MCP servers for automation

Delta MCP is a free app that sits between your AI apps and their MCP servers: one program per task instead of one tool call per step, up to 24.1× fewer tokens in our benchmarks. Every change is record

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

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

🍟 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

麦当劳 MCP 全能助手 | 全覆盖 35 个工具 · 7 大工作流 · 14 条防错铁律 | 领券 / 点餐 / 外送 / 派对预约 / 积分到期止损，附零依赖 CLI 通道

DSH (DeepSeek Harness) plugin that launches and drives a running Godot 4.x game through its in-game TCP interaction server — replaces the godot-mcp MCP server with native agent tools.

AI-native, self-hosted studio for editable video, motion, documentary creation, social publishing, and workspace collaboration.

一亩三分地自动签到 + 每日答题：在你自己电脑的 Chrome 里、用你自己的登录完成，不经过第三方；也是给 Claude Code / Codex 用的 MCP 服务。1point3acres daily check-in & quiz automation, local-only, plus an MCP server for AI assistants.

Agentic web crawler with headless browser orchestration & anti-bot bypass

Vision LLM flowchart, diagram & document structure parser to Mermaid

Real-time voice accent normalization, dialect adaptation & stream enhancer

Automated codebase architectural debt analyzer & refactoring planner

Cross-platform e-commerce inventory sync & purchase order agent

Autonomous deep research planner & executive report synthesizer

AI regulatory compliance, export control directive & safety audit scanner

Dynamic LLM router for complexity, latency & token cost optimization

AI-powered smart calendar scheduling, conflict resolution & deep work optimizer

Intelligent LLM API cost analyzer, model tier selector & monthly spend optimizer

Meeting transcript intelligent summarizer & action item extractor

In-browser code sandbox, live web-container runner & instant UI renderer

AI-moderated user research interview conductor & affinity diagram builder

Full-duplex real-time streaming voice agent with barge-in detection

Multi-attribute product spec comparison & review sentiment analyzer

Real-time zero-shot voice cloning & emotional neural TTS generator

Enterprise codebase AST parsing, semantic vector indexing & symbol graph

Visual flow node-graph to executable Python DAG workflow generator

Complex PDF/Image OCR, table layout parser & structured JSON extractor

Multimodal image-to-video motion control & camera trajectory animator

Role-playing autonomous agent orchestrator managing crews (CrewAI style)

Real-time neural 3D asset generator and PBR texture synthesizer (Luma Genie style)

Multivariate ad creative fatigue auditor & refresh triggers (AdEspresso style)

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

Multi-agent creative studio for copy & marketing campaign asset generation

AI LLM visibility tracker monitoring brand share of voice (Lettertrace style)

Vibe coding IDE extension helper providing real-time code completion

Proactive executive AI assistant for autonomous task scheduling (Hey Noah style)

Real-time AI agent execution observability & token tracing (Progress AI style)

Hardware voice recorder audio processor & task dispatcher (SecondBrain style)

Real-world AI task evaluation & custom benchmark runner (oqoqo style)

AI Gateway proxy router, rate limiting & PII masking engine (ngrok style)

Responsible & ESG investment portfolio analyzer (Portfolio Lab style)

AI coding agent context compressor & cost reducer (Paritok style)

Earned Media Value (EMV) econometric ROI synthesizer (Captiv8 style)

Programmatic landing page CRO variant synthesizer & A/B testing (Unbounce style)

Cross-platform creator audience demographic matcher (Grin / CreatorIQ)

Multiresolution editorial book cover typesetter & spine calculator (AI Book Cover)

Vector promotional poster and banner layout synthesizer & golden ratio (AI Poster)

Lightweight multi-agent routine handoff orchestrator & tool swapper (Swarm style)

Symbolic step-by-step mathematical proof solver & LaTeX engine (AI Math Solver)

Ultra-lightweight 82M edge neural speech synthesizer & 20x RTF TTS (Kokoro style)

