Eval Harness
affaan-m/ECC
Eval-driven development (EDD) framework for AI coding sessions — define capability and regression evals before coding, grade with code-based, model-based, rule, or human graders, and track pass@k…
readings.ts의 요약 필드가 원본 kr 마크다운과 비교하여 잘 작성되었는지 평가합니다. An agent skill from team-attention/stanford-cs146s-kr.
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Install Eval Summary
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install team-attention/stanford-cs146s-kr eval-summary --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/eval-summary .claude/skills/eval-summary && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .claude/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summaryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install team-attention/stanford-cs146s-kr eval-summary --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/eval-summary .agents/skills/eval-summary && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .agents/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install team-attention/stanford-cs146s-kr eval-summary --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/eval-summary .cursor/skills/eval-summary && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .cursor/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/team-attention/stanford-cs146s-kr.git --path .claude/skills/eval-summary--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install team-attention/stanford-cs146s-kr eval-summary --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/eval-summary .gemini/skills/eval-summary && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .gemini/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install team-attention/stanford-cs146s-kr eval-summaryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/eval-summary .github/skills/eval-summary && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .github/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install team-attention/stanford-cs146s-kr eval-summary --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/team-attention/stanford-cs146s-kr.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/eval-summary .opencode/skills/eval-summary && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "eval-summary" agent skill from https://github.com/team-attention/stanford-cs146s-kr/tree/main/.claude/skills/eval-summary into .opencode/skills/eval-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-summary", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
eval-summary- GitHub stars
- 294
- Token cost
- ~1.7k tokens
- SKILL.md length
- 290 words
- Files
- 1
- Skills in repo
- 14
- Repo updated
- First seen
- Licence
- None found
At a glance
readings.ts의 요약 필드가 원본 kr 마크다운과 비교하여 잘 작성되었는지 평가합니다. An agent skill from team-attention/stanford-cs146s-kr.
- Works in 7 steps: 경로 파싱 및 대상 리딩 수집 → 데이터 로드 → summary-evaluator 에이전트 호출 → …
- SKILL.md covers 사용법, 검증 대상 필드, 검증 기준 and 입출력, plus 8 more sections
- Calls pnpm
What it does
Eval Summary is an agent skill from team-attention/stanford-cs146s-kr. readings.ts의 요약 필드가 원본 kr 마크다운과 비교하여 잘 작성되었는지 평가합니다. 이슈별로 개선사항을 제안하고 사용자 컨펌 후 readings.ts를 수정합니다. 사용: /eval-summary week1 또는 /eval-summary week1/slug
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Stanford CS146S: The Modern Software Developer - Korean Edition.
Example prompts
- “/eval-summary”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- 경로 파싱 및 대상 리딩 수집
- 데이터 로드
- summary-evaluator 에이전트 호출
- 리포트 저장
- 이슈별 사용자 컨펌 (--skip-apply가 아닌 경우)
- 승인된 수정사항 적용
- 결과 요약 출력
What it can do on your machine
Read from SKILL.md and the folder at commit a13c516. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
pnpm
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pnpm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Eval Summary loads about 1.7k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 290 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 290 words (~1,690 tokens).
“readings.ts의 요약 필드를 원본 kr 마크다운과 비교하여 품질을 평가합니다.”
- name
- eval-summary
Files
Just SKILL.md in .claude/skills/eval-summary of team-attention/stanford-cs146s-kr.
Open the folder on GitHubat commit a13c516
Compare with similar skills
Eval Summary next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Eval Summary this skillteam-attention/stanford-cs146s-kr | 294 | — | ~1.7k | Automated safety check: Pass | None | |
| Eval Harnessaffaan-m/ECC | 275k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Evalalirezarezvani/claude-skills | 28k | 1 repos | ~618 | Automated safety check: Pass | MIT | |
| Eval Harnessaffaan-m/ECC | 275k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Eval-Driven Development Harnessaffaan-m/ECC | 275k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Eval Geniusdavila7/claude-code-templates | 32k | — | ~2.2k | Automated safety check: Pass | MIT |
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Sets up eval-driven development for Claude Code workflows: capability and regression evals, three grader types and pass@k reliability metrics.
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Decide whether an AI/LLM/agent/retrieval system needs an eval, where it fits in the dev process, which one to run, and how to read the result; then design, gate, judge, and defend it.
Read arXiv Paper
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Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
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Create PR
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Download Youtube
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나노바나나 프롬프트의 정확성을 한글 번역본과 비교하여 검증하고, WebSearch로 팩트체크한 후 이슈별로 사용자 확인을 거쳐 수정합니다.
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Publish Cheatsheet
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나노바나나에서 생성된 치트시트 이미지를 public에 복사하고 readings.ts에 cheatsheetImage 필드를 추가합니다.
Questions about Eval Summary
What does Eval Summary do?
readings.ts의 요약 필드가 원본 kr 마크다운과 비교하여 잘 작성되었는지 평가합니다. An agent skill from team-attention/stanford-cs146s-kr. Eval Summary is an agent skill from team-attention/stanford-cs146s-kr.ts의 요약 필드가 원본 kr 마크다운과 비교하여 잘 작성되었는지 평가합니다.
How do I install Eval Summary in Claude Code?
Run `npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a claude-code`. Or copy the skill folder (.claude/skills/eval-summary in team-attention/stanford-cs146s-kr) into .claude/skills/eval-summary in your project. Claude Code loads it when a task matches its description.
How do I install Eval Summary in Codex?
Run `npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a codex`. Or copy the skill folder (.claude/skills/eval-summary in team-attention/stanford-cs146s-kr) into .agents/skills/eval-summary in your project. Codex loads it when a task matches its description.
Can I use Eval Summary in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add team-attention/stanford-cs146s-kr --skill eval-summary -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/eval-summary, .gemini/skills/eval-summary, .github/skills/eval-summary and .opencode/skills/eval-summary in your project.
What does Eval Summary need to run?
Going by SKILL.md and its folder, Eval Summary needs the command-line tools its instructions call (pnpm).
Does Eval Summary access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Eval Summary safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Eval Summary use?
No licence was found for Eval Summary or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Eval Summary use?
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Eval Summary?
Skills that share tags, products or a category with Eval Summary: Eval Harness (affaan-m/ECC, 275k stars), Eval (alirezarezvani/claude-skills, 28k stars), Eval Harness (affaan-m/ECC, 275k stars) and Eval-Driven Development Harness (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Eval Summary?
team-attention (a GitHub organization) maintains it in team-attention/stanford-cs146s-kr, which has 294 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on March 4, 2026.
Source: team-attention/stanford-cs146s-kr on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.