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AndrewNgGirl/SkillLens

Open-source self-hosted web tool for evaluating Agent Skills with rubric scores, Deep Review, and improvement suggestions.

Engineering

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

View weekly changes

skills/skill-scorer/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

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skills/skill-scorer/examples/banking-workflow-assistant/SKILL.md

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skills/skill-scorer/examples/finance-scenario-advisor/SKILL.md

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skills/skill-scorer/examples/financial-data-analysis-agent/SKILL.md

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skills/skill-scorer/examples/financial-education-coach/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/a11y/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/api/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/async/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/audit/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/authn/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/authz/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/backend/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/caching/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/circuit/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/complexity/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/compliance/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/config/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/cors/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/coverage/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/crypto/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/csrf/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/deps/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/docs/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/env/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/events/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/frontend/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/gdpr/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/headers/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/i18n/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/idor/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/imports/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/infra/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/licensing/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/logging/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/memory/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/metrics/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/migration/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/naming/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/observability/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/perf/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/privacy/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/ratelimit/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/rbac/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/retries/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/schema/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/secrets/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/security/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/serialization/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/sql/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/sqli/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/streaming/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/style/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/tests/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/threading/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/timeout/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/tracing/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/typing/SKILL.md

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skills/skill-scorer/examples/mega-pipeline/agents/xss/SKILL.md

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skills/skill-scorer/examples/pr-pipeline/SKILL.md

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skills/skill-scorer/examples/pr-pipeline/agents/reviewer/SKILL.md

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skills/skill-scorer/examples/pr-pipeline/agents/summarizer/SKILL.md

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skills/skill-scorer/examples/pr-reviewer/SKILL.md

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skills/skill-scorer/examples/quant-trading-researcher/SKILL.md

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skills/skill-scorer/examples/securities-research-analyst/SKILL.md

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skills/skill-scorer/examples/startup-fundraising-advisor/SKILL.md

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skills/skill-scorer/examples/stock-trading-analyst/SKILL.md

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View on GitHubAdd to my skills

Verified commit 0005e1d20d8c04491a10361093c27ba54457387c

44GitHub stars
0stars in 7 days
67skills in this repository
0commits in 30 days

Heat

0.4
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Oct 25, 2026Oct 25, 202644

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

skill-scorer

When your agent uses it

Evaluates Agent Skills (Cursor / Claude / OpenClaw compatible) and produces a quantitative, rubric-based score with actionable improvement suggestions. Use when the user asks to review, rate, audit, grade, lint, or improve a SKILL.md file, a skill folder, or a skill archive, or says things like "给这个 skill 打分", "评估一下 skill 质量", "audit this skill", "rate my agent skill".

What it loads into context

Frontmatter

125 tokens

Always available to the agent

SKILL.md

2,521 tokens

When the skill is activated

Reference documents

4,890 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. When to use
  2. Code Agent Quick Start
  3. Inputs
  4. Outputs
  5. Workflow
  6. Official Tool Contract
  7. Guardrails
  8. Files
  9. Report Rendering Rules

Scripts executed separately

  • scripts/render_report.py
  • scripts/score.py
  • scripts/sync_rubric_to_ts.py

Files

  • SKILL.mdcore9,241 bytes
  • SKILL.mdcore9,241 bytes
  • SKILL.mdcore9,241 bytes
  • SKILL.mdcore9,241 bytes
  • SKILL.mdcore9,241 bytes
  • SKILL.mdcore9,241 bytes
  • USAGE.mddoc16,475 bytes
  • domains/finance/rubric.yamlasset24,290 bytes
  • references/best-practices.mddoc2,532 bytes
  • rubric/rubric.yamlasset48,516 bytes
  • scripts/render_report.pyruns95,408 bytes
  • scripts/score.pyruns84,010 bytes
  • scripts/sync_rubric_to_ts.pyruns2,696 bytes
Read SKILL.md

# skill-scorer

一个"评测 Skill 的 Skill"。接收任意 Agent Skill 的源文件，必须依据本仓库的官方评分入口和 `rubric/rubric.yaml`
给出 5 大支柱的 100 分制评分、等级、证据引用与改进建议。Rubric 内置三类型差异化（atomic / pipeline / composite），子维度数随 skill 结构自动启用，由 `applies_to` 字段控制。同时兼容 **Cursor / Claude / OpenClaw** 三套规范。

