AI models and prompts MCP servers
665 ai models and prompts servers from the official MCP Registry. The 100 most starred are below, 25 per page; open a server for install commands. Search all 40,104 servers →
| # | Server | Category | GitHub stars | Runs as |
|---|---|---|---|---|
| 1 |
ha-mcp Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
|
AI models and prompts | 4,966 | pypi oci |
| 2 |
MCP Server for WinDbg Crash Analysis A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB
|
AI models and prompts | 1,609 | pypi |
| 3 |
Microsoft NuGet A Model Context Protocol (MCP) server for NuGet.
|
AI models and prompts | 1,554 | nuget |
| 4 |
ros-mcp-server Connect AI models like Claude & ChatGPT with ROS robots using MCP
|
AI models and prompts | 1,488 | pypi |
| 5 |
nx-console A Model Context Protocol server implementation for Nx
|
AI models and prompts | 1,412 | npm |
| 6 |
nx-mcp A Model Context Protocol server implementation for Nx
|
AI models and prompts | 1,412 | npm |
| 7 |
ChiR24-unreal_mcp_server A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…
|
AI models and prompts | 906 | remote |
| 8 |
openflowkit-mcp Local-first OpenFlowKit diagramming tools for Claude, Cursor, Windsurf & other MCP clients.
|
AI models and prompts | 834 | npm |
| 9 |
PlanExe MCP server for generating rough-draft project plans from natural-language prompts.
|
AI models and prompts | 401 | remote |
| 10 |
VisualTorch Render PyTorch architecture diagrams and animated GIF reveals from trusted model source.
|
AI models and prompts | 336 | pypi |
| 11 |
mcp-server-tauri A Model Context Protocol server for use with Tauri v2 applications
|
AI models and prompts | 315 | npm |
| 12 |
ServiceNow MCP Server (NowAIKit) ServiceNow MCP server: 450+ tools for Claude, ChatGPT, Copilot & any AI. Read-only by default.
|
AI models and prompts | 265 | npm |
| 13 |
stata-mcp Let LLM help you achieve your regression analysis with Stata
|
AI models and prompts | 264 | pypi |
| 14 |
Actual Budget MCP Server MCP server exposing Actual Budget accounts, transactions, budgets and reporting to LLM assistants.
|
AI models and prompts | 249 | npm |
| 15 |
llmtrim MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.
|
AI models and prompts | 244 | npm |
| 16 |
Toleno Network Toleno Network MCP Server — Manage your Toleno mining account with Claude AI using natural language.
|
AI models and prompts | 227 | npm |
| 17 |
fiori-mcp-server SAP Fiori - Model Context Protocol (MCP) server
|
AI models and prompts | 158 | npm |
| 18 |
Remote Desktop Commander Hosted MCP server connecting claude.ai, ChatGPT and other AI apps to your own computer
|
AI models and prompts | 147 | remote |
| 19 |
Magg Aggregates and proxies other MCP servers, letting LLMs discover, add, and manage tools at runtime.
|
AI models and prompts | 144 | pypi |
| 20 |
lm Connect Claude to any OpenAI-compatible LLM endpoint and offload routine work to a local model.
|
AI models and prompts | 121 | npm |
| 21 |
freellmpool OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools.
|
AI models and prompts | 120 | pypi |
| 22 |
django-telescope A Model Context Protocol (MCP) server for Django applications, inspired by Laravel Boost
|
AI models and prompts | 113 | pypi |
| 23 |
mcp-server Model Context Protocol (MCP) server for AI-assisted development of CAP applications.
|
AI models and prompts | 112 | npm |
| 24 |
Django ORM Lens Django ORM static analysis MCP. Models, relations, migrations, indexes, signals, N+1.
|
AI models and prompts | 84 | pypi |
| 25 |
PaperBanana-CN Generate and evaluate academic diagrams and plots with independent model connections.
|
AI models and prompts | 83 | pypi |
| 26 |
time-mcp Time MCP Server, giving LLMs time awareness capabilities.
|
AI models and prompts | 72 | npm |
| 27 |
flstudio-mcp Control FL Studio with Claude: in-DAW mixing, diagnosis, routing, and composition.
|
AI models and prompts | 71 | pypi |
| 28 |
AEC Model Bridge Independent MCP integration for Autodesk Revit software through a local bridge.
