Nerf Watch

dev.tokenusage由 tokenusage.dev 發布官方發布者v1.0.0更新於 Nov 5, 2026

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

發布方自己的服務：Codex Reset Tracker

已驗證Streamable HTTP可網頁執行資料與分析AI 與機器學習

概覽

AI 產生的概覽

唯讀的遠端 MCP 伺服器，提供 Claude 與 GPT 模型在同一套程式碼評分測試上的公開 Nerf Watch 分數與歷史紀錄。

可以做什麼
  • 依供應商、名稱與模型 id 排序列出最多 100 個模型的最新公開分數，含前次執行、變化、基準與趨勢
  • 取得單一模型保留的分數歷史，由舊到新，並附上每個資料點的測試套件版本
  • 在同一套件版本內比較分數與變化，數值四捨五入至兩位小數
適用情境
當你想讓助理查詢或討論 Claude 與 GPT 模型在這套私有測試上的得分，或追蹤某個模型分數隨時間的變化，且不想登入時使用。
執行需求
需要遠端 Streamable HTTP 端點；不需 API 金鑰、帳號或登入。支援 HTTP mcpServers 格式的用戶端可直接加入。
安裝前請注意
分數有波動，分數較低並不代表供應商更改了模型；預設值、端點或執行器都可能變動。缺少的日期就是缺少，不是零。輪詢間隔不要快於五分鐘，向他人展示結果時須標註資料來源。非官方，與 OpenAI 或 Anthropic 無關。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Nerf Watch，將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable，透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式，或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南，先向你展示發布者、端點和登入方式，經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/dev.tokenusage%2Fnerfwatch/install.md，並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前，先告訴我它的發布者、端點和登入方式，等我確認。不要把 API 金鑰寫進命令或我會提交的檔案；問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "nerf-watch": {
      "type": "http",
      "url": "https://tokenusage.dev/mcp/nerfwatch"
    }
  }
}

README

Nerf Watch MCP server

A hosted, read-only MCP server for the public scores and history behind Nerf Watch.

A lower score is a lower score on this suite, not proof that a provider changed a model. Runs are noisy, and a provider's defaults, the endpoint or the runner itself can change. Data: tokenusage.dev linked to https://tokenusage.dev/nerfwatch.

  • Endpoint: https://tokenusage.dev/mcp/nerfwatch (Streamable HTTP)
  • No API key, account or sign-in
  • Read-only public score data
  • Both tools share one 300-second read cache per server instance

This directory contains client documentation and Registry metadata. The hosted implementation source is not in this repository.

Tools

ToolArgumentsResult
get_nerfwatch_scoresnoneLatest public scores, previous runs, changes, baselines and trends; model ids are included.
get_nerfwatch_historyrequired model id from get_nerfwatch_scoresThat model's retained history, oldest first, with each point's suite version.

Missing days are missing, not zero. Scores and changes are rounded to two decimals. Comparisons are within one suite version. Retention and baseline settings come from the responses. Evidence answers, grader check lines and test questions are not returned.

Install

Claude Code:

sh
claude mcp add --transport http nerfwatch https://tokenusage.dev/mcp/nerfwatch

Codex:

sh
codex mcp add nerfwatch --url https://tokenusage.dev/mcp/nerfwatch

For Claude Code project scope, add this to .mcp.json. Other clients that accept this HTTP mcpServers format can use the same entry:

json
{  "mcpServers": {    "nerfwatch": {      "type": "http",      "url": "https://tokenusage.dev/mcp/nerfwatch"    }  }}

Discovery

The separate Codex reset server remains at https://tokenusage.dev/mcp.

Credit and terms

When showing this data to other people, show Data: tokenusage.dev linked to https://tokenusage.dev/nerfwatch on the same screen or in the same message. Personal use needs no visible credit. Relays retain the source URL and pass on this credit condition.

Please poll no faster than every five minutes and retain the score qualification above.

Terms: https://tokenusage.dev/terms
Privacy: https://tokenusage.dev/privacy
Questions and corrections: https://tokenusage.dev/contact

Unofficial; not affiliated with OpenAI or Anthropic.

來源：nerfwatch/README.md，提交 ea14bd8

工具

2

get_nerfwatch_scores

Nerf Watch scores

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

無需輸入參數。

get_nerfwatch_history

Nerf Watch history

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

輸入參數model必填

版本歷史

1
  1. v1.0.0最新Oct 21, 2026

評分

已滿足適用檢查項的 100%

該評分衡量此收錄條目的完整程度，依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價，也不表示伺服器安全或目前可用：可連通性是帶日期的檢查結果，評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通必需25 分
  • 已宣告認證方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

其他 Tokenusage 整合

Codex Reset Tracker

dev.tokenusage官方發布者

託管式唯讀 MCP 伺服器，讓助理查詢某個公開 X 帳號所發布的 OpenAI Codex 用量額度重設公告。

Streamable HTTP可網頁執行
網頁搜尋與抓取2 個工具Nov 5, 2026