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Daily Nerf Watch scores for Claude and GPT models on one private, code-graded suite. Read-only.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
stdcmms-lang/tokenusage-codex-mcp
GitHub Stars
0
ChatGPT
–
Claude
Nerf Watch

TDQS

A4.6/5.0

Scored across 2 tools

Disambiguation5/5

The two tools have clearly distinct roles: get_nerfwatch_scores returns latest/multi-model summary data, while get_nerfwatch_history returns a timeline for one model. The descriptions explicitly cross-reference each other, making selection straightforward.

Naming Consistency5/5

Both names follow the same predictable pattern: get_nerfwatch_<resource> in snake_case. The verb and server prefix are consistent throughout.

Tool Count4/5

Two tools is small, but the server has a narrow read-only purpose: latest scores and per-model history. Both tools earn their place, though the surface is thinner than typical multi-tool servers.

Completeness4/5

The core lifecycle for a public score source is covered: latest scores, previous runs, changes, baselines, and per-model history. Minor gaps remain around pagination or filtering when more than 100 models exist.

Available Tools

2 tools
get_nerfwatch_historyNerf Watch historyA
Read-onlyIdempotent
Inspect

Retained public Nerf Watch score history for one model, oldest first, including each point's suite version. The required model id is available from get_nerfwatch_scores. Missing days are missing, not zero; comparisons are within one suite version. A lower score is a lower score on this suite, not proof that a provider changed a model. Unofficial, not affiliated with OpenAI or Anthropic. Source: https://tokenusage.dev/nerfwatch

Inputs: model (required). Returns: name, model, source, history, +4 more

get_nerfwatch_scoresNerf Watch scoresA
Read-onlyIdempotent
Inspect

Latest public Nerf Watch scores, previous runs, changes and baselines for at most 100 models, ordered by provider, name and model id. No arguments. Histories are available through get_nerfwatch_history. Scores and changes are rounded to two decimals; comparisons are within one suite version. A lower score is a lower score on this suite, not proof that a provider changed a model. Unofficial, not affiliated with OpenAI or Anthropic. Source: https://tokenusage.dev/nerfwatch

Inputs: no named parameters. Returns: models, source, flatPoints, generatedAt, +3 more

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