io.github.Greatbeing/modellens
ModelLens
Is the ModelLens MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-06.
See which models actually work: probe, rank and recommend across OpenAI-compatible gateways.
alive probed 2026-11-14 · unchanged since 2026-11-06
- Run it
- uvx modellens-mcp@0.1.3 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- modellens 0.1.3
- Capabilities
- tools
- Instructions
- 89 characters
- Of a 1M window
- <0.1 % of a 1M context window
- Count
- 996 tokens in Claude Opus 5.5, exact, measured 2026-11-06. With the Claude Code prefix mcp__…__ on each tool name: 1.0k. The o200k_base estimate is 586. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/Greatbeing/modellens
- Registry
- active, updated 2026-11-06 · registry entry
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 |
|---|---|---|---|
| probe | 311 | 183 | 31 % |
| list_models | 199 | 117 | 20 % |
| ranking | 190 | 112 | 19 % |
| recommend | 167 | 98 | 17 % |
| report | 129 | 76 | 13 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- iCloud Calendar (CalDAV) io.github.Glob0x17/mcp-icloud-caldav · alive
- DiffSense io.github.GoldenSupremeSaltedFish/diffsense · crashed on start
- MCP Code Review Server io.github.GoodJobwilliam/aicraft-code-review · alive
- io.github.GravityWell8/reliable · alive
- io.github.GreptimeTeam/greptimedb-mcp-server · needs env
- Guard Core io.github.Guard-Core/guard-core-mcp · alive
- PrufGate io.github.GuardianVigil-Labs/prufgate · alive
- io.github.Gunsmith-Academy/woody-mcp · alive
Servers that mention compatible or recommend.
- ai.adoraads/beauty · alive
- TVWizard ai.djwizard/tvwizard · TLS error
- Everway MCP Server ai.everway/everway-mcp-server · needs auth
- MemoryRouter ai.memoryrouter/memoryrouter · alive
- Overwing ai.overwing/mcp · alive
- Sleepwalker ai.sleepwalker/sleepwalker · needs auth
- WireTensors ai.wiretensors/wiretensors · alive
- Ledgy app.ledgy/ledgy · needs auth
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.