|
AI models and prompts | 68 | mcpb |
| 29 |
Token Enhancer Cuts AI web-fetching costs up to 99.9% by stripping page junk before it reaches your LLM.
|
AI models and prompts | 68 | pypi |
| 30 |
HackMD A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.
|
AI models and prompts | 68 | npm oci mcpb |
| 31 |
Apple Books Access your Apple Books library, annotations, reading progress, and highlights through Claude
|
AI models and prompts | 61 | pypi mcpb |
| 32 |
mcp-uptime-kuma A Model Context Protocol (MCP) server for Uptime Kuma version 2.
|
AI models and prompts | 54 | npm |
| 33 |
mcp-sitecore-server A Model Context Protocol server for Sitecore
|
AI models and prompts | 53 | npm |
| 34 |
aaa-mcp Constitutional AI Governance with 13 enforced floors (F1-F13) and tri-witness consensus for LLMs.
|
AI models and prompts | 52 | pypi oci |
| 35 |
hithereiamaliff-mcp-nextcloud A comprehensive Model Context Protocol (MCP) server that enables AI assistants to interact with yo…
|
AI models and prompts | 38 | remote |
| 36 |
mdk-mcp-server Model Context Protocol (MCP) server for AI-assisted development of MDK applications.
|
AI models and prompts | 37 | npm |
| 37 |
connectry-architect-mcp Free certification prep for the Claude Certified Architect exam by Connectry LABS
|
AI models and prompts | 37 | npm |
| 38 |
PubNub MCP Server PubNub Model Context Protocol MCP Server for Cursor and Claude
|
AI models and prompts | 33 | npm |
| 39 |
u-he Preset Randomizer Generate, randomize, explain, and manage u-he synthesizer presets via the Model Context Protocol.
|
AI models and prompts | 31 | npm |
| 40 |
humane-proxy AI safety middleware — detects self-harm and criminal intent in LLM prompts.
|
AI models and prompts | 28 | pypi |
| 41 |
CLIO Chronolog ChronoLog MCP server implementation using Model Context Protocol
|
AI models and prompts | 28 | pypi |
| 42 |
CLIO Compression Compression MCP server implementation using Model Context Protocol
|
AI models and prompts | 28 | pypi |
| 43 |
CLIO Lmod Lmod MCP - Environment Module Management for LLMs with comprehensive module operations
|
AI models and prompts | 28 | pypi |
| 44 |
hatago-mcp-hub Unified MCP Hub for managing multiple Model Context Protocol servers
|
AI models and prompts | 27 | npm |
| 45 |
Marzban MCP Manage Marzban panels through the Model Context Protocol.
|
AI models and prompts | 26 | npm oci |
| 46 |
Django Admin MCP Django admin models over MCP: CRUD, actions, history, autocomplete — capped by Django permissions.
|
AI models and prompts | 25 | pypi |
| 47 |
speclock AI Constraint Engine — enforces CLAUDE.md and .cursorrules as laws. 51 MCP tools.
|
AI models and prompts | 25 | npm |
| 48 |
openroad-mcp The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol
|
AI models and prompts | 24 | npm oci |
| 49 |
openroad-mcp The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol
|
AI models and prompts | 24 | pypi oci |
| 50 |
Acquisition.gov Acquisition.gov FAR Overhaul model parts, agency deviations, PDFs, and guidance. 5 tools.
|
AI models and prompts | 23 | pypi |
| 51 |
GB Studio MCP Server Create and modify GB Studio projects with MCP tools for scenes, actors, assets, and validation.
|
AI models and prompts | 23 | npm |
| 52 |
Claude FAF Persistent project context for Claude. IANA-registered .faf format.
|
AI models and prompts | 23 | npm mcpb |
| 53 |
Jaxonomy — hybrid dynamical systems on JAX Build, simulate and calibrate JAX block-diagram models of hybrid dynamical systems.
|
AI models and prompts | 20 | pypi |
| 54 |
BioMASS ODE Model Builder Construct, inspect, visualize, and simulate evidence-backed ODE models with BioMASS
|
AI models and prompts | 19 | pypi |
| 55 |
ask-llm Unified MCP server for Gemini, Codex, Claude, Grok, Ollama, and Antigravity
|
AI models and prompts | 18 | npm |
| 56 |
mcp-turso-cloud MCP server for integrating Turso with LLMs
|
AI models and prompts | 18 | npm |
| 57 |
genieacs-mcp MCP server bridging GenieACS TR-069 ACS instances to LLMs for CPE device management
|
AI models and prompts | 17 | npm oci |
| 58 |
Promptheus AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)
|
AI models and prompts | 17 | pypi |
| 59 |
activitypub-mcp Read-only-by-default MCP server: let LLMs explore the Fediverse — Mastodon, Misskey, Pleroma.
