MCP.Market

Model Finder MCP server

by indigloo.co·co.indigloo/model-finder·v1.3.7·3 stars

Find the cheapest AI model that passes your tests: audit repo models, build evals, routing, sizing

A88/100grade A
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Safety scan
A88/100

not scanned yet

Adoption
Growing

3 stars46 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

Model Finder tools

No tool declarations could be read from the package source. They show once the server is installed.

Not scanned yet. New listings are scanned within a day or two of arriving.

How Model Finder compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
88/100
higher than 80% of 4,460 AI and agents servers
GitHub stars
3
more than 75% of 2,711 AI and agents servers
Downloads a week
46
more than 38% of 1,538 AI and agents servers with a package

Release history: 3 versions in the registry since 2026-10-17, latest 2026-11-03, typically one every 17 days.

Install Model Finder in Claude Code, Cursor or VS Code

claude mcp add model-finder -- uvx model-finder-mcp
Add to Cursor

What the publisher says

From the Model Finder repository's README, as published. We do not edit it. Read it on GitHub

Find the cheapest AI model that passes your own tests, and keep it that way. Claude · Gemini · OpenAI · Bedrock · Vertex AI · local models — published by Indigloo

Install  ·  How it works  ·  MCP tools  ·  Quick start  ·  Privacy  ·  Security

<!-- mcp-name: co.indigloo/model-finder -->

[!NOTE]

Runs locally. Model Finder is a set of four Agent Skills plus a local MCP server (mcp/server.py, Python 3.9+ standard library, no dependencies). The server makes no network calls, needs no API keys, never writes files and never sends anything to Indigloo. Only the eval script and the router it generates call model providers, with your own keys, when you run them.

How it works

flowchart LR
    A["Audit<br/><sub>models and SDKs in your repo</sub>"] --> B["Draft evals<br/><sub>from your prompts, PII dropped</sub>"]
    B --> C["Evaluate<br/><sub>your keys · pass rate · latency · cost</sub>"]
    C --> D["Rank<br/><sub>cost per passing answer</sub>"]
    D --> E["Route<br/><sub>cheapest first, escalate on failure</sub>"]
    F["Size<br/><sub>weights + KV cache vs your GPU</sub>"] -.-> C
    classDef step fill:#f3f0e8,stroke:#1c1b19,color:#1c1b19;
    classDef pick fill:#f3f0e8,stroke:#cd462a,color:#cd462a;
    class A,B,C,E,F step;
    class D pick;

Advisory only: nothing is deployed, your active model is never changed, and data goes only to providers you configure and approve. Personal data and secrets are blocked before sending by default; see DATA-PROTECTION.md for how this maps to India's DPDP Act.

Install

Requires Python 3.9+ on your PATH as python3 (see Windows). Nothing to pip install.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Model Finder: common questions

Is Model Finder MCP server safe?
Yes, by our scan: it is graded A (88/100). Read the Model Finder safety report
How do I install Model Finder?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Model Finder need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Model Finder maintained?
The last commit was 16 days ago (2026-10-19). The latest release is v1.3.7.
What can I use instead of Model Finder?
Servers from other publishers that do the same job: Mockserver MCP server, freellmpool MCP server and Roast My Design System MCP server.
How does Model Finder compare with other AI and agents MCP servers?
safety score 88/100 (higher than 80% of 4,460 AI and agents servers); github stars 3 (more than 75% of 2,711 AI and agents servers); downloads a week 46 (more than 38% of 1,538 AI and agents servers with a package). Full comparison.

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