Model Finder MCP server
co.indigloo/model-finder·v1.3.7·3 starsFind the cheapest AI model that passes your tests: audit repo models, build evals, routing, sizing
not scanned yet
3 stars46 downloads/wk
Reviews
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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.
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
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.
Alternatives to Model Finder
Same job from other publishers: the closest match first, then the best rated.
- MockserverMock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.not reviewedEstablishedA
- freellmpoolOpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools.not reviewedEstablishedA
- Roast My Design SystemAudit your Design System and serve your Agent the rules that keep AI-written UI on-system.not reviewedEstablishedA
Agoragentic Agent OS MCPTriptych OS (Agent OS) MCP for governed routing, receipts, and USDC settlement on Base.not reviewedEstablishedB- GrandetCheapest API for any model across official, inference and relay providers; find free creditsnot reviewedEstablishedA