AI Model Watch

io.github.markksantosPublished by GitHub account markksantosv1.2.0Updated Nov 1, 2026

List the models each AI provider's API serves and see which are new since the last check.

The publisher's own server: model.tools — Zero-Auth Agent Utilities

VerifiedSTDIODesktop onlyDeveloper ToolsAI & ML

Overview

AI-generated overview

Local MCP server that lets an assistant list the models AI providers' APIs serve and see which model IDs are new since the last check.

What you can do
  • List the model IDs a chosen provider currently serves, with an optional substring filter
  • Report which model IDs each provider started listing since the previous check, diffed against a saved state file
  • Cover OpenRouter, OpenAI, Anthropic, Google Gemini, Mistral, xAI and DeepSeek, skipping providers whose key is not set
When to use it
Useful when you want an assistant to answer whether a new model has appeared in a provider's API listing, or to compare current model catalogs across providers without leaving the chat.
Requirements
Runs locally over stdio, started with the --mcp flag via npx, Homebrew, a Claude Desktop bundle or a JSON client config. Node 18+ for the npx route. OpenRouter needs no key; other providers need their API key in the environment (OPENAI_API_KEY, ANTHROPIC_API_KEY, GEMINI_API_KEY or GOOGLE_API_KEY, MISTRAL_API_KEY, XAI_API_KEY, DEEPSEEK_API_KEY). Network access to the provider APIs.
Before you install
Provider API keys are read from the environment and sent only to that provider; the Claude Code plugin passes environment keys through to the server. It writes a state file (by default under the user's cache directory) that defines what counts as new. A listed model ID does not prove the model answers requests yet, and the created date is whatever the provider reports.

Installation

In SourceWeft

  1. Open AI Model Watch in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

ai-model-watch

List the models each AI provider's API serves, and see what's new since the last time you looked. One command, no dependencies, Node 18+. It also runs as an MCP server, so Claude or Cursor can check for you.

New models often show up in a provider's /models list before any announcement. ai-model-watch saves each provider's list, and on the next run prints only the model IDs that weren't there before. Run it by hand, from cron, or in CI with --exit-code.

[ai-model-watch recording a baseline of 470 OpenRouter models, then reporting 2 new ones]

$ ai-model-watch -p openrouter2026-10-17T09:26:01.231ZOpenRouter: 2 new  + deepseek/deepseek-v4.1-flash-1017  DeepSeek: DeepSeek V4.1 Flash 1017 (listed as created 2026-10-17)  + reflection/beam-1.0-501b-a23b  Reflection: Beam 1.0 501B A23B (listed as created 2026-10-16)

The first run records a baseline (OpenRouter: 470 models recorded as the baseline), so you only hear about changes after that.

Providers

ProviderEndpointKey
OpenRouterGET https://openrouter.ai/api/v1/modelsnone, works out of the box
OpenAIGET https://api.openai.com/v1/modelsOPENAI_API_KEY
AnthropicGET https://api.anthropic.com/v1/models (paginated)ANTHROPIC_API_KEY
Google GeminiGET https://generativelanguage.googleapis.com/v1beta/models (paginated)GEMINI_API_KEY or GOOGLE_API_KEY
MistralGET https://api.mistral.ai/v1/modelsMISTRAL_API_KEY
xAIGET https://api.x.ai/v1/modelsXAI_API_KEY
DeepSeekGET https://api.deepseek.com/modelsDEEPSEEK_API_KEY

Listing models is free on every one of these APIs. Nothing is generated and no tokens are spent. A provider whose key isn't set is skipped. Keys are sent only to that provider, never across a redirect, and never printed.

Install and run

brew install markksantos/tap/ai-model-watch   # macOS / Linux (Homebrew)# or, with Node 18+npx github:markksantos/ai-model-watch# orgit clone https://github.com/markksantos/ai-model-watch && node ai-model-watch/bin/ai-model-watch.js
ai-model-watch [options]  -p, --providers <list>  openrouter,openai,anthropic,gemini,mistral,xai,deepseek (default: all with a key)  -s, --state <file>      where the last-seen lists live (default: ~/.cache/ai-model-watch/state.json)  -w, --watch <seconds>   keep running and check every N seconds (minimum 60)      --removed           also print models that disappeared      --json              JSON output      --exit-code         exit 1 when anything new appears (for cron and CI)  -q, --quiet             print only new models      --mcp               run as an MCP server on stdio

MCP server (Claude, Cursor, VS Code)

--mcp runs it as a Model Context Protocol server on stdio, so an assistant can ask what's new itself. Two tools:

  • check_new_models: the model IDs each provider started listing since the last check (same state file as the CLI).
  • list_models: what one provider lists right now, with an optional substring filter.

Claude Code:

claude mcp add ai-model-watch -- npx -y github:markksantos/ai-model-watch --mcp

Or as a Claude Code plugin (this repo is its own marketplace):

/plugin install ai-model-watch --marketplace markksantos/ai-model-watch

On Claude Code versions older than 2.1.275, run /plugin marketplace add markksantos/ai-model-watch, then /plugin install ai-model-watch@ai-model-watch. The plugin passes any provider keys set in your environment through to the server, and adds an ai-model-watch skill so Claude reaches for the tools when you ask whether a model is out yet.

The skill on its own (Claude Code, Cursor, Codex and other agents), from claude-plugins.dev:

npx skills-installer install @markksantos/ai-model-watch/ai-model-watch

Claude Desktop, one click: download ai-model-watch-1.2.0.mcpb and open it. Desktop asks for the optional keys in its settings.

Claude Desktop, Cursor and other clients (mcpServers in their JSON config):

json
{  "mcpServers": {    "ai-model-watch": {      "command": "npx",      "args": ["-y", "github:markksantos/ai-model-watch", "--mcp"]    }  }}

OpenRouter works without a key. To include another provider, add its key from the Providers table to an env object in the same entry.

Cron

*/15 * * * * OPENAI_API_KEY=... ANTHROPIC_API_KEY=... ai-model-watch -q >> ~/model-drops.log

GitHub Actions

examples/github-action.yml runs the check on a schedule, caches the state file between runs, and fails the job (so GitHub emails you) when a new model appears.

Library

npm install github:markksantos/ai-model-watch, then:

js
const { check, fetchProvider } = require('ai-model-watch');
const report = await check({ providers: ['openrouter', 'anthropic'] });for (const p of report.providers) {  for (const m of p.added || []) console.log(p.label, m.id);}

fetchProvider(id, { env, fetch }) returns { status: 'ok' | 'skipped' | 'error', models: [{ id, name, created }] }. check() diffs against the state file and saves the new lists. A provider that errors keeps its last good list. Errors include HTTP and network failures, a redirect, a body that isn't that provider's list shape, a malformed model ID, and pagination that doesn't finish. So a bad response never empties the saved list or makes the next run report the whole catalog as new.

What a list can't tell you

A model ID in a /models list means the provider lists it. It doesn't prove the model answers requests yet, and some providers list models days before they are generally available. created is whatever date the provider reports, not when the model appeared.

The hosted version, ArtificialWatch, polls these APIs plus the public catalogs every 60 seconds and confirms a detection on a second sweep before anything fires. Then it alerts you by email and Chrome push (free), or by text or phone call. Use it if you'd rather not keep a cron job running.

License

MIT

Source: README.md at commit bd4874c

Tools

0
SourceWeft started this package once in an isolated sandbox, without credentials, to list its tools. That failed: the package type cannot run in the sandbox.

Version history

2
  1. v1.2.0LatestNov 1, 2026
  2. v1.1.0Oct 18, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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