Skip to main content
Glama
adamchall87

AI Model Registry MCP Server

by adamchall87

AI Model Registry

A live AI model registry covering every major GenAI modality — LLMs, image generation, video generation, audio/TTS, vision, and 3D. Polls OpenRouter, HuggingFace, and Ollama Cloud hourly, plus a manually maintained commercial models file for closed-source models (Veo, Kling, Seedance, Midjourney, Sora, Runway, Pika, PixVerse, and more).

Built so AI agents never recommend outdated models from stale training data. Query the registry before naming any model — get current names, pricing, capabilities, and availability in real time.

Live Endpoint

http://registry.adamdoesai.com:9847

API Endpoints

Endpoint

Description

GET /stats

Total model count, breakdown by source and modality (also serves as health check)

GET /models

List all models, optionally filtered by source

GET /models?source=commercial

Filter by source (openrouter, huggingface, ollama, commercial)

GET /models/search?q=<query>

Full-text search across all models

GET /models/search?q=video&modality=video

Filter by modality (llm, image, video, audio, vision, 3d)

GET /models/best?capability=video_gen

Top models by capability (video_gen, image_gen, audio_tts, coding, vision, tools, agent)

GET /models/compare?models=google/veo-3.1,kling/kling-3-pro

Side-by-side model comparison

GET /models/by-modality/video

All models for a given modality

GET /models/by-source/commercial

All models from a given source

Related MCP server: ai-model-selector-mcp

Model Sources

Source

Count

Method

Coverage

OpenRouter

367

Live API poll (hourly)

LLMs with pricing

HuggingFace

482

Live API poll (hourly)

All modalities — image, video, audio, vision, 3D, LLM

Ollama Cloud

19

Live API poll (hourly)

LLMs + vision

Commercial

27

Static JSON (manually maintained)

Video, image, audio — closed-source models

Total: 895 models across all GenAI modalities.

Monthly Update Service

New AI models release monthly. The commercial models file is manually maintained by Adam Hall and updated on a regular cadence to ensure newly released models are available in the registry as soon as they are announced.

If you purchase a license, updates to the commercial models file are included. You will receive updated JSON files at the defined update frequency, ready to drop into your deployment.

Architecture

┌─────────────────────────────────────────────────────┐
│         AI Model Registry (FastAPI, port 9847)      │
│                                                      │
│  ┌──────────┐  ┌───────────┐  ┌─────────────┐        │
│  │OpenRouter│  │HuggingFace│  │Ollama Cloud │        │
│  │  poller  │  │  poller   │  │   poller    │        │
│  └────┬─────┘  └─────┬─────┘  └──────┬──────┘        │
│       └──────────────┼────────────────┘               │
│                      ▼                                │
│              In-Memory Cache (hourly)                 │
│                      │                                │
│         ┌────────────┼────────────┐                  │
│         ▼            ▼            ▼                  │
│    REST API    MCP Server    Hermes Skill             │
│  (port 9847)  (stdio)       (SKILL.md)               │
│                                                      │
│  + Commercial models (static JSON, manual updates)   │
└─────────────────────────────────────────────────────┘

Quick Start

Self-Host

git clone <repo-url>
cd ai-model-registry
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m uvicorn src.server:app --host 0.0.0.0 --port 9847

Deploy with systemd + nginx

bash deploy/deploy.sh your-domain.com

Query as an agent

# Get stats
curl http://registry.adamdoesai.com:9847/stats

# Search for video models
curl "http://registry.adamdoesai.com:9847/models/search?q=video"

# Get best video generation models
curl "http://registry.adamdoesai.com:9847/models/best?capability=video_gen"

# Compare two models
curl "http://registry.adamdoesai.com:9847/models/compare?models=google/veo-3.1,kling/kling-3-pro"

# List commercial models
curl "http://registry.adamdoesai.com:9847/models?source=commercial"

Platforms

This skill is compatible with:

  • Hermes

  • OpenClaw

  • Claude Code

  • Cursor

  • VS Code

  • Codex

  • ChatGPT

Security

  • Read-only GET API — no POST, no PUT, no DELETE

  • No CORS (agents don't need it)

  • No authentication required (public read-only)

  • No database (in-memory cache)

  • No secrets in code

  • Pinned dependencies (exact versions, no ranges)

  • OWASP AST10 audited and compliant


Built by Adam Hall — Adam Does AI

This registry is part of Adam Does AI — practical AI integration and automation for small businesses. I build systems that help businesses book more jobs, handle more work without adding payroll, and stop losing time to disconnected tools and repetitive manual work.