|
AI models and prompts | 17 | npm |
| 60 |
Fathom MCP Server Connect Claude to Fathom meeting recordings, transcripts, and summaries
|
AI models and prompts | 16 | remote |
| 61 |
DataDoe MCP Hosted Amazon Seller and Vendor MCP server for Claude, ChatGPT, Cursor, Codex, Gemini, Copilot.
|
AI models and prompts | 15 | remote |
| 62 |
mcp A Model Context Protocol server for Wix AI tools
|
AI models and prompts | 15 | remote |
| 63 |
mirror-mcp Mirror MCP: Introspection for LLMs
|
AI models and prompts | 15 | npm |
| 64 |
Whoop MCP Server Your WHOOP recovery, sleep, strain and workouts in Claude, ChatGPT or other MCP apps. Self-hosted.
|
AI models and prompts | 14 | oci |
| 65 |
clarifyprompt AI prompt optimization for 58+ platforms across 7 categories with custom platforms
|
AI models and prompts | 13 | npm |
| 66 |
LLM Latency Tracker Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.
|
AI models and prompts | 12 | remote |
| 67 |
Gopher & Gemini MCP Server Browse Gopher and Gemini resources safely: SSRF protection, TLS/TOFU, structured JSON output.
|
AI models and prompts | 12 | pypi oci |
| 68 |
Fathom Fathom AI meeting transcription MCP server for Model Context Protocol hosts
|
AI models and prompts | 12 | npm |
| 69 |
Freshdesk Freshdesk Support MCP server for Model Context Protocol hosts
|
AI models and prompts | 12 | npm |
| 70 |
Gamma Gamma AI presentation generation MCP server for Model Context Protocol hosts
|
AI models and prompts | 12 | npm |
| 71 |
SentinelX MCP Operate Linux, macOS and Windows from your LLM. Every action runs through an auditable allowlist.
|
AI models and prompts | 11 | remote |
| 72 |
PRIMAMCP Verified, citable German & EU law for any LLM. Daily updates from official sources, hosted in DE.
|
AI models and prompts | 11 | remote npm |
| 73 |
Spotify MCP server connecting LLMs to Spotify, with smart-batching and large-playlist tools
|
AI models and prompts | 11 | pypi |
| 74 |
Prolog Reasoner SWI-Prolog as a logic calculator for LLMs
|
AI models and prompts | 11 | pypi |
| 75 |
Aletheia Runtime Safety & Scope Creep Filter Deterministic pre-execution filter that blocks known scope-creep and prompt-injection tool calls
|
AI models and prompts | 11 | npm |
| 76 |
Decompose Decompose text into classified semantic units. Authority, risk, attention. No LLM.
|
AI models and prompts | 10 | pypi |
| 77 |
strategy-skills 11 open strategy frameworks as AI-guided prompts for any MCP client.
|
AI models and prompts | 10 | npm |
| 78 |
NOAA OFS MCP Server NOAA OFS regional ocean model forecasts — water level, temperature, salinity
|
AI models and prompts | 10 | pypi |
| 79 |
NOAA OFS MCP Server NOAA OFS regional ocean model forecasts — water level, temperature, salinity
|
AI models and prompts | 10 | pypi |
| 80 |
ai-visibility Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.
|
AI models and prompts | 10 | npm |
| 81 |
Citation Intelligence Check what Perplexity, Claude, ChatGPT, Gemini, and Google AI Overviews cite for any query.
|
AI models and prompts | 9 | npm |
| 82 |
MNE-MCP MNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol
|
AI models and prompts | 9 | pypi |
| 83 |
Dali by Lulu The prediction MCP — score your prompt before you generate, so you never waste a credit.
|
AI models and prompts | 9 | remote pypi |
| 84 |
contextweaver MCP gateway: bounded tool shortlists + artifact-backed result firewall. Deterministic, no model.