Zero-shot cross-lingual voice cloning translator & lip-sync engine (HeyGen style)

Test-time compute search tree verifier & reward model pruner (o3-mini style)

Screen UI bounding box and icon parser & Set-of-Mark coordinates (OmniParser)

Venture pitch deck narrative synthesizer & TAM market modeler (AI Pitch Deck)

Corporate identity stationery and business card synthesizer & NFC (Business Card)

Multimetric rhyme cadence rap lyric synthesizer & MIDI rhythm flow (AI Rap)

Duplex telephony voice agent turn orchestrator & SIP dialer (AI Phone Call)

Creator rate card CPM valuation estimator (Mavrck / Traackr)

Event invitation and greeting card vector typesetter & die-cut mask (AI Invitation)

Multi-source competitive market intelligence synthesizer (Market Research Tools)

Repository scoped agentic rule indexer & architecture guideline injector (Cursor Rules)

Paged attention virtual memory allocator & non-contiguous KV cache (vLLM style)

Open model registry & license compliance auditor (OpenCSG Starship style)

Hierarchical multi-agent consensus research engine & refutation validator (DeepResearch)

Zero-trust terminal session multiplexer & WebRTC streamer (Share Terminal)

Creator paid ad whitelisting token broker & Spark Ads (Lumanu style)

Deterministic tool-call guardrail firewall & injection interceptor (NeMo Guardrails)

Spaced repetition Anki flashcard synthesizer & SM-2 algorithms (AI Flashcard)

Viral sentiment velocity crisis sentinel & PR holding statement (Talkwalker)

Dynamic browser sandbox E2E test synthesizer & HAR verifier (Playwright style)

Event-driven omnichannel lifecycle nudge dispatcher & SMS push (Klaviyo style)

Flash-attention dense passage ranker & sequence embedding extractor (Hugging Face TEI)

Influencer affiliate attribution conversion aggregator (Impact.com style)

Group Relative Policy Optimization (GRPO) engine (DeepSeek-R1 style)

LinkedIn carousel growth narrative generator & PDF slide deck (Carousel Generator)

Neural speech codec full duplex dialogue engine & live audio streamer (Moshi style)

3D Gaussian splatting radiance field reconstructor (3DGS / PostShot style)

Visual DAG agent workflow tool chainer & state checkpointer (Dify / Flowise style)

Joint-embedding predictive architecture (JEPA) world representation (V-JEPA style)

Semantic clipboard history vector buffer & secret redaction (Clipboard Manager)

Stateful autonomous AI employee lifecycle supervisor & task worker (AI Employee)

OS GUI desktop automation vision agent from screenshots (Computer Use style)

Marketing Mix Modeling (MMM) adstock & saturation estimator (Robyn style)

Cross-encoder reranker document store engine for high precision RAG (Haystack style)

Dual-track vector quantized acoustic codec & low-bitrate neural audio (Fish-Speech)

Pedagogical lesson plan curriculum synthesizer & Bloom objectives (AI Lesson Plan)

Procedural AST flowchart & logic diagram synthesizer (AI Flowchart Generator)

Prompt to 3D CAD STEP solid generator & B-Rep synthesizer (Text-to-CAD style)

RL mathematical reasoning synthesizer & step-by-step theorem prover (DeepSeek-R1 style)

Creator audience authenticity anomaly auditor (HypeAuditor / Modash)

Adaptive periodized workout fitness regimen synthesizer & RPE curve (AI Workout)

Hierarchical corporate organization chart synthesizer & DAG tree (AI Org Chart)

Lightweight local model daemon lifecycle manager & hot-swapper (Ollama style)

Cryptographic verifiable credential certificate builder & Merkle hash (Certificate)

Spatial semantic interior design layout synthesizer & 3D floorplan (AI Room Design)

UGC licensing rights ledger & creator media clearance (Bazaarvoice / Tagger)

Neural audio stem separation and remastering engine (Demucs / Moises style)

