (Claude, Cursor, Codex, OpenClaw) schedule posts, list channels, and generate media via the Model Context Protocol.

A hands-on, step-by-step workshop for building a Travel Assistant agent on Microsoft Foundry hosted agents with the Agent Framework - growing from a single agent to a multi-agent planner with function

Firewall-friendly messaging for AI agents: MCP server that turns one Azure Storage account into an addressed multi-agent message bus. Pull-only, zero inbound ports.

ContinueWith MCP server for coding agents

Talk to your cloud — an open-source AI agent that reads your code, operates AWS & GCP, and opens PRs. Self-hostable.

MCP server giving Claude Code CLI direct control over Ansys engineering simulations — CFD, FEA, meshing, and post-processing via PyAnsys. 24 tools. Multi-language docs.

Rust MCP server for Linux scanmem: memory scanning, guarded writes, process UX, and JSON cheat tables.

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.

Self-hosted, local-first AI assistant server: swappable LLM providers, review-gated memory, an encrypted vault, and wake-word voice. No accounts, no telemetry.

Reference resolver for the ribosome standard: mise + MCP registry adapters, phased materialization into one reproducible lockfile.

MCP server para el CENDOJ 🇪🇸 — Acceso automatizado a resoluciones judiciales de España, filtros avanzados de jurisprudencia y lectura de sentencias mediante Model Context Protocol y API REST

Persistent memory for AI agents, over MCP. Local-first, negative learning, hybrid recall. Docs and community home (source is maintained privately).

Convert AI coding CLI sessions between Codex, Claude Code, Pi, OpenCode, Devin, and Factory. SDK, CLI, MCP chat recall, and trace export for fine-tuning.

The content studio MCP for coding agents — BYO-key generation, deterministic video/carousel rendering, draft-first social publishing.

Open-source AI Strength & Conditioning coach for your terminal. Runs in Claude Code / Gemini CLI / Codex — the LLM narrates, a deterministic engine calculates, and it won't lie about unrealistic goals

Connect any AI agent to your personal Telegram via the official Business API — no userbot, no ban risk, no Premium. Agent reads & searches full history, drafts replies; every reply waits for your ✅. M

MCP server for adding inline, range-anchored comments to Google Docs — the one comment operation the Google Docs & Drive APIs can't do. For AI agents (Claude, Cursor, Copilot) that review documents.

Taplio LinkedIn MCP Server: draft, schedule, publish, and analyze your LinkedIn posts from any AI assistant (Claude, Cursor, and more). Remote MCP server at mcp.taplio.com.

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.

Teach any AI agent how you use an MCP server – Soft-Landing to your AI integrations

Your app generates its own verified UI transition graph — screens as nodes, guarded (event, effect) edges. Proof-gated verification, trust tiers, model-free MCP for AI agents.

Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-gate enforcement, and the "npm audit" scanner.

An MCP server and deterministic DOCX toolkit for AI agents—create, edit, validate, and render reliable Word documents with a local agent playground.

Transparent MCP proxy for agent observability. Logs every tool call, exposes trace history, reduces token overhead.

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

Lightweight self-hosted CRM with a built-in MCP connector. Let Claude, ChatGPT, or Gemini run your pipeline.

Self-hosted MCP server: your codebase as a knowledge graph, your secrets in an encrypted vault — both reachable by your AI assistant, and by nobody else.

The Fons agent surface — read and update your founder profile, company, product, metrics and data room from your AI assistant. Skill · MCP · CLI.

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

Community-built Codex–COMSOL bridge using officially supported MATLAB MCP and LiveLink integration layers, with native multiphysics API access, task-level execution, same-model Desktop observation, an

Connect your AI to Reanthesis — MCP server, agent skills, and plugins so Claude, ChatGPT, and Copilot can build flashcards from your notes and manage your study data. Your AI, your data, your cards.

A verifiable engineering knowledge engine that turns technical documents, CAD models, and equipment data into structured knowledge for humans and AI agents.

MCP server for secure AI agent authentication — lets Claude, Claude Code, and other LLM agents call APIs without exposing raw tokens or credentials to the model

Stop your AI agent from rebuilding what already exists. An opinionated MCP server that checks GitHub, npm and Python repos for maintained alternatives before you scaffold.

Automatic one-click install. Encrypted, fully offline vector memory for AI agents; takes over built-in agentic memory.

