modelpulse

modelpulse

modelpulse is a thin local bridge to AI Wave's hosted MCP server, a single normalised feed over the AI model landscape: vendor release notes, the Hugging Face and OpenRouter catalogues, GitHub and the LiteLLM price map, deduplicated per model. It tracks what changed, what things cost, and what to switch to when a model goes away.

The bridge keeps no catalogue and computes nothing. It serves the upstream server's tool list locally — exactly as captured from the live endpoint — and forwards each tool call upstream, returning the result untouched.

Tools

• list_model_changes — the change feed: new releases, price changes, API changes and deprecations, each entry marked official or pending review. Optional: since (unix seconds; poll by feeding the returned latest back in), type (new_model, price_change, api_change, open_source_surge, deprecation), model (vendor slug, e.g. claude), and limit (1-100, default 20).
• get_model — pricing, context length and catalogue status for one model (id, required: an OpenRouter id such as anthropic/claude-opus-5, or a Hugging Face repo id).
• get_price_history — when one model's price changed and to what (id, required). History starts when AI Wave began recording, not when the model launched.
• search_models — shortlist models by budget, context and capability, with benchmark scores next to prices. Optional: vendor, maxInputPrice (USD per 1M input tokens), minContext, minIntelligence, sortBy (a subject such as coding or math, or buzz for popularity), outputs, mode, accepts, and limit (1-50, default 10).
• compare_models — two to six models side by side (ids, required): price, context, per-subject scores (untested subjects are marked, not zeroed), and the monthly cost at a volume (monthlyMillionTokens, default 10).
• estimate_cost — one model's monthly bill in USD and KRW (id, required), from monthlyMillionTokens (default 10) and an inputShare split (0-1, default 0.75 input / 0.25 output).
• get_today — today in one call: the top 5 models, climbers, pricing changes from the last 24h, and new listings from the last 7 days. No arguments.
• find_replacement — what to switch to when a model is gone (id, required), ranked by closeness in measured performance, with score, price and context deltas. Candidates with less than half the original's context window are excluded.

Configuration

• AIWAVE_MCP_URL (optional) — override the upstream endpoint. Defaults to https://aiwave.elopstudio.com/api/mcp. (The override hook is this rebuild's own labelled reconstruction.)
• AIWAVE_API_KEY (optional) — when set, every upstream request carries Authorization: Bearer <key>. When it is unset, no auth header is sent; the capture this rebuild is based on was taken keyless. (This forwarding is this rebuild's own labelled reconstruction.)

Forwarding mechanics

On the first tool call the client opens a streamable HTTP session with the upstream: a JSON-RPC initialize request (protocolVersion 2025-03-26, clientInfo name modelpulse), then a notifications/initialized notification, then the tools/call request carrying the caller's arguments unchanged. When the upstream answers initialize with an Mcp-Session-Id header, that value rides on every later request of the session, which is reused for the life of the process. Replies may arrive as plain JSON or as server-sent events; both are read.

Successful upstream results pass through verbatim, including any isError flag the upstream sets. Failures — a JSON-RPC error, a non-2xx status, an unreadable response, or a request that cannot be completed — come back as an isError result whose text starts with modelpulse error: (this rendering is this rebuild's own labelled reconstruction).

CLI

Each tool is also a subcommand taking one JSON argument string (omit it for tools that take none):

npx @reneturcios/modelpulse get_today
npx @reneturcios/modelpulse get_model '{"id":"anthropic/claude-opus-5"}'
npx @reneturcios/modelpulse compare_models '{"ids":["anthropic/claude-opus-5","openai/gpt-5.2"]}'
npx @reneturcios/modelpulse --version

Exit codes: 0 on success, 1 on an isError result, 2 on a usage error.

MCP server

npx -y @reneturcios/modelpulse mcp

MCP client config:

{
  "mcpServers": {
    "modelpulse": {
      "command": "npx",
      "args": ["-y", "@reneturcios/modelpulse", "mcp"]
    }
  }
}

Docker

docker run -i ghcr.io/cloudcorprecords/modelpulse
docker run --rm ghcr.io/cloudcorprecords/modelpulse --version

The container's default command is mcp, so the first form is a stdio MCP server; any other arguments reach the CLI normally.

Development

npm install
npm run build
npm test
npm run dev

The test suite runs entirely against a stubbed JSON-RPC upstream — no live network calls.

License

MIT — see LICENSE.