Influencer outreach seeding campaign dispatcher (Aspire / Upfluence)

Dynamic aspect ratio visual patch tokenizer & 2D RoPE (Qwen2.5-VL style)

Realtime hallucination fact checker & primary citation verifier (AI Fact Checker)

Declarative form schema builder & dynamic input validator (AI Form Builder)

Pose-guided temporal video motion transfer & character animator (Viggle style)

Sponsored campaign regulatory FTC compliance sentinel (Klear / Brand24)

Conversational podcast dialogue audio synthesizer & multi-speaker banter (NotebookLM)

Culinary restaurant menu synthesizer & allergen matrix (AI Menu Maker)

Isolated ephemeral code execution sandbox client & microVM runner (E2B style)

Multi-tenant federated RAG privacy enclave & ZK attestation (Confidential RAG style)

Multimodal document layout AST parser & table extractor (Docling style)

First-party multi-touch Shapley attribution allocator (Triple Whale style)

Multi-architecture low-bit quantization compiler for GGUF kernels (Llama.cpp style)

Sandboxed interactive artifact canvas executor & live component renderer (Claude Artifacts style)

Prompt-guided video color grading & 3D LUT matrix generator (Colorlab.ai style)

Agent-Computer Interface SWE patch synthesizer & automated bug fixer (SWE-agent style)

Vision-Language-Action robotic trajectory planner (OpenVLA / RT-2 style)

Photorealistic prompt expansion director & volumetric lighting enricher (Midjourney style)

Payload filtered HNSW vector similarity engine with quantization (Qdrant style)

Grammar-constrained token logits decoder & regex enforcer (Outlines style)

Schema-enforced structured LLM extraction engine with validation retries (Instructor style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-tenant GitLab webhook event router & CI/CD trigger (GitLab Webhook style)

Modular RAG pipeline engine coordinating retrieval & reranking (Haystack style)

Edge-quantized multimodal spatial point locator (MiniCPM-V / Molmo style)

Distributed model serving platform & Elo benchmark arena (FastChat style)

Dual-track neural codec voice clone synthesizer (Fish Audio / CosyVoice style)

Unified GitLab CI pipeline analyzer & stage optimizer (GitLab CI Lint style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-token speculative FIM code generator & syntax verifier (DeepSeek-Coder V2 style)

Radix tree KV cache prefix caching manager for fast decoding (SGLang style)

Million-token multimodal needle-in-a-haystack retriever (Gemini 1.5 Pro style)

Git-native multi-file pair programmer & tree-sitter refactor executor (Aider style)

Multimodal meeting audio scribe & agenda task extractor (Granola AI style)

Multi-backend quantized model loader supporting GGUF & EXL2 (Oobabooga style)

Dynamic screen recording summarizer & interactive step extractor (Screenity style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

3D parallelism tensor, pipeline & sequence topology mapper (Megatron-LM style)

Unified memory MoE expert offload runtime with PCIe prefetch (KTransformers style)

Columnar embedded vector analytical store with predicate pushdown (Chroma DuckDB style)

Kubernetes GitOps manifest drift reconciliation & security scanner (GitLab Agent style)

Duplex low-latency conversational voice agent & WebRTC stream manager (ElevenLabs style)

MCTS guided chain-of-thought reasoning tree explorer (OpenAI o1 / o3 style)

Acoustic latent neural speech synthesizer & audio tokenizer (WhisperSpeech style)

Iterative multi-step web research synthesizer & deep citation co-pilot (Perplexity style)

Hierarchical knowledge graph community detection & global RAG synthesizer (GraphRAG style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Unified LLM alignment suite orchestrating DPO & LoRA runs (Llama-Factory style)

Dependency firewall package proxy & CVE quarantine gatekeeper (GitLab Firewall style)

Multi-tenant hybrid vector database engine with GraphQL (Weaviate style)

Instruction-guided dense text embedding generator (Instructor / BGE style)