What I do:

  • AI-Powered Booking & Reception — AI voice receptionists, missed-call text-back, lead qualification, and after-hours call handling

  • Custom AI Integration — connect CRM, inbox, documents, scheduling, and business tools into systems that automate handoffs, follow-up, estimates, and invoicing

  • Standard Packages — proven setups for calls, booking, follow-up, and customer pipeline, configured for your business with ongoing support

  • Open-Source AI Infrastructure — tools like this model registry, agent skill frameworks, and MCP servers that make AI agents actually useful

Why this registry exists: AI agents running on stale training data will recommend GPT-4o like it's still 2024. This registry gives agents a live, accurate view of what models actually exist right now — across every modality. It's the kind of infrastructure that separates toy demos from production workflows.

adamdoesai.com


License — All Rights Reserved

Copyright (c) 2026 Adam Hall. All Rights Reserved.

End User License Agreement (EULA)

1. Grant of License. Adam Hall ("Licensor") grants you ("Licensee") a non-exclusive, non-transferable, revocable license to use the AI Model Registry software ("Software") for your personal or internal business use.

2. Restrictions. Licensee shall NOT:

  • (a) Redistribute, resell, sublicense, lease, rent, or otherwise transfer the Software to any third party

  • (b) Reverse engineer, decompile, or disassemble the Software, except as permitted by applicable law

  • (c) Remove or alter any copyright, trademark, or attribution notices within the Software

  • (d) Use the Software to build a competing product or service

  • (e) Include the Software in any open-source project or public repository

3. Updates. Licensor may provide updates to the commercial models file on a regular cadence. Updates are available to Licensees who have purchased a license. The frequency of updates is at Licensor's discretion and will be communicated to Licensees.

4. Commercial Models File. The commercial_models.json file is manually maintained by the Licensor and represents proprietary research. Licensee may use it as part of the Software but may not redistribute it separately.

5. No Warranty. The Software is provided "AS IS" without warranty of any kind. Licensor does not guarantee the accuracy, completeness, or timeliness of model information. Model availability and pricing are subject to change by their respective providers.

6. Liability. Licensor shall not be liable for any damages arising from the use or inability to use the Software, including but not limited to data loss, business interruption, or incorrect model recommendations.

7. Termination. This license terminates automatically if Licensee breaches any term. Upon termination, Licensee must cease all use of the Software and destroy all copies.

8. Entire Agreement. This EULA constitutes the entire agreement between Licensor and Licensee regarding the Software.

For licensing inquiries: adamdoesai.com

F
license - not found
-
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • A
    license
    A
    quality
    B
    maintenance
    Provides AI assistants with real-time access to 1000+ AI models including their latest pricing, context windows, capabilities, and specifications. Supports model search, comparison, recommendations, and live testing.
    Last updated
    3
    220
    1
    MIT
  • A
    license
    -
    quality
    D
    maintenance
    Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can route tasks to the cheapest viable model without breaking tool calls or context clipping.
    Last updated
    9
    MIT

View all related MCP servers

Related MCP Connectors

  • Verified, sourced, real-time intelligence layer for AI agents.

  • Give your agent live data from Twitter, Reddit, the web and GitHub. No API keys, no scraping stack.

  • Build, validate, and deploy multi-agent AI solutions from any AI environment.

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/adamchall87/ai-model-registry'

If you have feedback or need assistance with the MCP directory API, please join our Discord server