Given an MCP server, shows the declared ToolAnnotations for security assessments

Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.

Dishka dependency injection for FastMCP tools, resources, and prompts with request scopes and deterministic finalization.

Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves depth on demand, and it

Universal MCP server: connect any OpenAPI/Swagger, GraphQL, gRPC or SOAP API to AI agents. Security-first, local, token-efficient. Any API. One server.

No-API-key Reddit growth toolkit — MCP server + CLI. Rank subreddits by growth & mod-removal safety, read each community's viral recipe, and score a draft before posting, all from the public archive.

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

The complete technical SEO audit at conversation speed - Search Console + private crawl + DataForSEO merged into one prioritised, fix-writing audit inside Claude (MCP)

Code-enforced incident-response agent that investigates SigNoz alerts, publishes evidence-backed root-cause claims, and gates every action behind a safety policy. Built for Agents of SigNoz hackathon.

동행복권 로또 6/45 구매·잔액·당첨 확인 CLI + MCP 서버.

MCP server for the Google Health API: log meals from photos via any AI agent, read sleep and activity. BYO Google Cloud credentials.

Scan MCP servers & AI-agent skills for malicious patterns (prompt injection in tool descriptions, credential exfil, download-and-execute). 17 patterns / 60 signatures, zero-dep. Measured over 196 publ

Security-guarded MCP server for Bugzilla, written in Rust

A token-frugal MCP server that gives coding agents structural understanding of a codebase: repo maps, symbol outlines, ranked search, import tracing, and parsed diagnostics — every result under a toke

Chartbrew + AI agents. MCP server exposing Chartbrew's documented API: teams, connections, datasets, dashboards, charts, live queries, and secure embedding. TypeScript · stdio · restricted/unrestricte

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.

AI Governance Infrastructure — open gateway demo. Self-hosted systemprompt.io gateway in a single Rust binary: policy, audit trails, and cost attribution on every AI request, with the Systemprompt Bri

Drive Unreal Engine 5 from an AI agent — MCP server over the Remote Control API and in-editor Python. No C++ plugin to compile.

File-first knowledge base for humans and AI agents — self-hosted Markdown notes with a web editor and a built-in MCP server.

Repository-native Work, Docs, History and durable Memory for humans and AI agents — Markdown as the source of truth, with a local UI, CLI and MCP server

MCP server for the CDTM Community Portal — search CDTM students & alumni from Claude Code in natural language

Unofficial MCP server + async SDK for SberBank Online — browserless auth, reads, and human-approved self-transfers. Direct client↔Sber, secrets never touch the agent.

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

MCP server for Google Search Console - index status, URL inspection, request indexing, sitemap submission and search analytics for Claude and other AI agents.

Enterprise MCP server for Sigma Computing. Provision dashboards, build models, and automate cloud analytics. (Not official/affiliated with Sigma Computing, Inc.)

Unofficial local MCP servers for Genspark image and video generation

MCP server for searching your local OpenCode conversation history

道旅RollingGo官方酒店MCP，14年旅游科技数据栈，200万酒店实时库存直连，11万直签，渠道专属价，兼容40+主流大模型代理。企业和个人开发者均可免费申请，无调用上限。可按地点、日期、星级、人数、标签等条件搜索酒店，返回候选酒店及展示价。可查询指定酒店的实时房型列表、价格计划和取消政策。

Skill + browser MCP for Claude Code and Codex: your app and browser reach domestic services over the real ISP while the agent stays on the VPN. Per-socket binding, per-host routing, no admin, nothing

MCP server for Lufa Farms grocery shopping — browse the marketplace, manage your basket, and check orders through natural language

MCP server for market data, SEC filings, macro and risk tooling across Webull, Saxo and IBKR — with order execution behind a human approval step the assistant cannot reach. 41 tools, filtered to what

Go semantic tools for the MCP server built into GoLand: 24 tools that answer questions about Go code through the type system, not text search

Zero-database, internet-connected MCP server for live design intelligence and UI component synthesis.

A small, self-hosted MCP server that gives Claude read/write access to your Google Sheets

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

MCP server that gives Claude/GPT agents commerce tools — each tool call pays an upstream x402 endpoint and returns its artifact

A multi-profile proxy for the AWS MCP Server: opens one SigV4-signed connection per AWS profile and adds a profile argument to every tool, so a single client connection can reach multiple AWS accounts

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

Long-term memory MCP server for AI coding agents. SQLite + FTS5 + vector search, CodeGraph, error learning, compaction survival. Beats Mem0 on benchmarks. No cloud, no API key.

MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: dsh-plugin).

Five packaged federal acquisition agent previews for Codex and Claude Code.

[BETA] MCP server for safe, total remote control of Delphi via the official DelphiLSP engine: semantic navigation, guarded editing, scaffolding, real builds, sandboxed execution, virtual drives and re

Local-first project state, task tracking, and context for coding agents.

[BETA] An MCP server to control Delphi remotely, so you can develop from any platform: safe editing, real MSBuild builds, git, scaffolding, sandboxed run, remote file transfer and compiler-grade seman

Executable AI agent readiness gate: GitHub Action, prompt injection evals, LangGraph traces, risk profiles, and bilingual EN/中文 docs.

Production reliability, benchmarking, and evaluation layer for MCP agent runtimes — protocol negotiation, A2A interop, circuit breakers, connection pooling, adaptive streaming, and autoscaling, with m

MCP server that gives AI agents a real ZX Spectrum to debug in: breakpoints, memory, disassembly, T-state profiling, screen and sound. Built on the Xpeccy emulator core.

DeepSeek Harness (DSH) plugin: mount the nuphus-mcp desktop automation MCP server as native tools (mcp__nuphus-mcp__*).

Deploy AI agents on-chain from any MCP client or your browser: mint a Metaplex Core asset and register its EIP-8004 identity in the Metaplex Agent Registry on Solana. By three.ws.

Deterministic AST Safety Guard, High-Throughput Compound Pipelines, Bidirectional Intent Synthesizer, Polyglot Graph & Zero-Dependency MCP Server in Pure Safe Rust.

sempods reference implementation for the JVM — pod server, identity service, hosted MCP, clients

A practical Chinese guide to becoming a Forward Deployed Engineer (FDE).

Stable MCP/OAuth edge for remote web planners to control local Herdr with gated fs/git/exec, browser wake, and A/B self-upgrading runtimes.

Anti-hallucination guardrails for AI coding agents - hybrid Skill + MCP server (6 tools) that verifies code before it is marked done. Works with Claude Code, Cursor, VS Code, Copilot.

Lightweight browser-side AI agent framework for legacy enterprise web apps—Java 8, Spring Boot 2, TypeScript, MCP/WebMCP, OpenAI-compatible LLMs, tool calling, streaming, audit, and persistence. 面向存量企

DSH 插件：为 OpenAI 兼容中转站按模型管理思考强度，并自动识别公开能力

PL/SQL development for AI agents on Oracle Database - expert queries, impact analysis, and a snapshot-verified write path with honest rollback

MCP server for managing Zoho ZeptoMail email templates across multiple Agents.

Governance for agent instructions: audit, score, and pin MCP servers, Agent Skills, and prompts. Deterministic; findings carry a reference and a fix.

Self-hosted, git-connected docs platform — push to deploy, docs.json + MDX, with a CLI and MCP server for AI-agent-native authoring.

MCP server for Jira Service Management Operations — alerts, on-call schedules and responders

Delegate Grok Bot coding work to your own local Claude Code / Codex CLIs via a custom MCP connector

IEEE Computer Society Universal Developer Operations, Diagnostics & AlgoJudge Competitive Execution MCP Server

Local-first AI brain for personal relationships and communication, powered by MCP｜多平台身份图谱、关系记忆、回复策略与受控自动回复

A local-first coordination hall for long-running AI collaboration.

Official GoAnyAPI MCP server — connect AI agents to web data, Google Search, SEO, backlinks, Google Ads Transparency, traffic, domain intelligence, and more APIs.

Identity and reputation for AI agents: resolve social handles to wallet addresses, check reputation scores, and send tokens from any MCP client.

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.

MCP server for social media. Manage Instagram, WhatsApp, X, LinkedIn and 8 more DM inboxes plus scheduled posts from Claude, Cursor or ChatGPT.

A curated list of resources for Cross-App Access (XAA) and the Identity Assertion JWT Authorization Grant (ID-JAG).

Local-first MCP server for Apple Ads Platform API v1 with typed, receipt-gated campaign operations.