|
AI models and prompts | 9 | pypi |
| 85 |
ducklab Multi-LLM dev harness, MCP-operable: bugs, cycles, gates. Verdicts are exit codes, never opinions.
|
AI models and prompts | 9 | mcpb |
| 86 |
XAF Logic Explainer Query your DevExpress XAF app: entities, controllers, actions, rules, Model Editor.
|
AI models and prompts | 9 | nuget |
| 87 |
Serial MCP MCP server for serial port communication. 25 tools, resources, prompts, and stdio/HTTP transports.
|
AI models and prompts | 9 | mcpb |
| 88 |
weckr Ask which of your customers cost more in LLM calls than they pay, per user and per feature.
|
AI models and prompts | 8 | npm |
| 89 |
metrillm Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client
|
AI models and prompts | 8 | npm |
| 90 |
ascript-mcp Control Android/iOS/Windows devices from Claude, Cursor, and other AI tools. iOS without jailbreak.
|
AI models and prompts | 8 | pypi |
| 91 |
Unified AI System MCP Gateway Self-hosted MCP gateway for Codex, Cursor, and Cline with provider-free prompt enhancement.
|
AI models and prompts | 8 | oci |
| 92 |
edumints SCORM MCP Compiles structured specs into SCORM 1.2/2004 e-learning packages. 30 tools, quality gate, no LLM.
|
AI models and prompts | 8 | remote |
| 93 |
thask Dependency-graph MCP server. Tells Claude/Cursor what breaks if you change X. Provenance guards.
|
AI models and prompts | 8 | npm |
| 94 |
FitLLM Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only.
|
AI models and prompts | 8 | remote |
| 95 |
since-cutoff Which Python library APIs changed after your model's training cutoff (static diff, no model calls)
|
AI models and prompts | 7 | pypi |
| 96 |
Defuddle Fetch Fetch content from the web, cleaned up nicely for LLMs (using Defuddle).
|
AI models and prompts | 7 | npm mcpb |
| 97 |
Nonobench An open-source benchmark of how well LLMs solve nonogram puzzles, from 5x5 to 20x20.
|
AI models and prompts | 7 | remote |
| 98 |
hardware-probe Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization.
|
AI models and prompts | 7 | npm |
| 99 |
gut Judgment calls on small, cheap models: is this spam, which team, how urgent. YES, NO or UNSURE.
|
AI models and prompts | 6 | pypi |
| 100 |
ChainWeaver Expose deterministic ChainWeaver flows as MCP tools without LLM calls between steps.
|
AI models and prompts | 6 | pypi |
Other categories
Databases 921Browser and web scraping 1,206Finance and crypto 3,789Commerce and payments 1,990Git, GitHub and code review 454Cloud and DevOps 1,053Productivity and workspace 1,197Messaging and social 1,774Files and documents 1,416Design, images and media 1,621Search and knowledge 3,695Data and analytics 2,971Security 851Memory and agent tools 3,357Developer tools 1,860Other 11,284
Newest in the registry
Most recently published in ai models and prompts.
fiori-mcp-serverOct 7, 2026 · AI models and prompts
SAP Fiori - Model Context Protocol (MCP) server
lmOct 7, 2026 · AI models and prompts
Connect Claude to any OpenAI-compatible LLM endpoint and offload routine work to a local model.
gutOct 7, 2026 · AI models and prompts
Judgment calls on small, cheap models: is this spam, which team, how urgent. YES, NO or UNSURE.
GripForgeOct 7, 2026 · AI models and prompts
Turn prompts into production-ready game assets: animated characters, textures, terrain, VFX, HUD.
zola-mcpOct 7, 2026 · AI models and prompts
Zola wedding planning for Claude — vendors, budget, guests, seating, registry, and RSVPs
AskYourStackOct 7, 2026 · AI models and prompts
Let Claude, ChatGPT or Cursor manage your servers, sites and SEO, with approvals for risky actions.
creditkarma-mcpOct 7, 2026 · AI models and prompts
Credit Karma transactions for Claude — spending by category, merchant, and account summary
gogcli-mcp-classroomOct 7, 2026 · AI models and prompts
Google Classroom via gogcli for Claude — courses, assignments, submissions, grading
gogcli-mcp-slidesOct 7, 2026 · AI models and prompts
Google Slides via gogcli for Claude — deck and slide authoring
AI agents that can use MCP servers
From each product's documentation; see the feature matrix.