Dynamic vision patch tokenizer & spatial grounding locator (Qwen2.5-VL style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-file context graph patch composer & atomic refactorer (Cursor Composer style)

Multi-perspective autonomous research & Wikipedia report synthesizer (Stanford STORM style)

Parametric camera orbit cinematic video director & physics agent (Runway Gen-3 style)

High-fidelity neural world dynamics simulator & physics solver (Kling / Sora style)

Neural form auto-filler & schema field compliance extractor (Fillout style)

Stateful OS-tier memory virtualization agent with auto-paging (Letta / MemGPT style)

Context-aware voice dictation and real-time intent formatter (Wispr Flow style)

Multi-model unified prompt workspace synchronizer & diff matrix (TypingMind style)

Localized motion path trajectory video director & motion brush (Kling style)

Natural language full-stack web application architect & scaffolder (Lovable style)

Structured meeting note refinement & action item synthesizer (Granola style)

Spatial concept mapping card cluster & thematic grouping (Heptabase style)

Deep research curation interactive web article publisher (Perplexity Pages style)

Vocal timbre preserving video lip-sync localizer & multilingual dub (Captions style)

Repository-aware AST context code search & syntax tree ranker (Phind style)

Grounded multi-step tool execution engine & token citation matcher (Cohere style)

Memory-efficient LoRA kernel gradient optimizer saving 80% VRAM (Unsloth style)

Interleaved multimodal document parser with formula & chart recognition (Pixtral style)

Multi-scene video storyboard compiler & latent interpolator (Morph/Pika style)

Serverless GPU micro-container autoscaler & sub-second cold start (Modal/Baseten style)

Real-time interactive world model neural simulator at 60 FPS (Oasis style)

Enterprise autonomous support ticket resolver & deterministic CRM agent (Decagon style)

Resilient agentic document parser & schema drift workflow automaton (Gumloop style)

Generative isometric tilemap and sprite world level synthesizer (Rosebud style)

Neural garment drape synthesizer and photorealistic virtual try-on (Kopia style)

Full-codebase dependency graph indexer & automated PR synthesizer (Greptile style)

GenPark AI Agent Skill - Agentcard autonomous AI agent wallet, programmatic virtual card issuing & MCP payment protocol.

Physics-guided generative 3D character animator and keyframe balancer (Cascadeur style)

OpenAPI spec automated mock server & schema validator (Postman / Spectral)

Hierarchical HNSW vector index approximate nearest neighbor searcher (Qdrant)

Realtime search reranking & factual citation grounder (Perplexity / SearchGPT)

LLM trace latency breakdown & token cost anomaly detector (LangSmith style)

Bootstrap teleprompter automated prompt optimization (DSPy style)

Autonomous multi-agent debate consensus protocol & planning (AutoGPT / CAMEL)

Complex PDF layout semantic chunker & markdown table parser (LlamaParse style)

Multi-token speculative tree drafting accelerator (Medusa / Eagle style)

Constraint satisfaction timeblock schedule planner & deep work optimizer (Schedule)

Hierarchical creator tiering matrix allocator & media mix (Kolsquare style)

Hierarchical Sankey flow graph synthesizer & vector SVG generator (Sankey Generator)

Rectified flow diffusion transformer sampler & linear vector field (Flux.1 DiT style)

Tree-of-thought multi-agent debate verifier & consensus engine (ToT Debate style)

Declarative design-to-fullstack app scaffolder (v0 / Replit Agent style)

Tree-structured synthetic curriculum & textbook synthesizer (Cosmopedia style)

State-space Mamba architecture voice synthesizer with sub-95ms TTFT (Cartesia style)

Unified streaming AI gateway with automated provider fallback & schema stream (Vercel style)

Event-driven webhook signature verifier & HMAC replay protection

Automated red teaming adversarial safety probe & jailbreak fuzzer

Agentic tabular SQL schema linking synthesizer & query verification

Multi-modal chart & graph visual data extractor to markdown tables

Hybrid dense-sparse BM25 rerank fusion & Reciprocal Rank Fusion

High-throughput API rate limit token bucket throttle & burst quotas

Realtime WebSocket heartbeat reconnector & state resync stream

Agent session replay behavioral audit recorder & anomaly detector (AgentOps)