## When to use

- 用户提供 `SKILL.md` / skill 文件夹 / `.zip` / GitHub URL，并请求评分、审计或改进建议。
- 用户询问"我这个 skill 写得怎么样"、"怎么提升我的 skill 质量"、"帮我对齐官方最佳实践"。
- **不适用于**：评价非 Skill 类文档（普通 README / 博客 / prompt 模板）。

## Code Agent Quick Start

如果你是 Cursor、WorkBuddy、Hermes、小龙虾或类似 code agent，先读 `USAGE.md`。
View the complete source on GitHub

Skills included

  • skill-scorer
  • banking-workflow-assistant
  • finance-scenario-advisor
  • financial-data-analysis-agent
  • financial-education-coach
  • mega-pipeline
  • pr-a11y-reviewer
  • pr-api-reviewer
  • pr-async-reviewer
  • pr-audit-reviewer
  • pr-authn-reviewer
  • pr-authz-reviewer
  • pr-backend-reviewer
  • pr-caching-reviewer
  • pr-circuit-reviewer
  • pr-complexity-reviewer
  • pr-compliance-reviewer
  • pr-config-reviewer
  • pr-cors-reviewer
  • pr-coverage-reviewer
  • pr-crypto-reviewer
  • pr-csrf-reviewer
  • pr-deps-reviewer
  • pr-docs-reviewer
  • pr-env-reviewer
  • pr-events-reviewer
  • pr-frontend-reviewer
  • pr-gdpr-reviewer
  • pr-headers-reviewer
  • pr-i18n-reviewer
  • pr-idor-reviewer
  • pr-imports-reviewer
  • pr-infra-reviewer
  • pr-licensing-reviewer
  • pr-logging-reviewer
  • pr-memory-reviewer
  • pr-metrics-reviewer
  • pr-migration-reviewer
  • pr-naming-reviewer
  • pr-observability-reviewer
  • pr-perf-reviewer
  • pr-privacy-reviewer
  • pr-ratelimit-reviewer
  • pr-rbac-reviewer
  • pr-retries-reviewer
  • pr-schema-reviewer
  • pr-secrets-reviewer
  • pr-security-reviewer
  • pr-serialization-reviewer
  • pr-sql-reviewer
  • pr-sqli-reviewer
  • pr-streaming-reviewer
  • pr-style-reviewer
  • pr-tests-reviewer
  • pr-threading-reviewer
  • pr-timeout-reviewer
  • pr-tracing-reviewer
  • pr-typing-reviewer
  • pr-xss-reviewer
  • pr-pipeline
  • pr-reviewer-agent
  • pr-summarizer-agent
  • pr-reviewer
  • quant-trading-researcher
  • securities-research-analyst
  • startup-fundraising-advisor
  • stock-trading-analyst

Repository facts

License
MIT
Created
May 5, 2026
Last pushed
May 17, 2026
Forks
5
Open issues
0
Project activity
Slowing

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 5, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 11 notes
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  • skills/skill-scorer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
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  • skills/skill-scorer/examples/pr-pipeline/agents/reviewer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/skill-scorer/examples/pr-reviewer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/skill-scorer/examples/pr-reviewer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/skill-scorer/examples/stock-trading-analyst/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/skill-scorer/examples/stock-trading-analyst/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/skill-scorer/examples/stock-trading-analyst/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 43 signals by file

skills/skill-scorer/examples/pr-pipeline/scripts/schemas.py

  • Executable scriptline 1
    Executable file

skills/skill-scorer/examples/pr-reviewer/SKILL.md

  • Network accessline 16
    - "帮我 review 这个 PR" - "review https://github.com/.../pull/123"
  • Network accessline 17
    - "review https://github.com/.../pull/123"
  • Network accessline 38
    | Field | Type | Required | Notes | |---|---|---|---| | `pr_url` | string | yes | e.g. `https://github.com/owner/repo/pull/123` |
  • Network accessline 39
    |---|---|---|---| | `pr_url` | string | yes | e.g. `https://github.com/owner/repo/pull/123` | | `team_rules` | string | optional | path to team convention markdown; defaults to `references/default-rules.md` |
  • Network accessline 40
    | `pr_url` | string | yes | e.g. `https://github.com/owner/repo/pull/123` |
  • Network accessline 97
    # input pr-reviewer review https://github.com/octocat/hello-world/pull/42
  • Network accessline 98
    pr-reviewer review https://github.com/octocat/hello-world/pull/42

skills/skill-scorer/examples/pr-reviewer/assets/review.schema.json

  • Network accessline 1
    {   "$schema": "https://json-schema.org/draft/2020-12/schema",
  • Network accessline 2
    "$schema": "https://json-schema.org/draft/2020-12/schema",

