co.indigloo/model-finder
Model Finder
Is the Model Finder MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-04.
Find the cheapest AI model that passes your tests: audit repo models, build evals, routing, sizing
alive probed 2026-11-14 · unchanged since 2026-11-04
- Run it
- uvx model-finder-mcp@1.3.7 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- model_finder_mcp 1.3.7
- Capabilities
- tools
- Instructions
- 951 characters
- Of a 1M window
- 0.6 % of a 1M context window
- Count
- 6.4k tokens in Claude, exact, measured 2026-11-04. With the Claude Code prefix mcp__…__ on each tool name: 6.5k. The o200k_base estimate is 3.8k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/Abhiindigloo/EvalHarness
- Registry
- active, updated 2026-11-03 · registry entry
- Changes
- 3 recorded, reachable in 3 of them. A row is added when the result, the tool count or the cost changes.
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.70×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| modelfinder_create_eval_config | 1 362 | 801 | 21 % |
| modelfinder_generate_routing | 763 | 449 | 12 % |
| modelfinder_estimate_memory | 699 | 411 | 11 % |
| modelfinder_audit_models | 663 | 390 | 10 % |
| modelfinder_estimate_cost | 661 | 389 | 10 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- CleverTech ca.clevertech/clevertech-mcp-server · needs mcp<2
- cc.operandi/operandi · alive
- cloud.agentdomain/agentdomain-mcp · needs mcp<2
- Zillow Property Data (APIllow) co.apillow/zillow · alive
- AI Crypto Sniper MCP (renamed) co.solsniperbot/solana-snipe-bot-mcp · crashed on start
- agentfenster com.agentfenster/agentfenster · crashed on start
- AI Crypto Sniper MCP com.aicryptosniper/ai-crypto-sniper-mcp · crashed on start
- MCP Anvil com.aiinfradecoded/mcp-anvil · needs mcp<2
Servers that mention finder.
- Business Contact Finder agency.ottobot/business-contact-finder · alive
- ai.smithery/JunoJunHyun-festival-finder-mcp · not found
- Company Jobs Finder app.openkrill/company-jobs · alive
- Paper Finder app.openkrill/papers · alive
- Tariff & HS Code Duty Finder app.openkrill/tariffs · alive
- YachtFinder co.yachtfinder/yachtfinder · alive
- PantryPOS — Food Pantry Finder and TEFAP Rules com.0xpi.pantrypos/find-food-pantry · alive
- com.advisorfinder/mcp · alive
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-11-04 08:01 | alive | 350 ms | 10 | 6.4k | 3.8k |
| 2026-10-25 06:50 | alive | 952 ms | 10 | 5.6k | 3.2k |
| 2026-10-18 06:37 | alive | 953 ms | 10 | 3.2k |
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.