Structured synthetic data evolution generator & complexity scaling (Evol-Instruct)

Verifiable AI agent zero-knowledge proof attestation generator (EZKL style)

Agentic browser vision grounding actor & DOM action executor (Browser-use)

Self-hosted isolated code sandbox runner & ephemeral execution jail (E2B style)

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

LLM-guided Tree-of-Thought Monte Carlo search & reasoning planner (ToT / MCTS)

Autonomous distributed agent deadlock & race condition detector (ThreadSanitizer)

Autonomous SLA breach incident escalator & canary rollback playbook

Behavioral cohort funnel retention & churn hazard rate (Mixpanel / Amplitude)

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

Prompt injection & jailbreak firewall sentinel (Llama Guard / Lakera)

Production-grade MCP server for Google Forms, Google Drive & Google Sheets. Build, automate, and manage forms using AI-powered workflows and complete Google Workspace integration.

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

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

inertia-ai: a desktop workspace for AI agents. Chat, built-in tools, MCP and OpenAPI integrations, Docker/Daytona sandboxes with a live desktop, routines and memory. Bring your own model and keys.

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

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.

FileMCP is a native macOS app that gives ChatGPT controlled access to a local workspace through MCP

Let an AI agent build and change your n8n workflows with a guaranteed way back: every write is backed up, version-checked, and verified by readback.

Authenticated remote MCP server for publishing WeChat Official Account articles from Agents

Kepler, an OGame bot built by long-time players: auto build, research, expeditions, raiding, fleet save and defence, plus .ank scripting. Windows, Linux, macOS or hosted. 7-day free trial.

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。

Production-grade RLHF & post-training pipeline built from first principles in PyTorch. Features causal transformers, LoRA SFT, Bradley-Terry reward modeling, DPO, IPO, PPO with GAE, DeepSeek-R1 style

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

A local browser your coding agent can actually finish a job in — file uploads, cross-origin iframes, native dialogs, and downloads, all via CLI/MCP.

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

A mega collection of 2,070 AI agent data APIs: MCP servers, LLM tools, RAG pipelines, live web data, vision & voice. Give your AI agent live web data.

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

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

File-backed autonomous task loop for Claude Code: queue one-line goals, drain them through chunked claude -p workers, with hooks, a tiered agent fleet, and memory/context MCP servers.

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

Find and tap React Native elements by visible text through Metro's Hermes inspector. No testIDs, no in-app SDK, no MCP server.

Headless Blackboard MCP server for bb.cuhk.edu.cn — courseware download, assignment inspection & submission, announcements. Fully headless credential login.

Production Rust MCP server for secure, auditable control of existing SecureCRT SSH sessions

Give an AI agent full remote control of a Windows PC - with zero console windows flashing on screen. 让 AI 完全操控你的 Windows 电脑，屏幕上不闪任何黑窗口。

Self-hosted MCP bridge for local files, search, editing, shell sessions, Git, and SSH.

A host-side, scriptable command-line terminal for Segger-RTT; Also the AI-ready command line for embedded validation.

One AI skill + MCP server for Claude Code, Codex and Hermes: Jev (TypeSafe) gates large-model turns (event triage, review verdicts, owner questions, tool choice), runs build-and-repair loops with inde

MCP server for controlling Google Flow (Veo, Nano Banana) with AI agents from your own browser.

🖱️ Let Factory Droid control your Mac with the Codex app's Computer Use tool. One-command install, no approval forms, works with any Codex install path.

Windows desktop automation MCP server - screenshots, OCR, mouse and keyboard, and accessibility trees via UI Automation, MSAA and Chrome DevTools Protocol. Node.js + built-in PowerShell, no Python and

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