skills/skill-scorer/examples/pr-reviewer/scripts/fetch_pr.py

  • Executable scriptline 1
    Executable file
  • Access to secretsline 4
    [Credential-related source omitted]
  • Network accessline 15
    [Credential-related source omitted]
  • Network accessline 18
    raise ValueError(f"not a recognizable PR URL: {pr_url}")     owner, repo, num = m.group(1), m.group(2), m.group(3)     api = f"https://api.github.com/repos/{owner}/{repo}/pulls/{num}"
  • Network accessline 19
    owner, repo, num = m.group(1), m.group(2), m.group(3)     api = f"https://api.github.com/repos/{owner}/{repo}/pulls/{num}"     headers = {"Accept": "application/vnd.github+json"}
  • Network accessline 20
    api = f"https://api.github.com/repos/{owner}/{repo}/pulls/{num}"
  • Network accessline 22
    [Credential-related source omitted]
  • Network accessline 23
    headers["Authorization"] = f"Bearer {token}"     req = urllib.request.Request(api, headers=headers)     try:
  • Network accessline 24
    req = urllib.request.Request(api, headers=headers)
  • Network accessline 25
    try:         with urllib.request.urlopen(req, timeout=20) as r:             meta = json.loads(r.read())
  • Network accessline 26
    with urllib.request.urlopen(req, timeout=20) as r:
  • Network accessline 31
    diff_req = urllib.request.Request(api, headers={**headers, "Accept": "application/vnd.github.v3.diff"})
  • Network accessline 32
    with urllib.request.urlopen(diff_req, timeout=20) as r:
  • Network accessline 37
    if __name__ == "__main__":     print(json.dumps(fetch(sys.argv[1]), ensure_ascii=False, indent=2))
  • Network accessline 38
    print(json.dumps(fetch(sys.argv[1]), ensure_ascii=False, indent=2))

skills/skill-scorer/examples/pr-reviewer/scripts/validate_review.py

  • Executable scriptline 1
    Executable file

skills/skill-scorer/examples/stock-trading-analyst/assets/stock_signal.schema.json

  • Network accessline 1
    {   "$schema": "https://json-schema.org/draft/2020-12/schema",
  • Network accessline 2
    "$schema": "https://json-schema.org/draft/2020-12/schema",

skills/skill-scorer/examples/stock-trading-analyst/scripts/validate_signal.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/skill-scorer/examples/stock-trading-analyst/tests/sample_market_rows.json

  • Network accessline 14
    "net_inflow_cny": 125000000,       "limit_up_reason": "AI应用催化，金融科技资金回流",       "news": ["https://example.com/public-news-a"],
  • Network accessline 15
    "limit_up_reason": "AI应用催化，金融科技资金回流",       "news": ["https://example.com/public-news-a"],       "data_source": "user_upload",
  • Network accessline 16
    "news": ["https://example.com/public-news-a"],

skills/skill-scorer/references/best-practices.md

  • Dangerous shell operationline 44
    - 破坏性动作（`rm -rf` / `git push --force` / SQL `DROP` / 文件删除等）必须**显式标红**并要求二次确认。

skills/skill-scorer/rubric/rubric.yaml

  • Dangerous shell operationline 756
    fix_zh: "对 rm -rf / git push --force / DROP TABLE 这类命令前加 '⚠<U+FE0F> 危险'，并要求二次确认或更安全的替代。"
  • Dangerous shell operationline 757
    fix_en: "Prefix rm -rf / git push --force / DROP TABLE with '⚠<U+FE0F> Destructive' and require a confirm or safer path."
  • Access to secretsline 764
    [Credential-related source omitted]
  • Access to secretsline 765
    [Credential-related source omitted]

skills/skill-scorer/scripts/render_report.py

  • Executable scriptline 1
    Executable file
  • Network accessline 1375
    return (         '<svg viewBox="0 0 440 400" class="radar-svg" xmlns="http://www.w3.org/2000/svg" role="img" '
  • Network accessline 1376
    '<svg viewBox="0 0 440 400" class="radar-svg" xmlns="http://www.w3.org/2000/svg" role="img" '

skills/skill-scorer/scripts/score.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Dangerous shell operationline 288
    dangers = re.findall(r"rm -rf|git push --force|DROP TABLE|--no-verify", body, re.I)

skills/skill-scorer/scripts/sync_rubric_to_ts.py

  • Executable scriptline 1
    #!/usr/bin/env python3

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Declared and executed: 1 fact
Signal confidence: 32 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/skill-scorer/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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