Updated 5mo ago
by AndrewNgGirl
SkillLens
Open-source self-hosted web tool for evaluating Agent Skills with rubric scores, Deep Review, and improvement suggestions.
45 GitHub stars (45)
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| Oct 1 | 0 |
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| Oct 13 | 0 |
| Oct 14 | −30 |
| Oct 15 | 0 |
| Oct 16 | 0 |
- 30 skills (30 skills found in its SKILL.md files)
- 5 forks (5 forks)
- 5mo ago last update (Last updated 5mo ago)
Install
Skills CLI
npx skills add AndrewNgGirl/SkillLens
Asks which skills and agents to install. Just one: npx skills add AndrewNgGirl/SkillLens --skill skill-scorer — add -g for every project.
Claude Code
git clone https://github.com/AndrewNgGirl/SkillLenscp -r "SkillLens/skills/skill-scorer" ~/.claude/skills/
Copies the skill-scorer skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.
Plugin
/plugin marketplace add AndrewNgGirl/SkillLens
Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.
Skills can run code on your machine — read the SKILL.md first.
What it does
In the author's own words, from each skill's SKILL.md — showing the first 30 of 67 files.
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skill-scorer
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".
skills/skill-scorer/SKILL.md on GitHub (opens in a new tab) -
banking-workflow-assistant
Use when bank operations, relationship managers, or credit middle-office teams need to pre-check onboarding, credit, KYB, due diligence, or post-loan documents, route exceptions, track SLA risk, and preserve audit-ready compliance reasoning.
skills/skill-scorer/examples/banking-workflow-assistant/SKILL.md on GitHub (opens in a new tab) -
finance-scenario-advisor
Use when a finance-related Agent Skill does not clearly fit one sub-scenario and needs intake classification, decision-impact assessment, risk boundary review, and recommendations for whether to evaluate it as fundraising, quant trading, stock trading, securities research, banking workflow, financial education, or financial data analysis.
skills/skill-scorer/examples/finance-scenario-advisor/SKILL.md on GitHub (opens in a new tab) -
financial-data-analysis-agent
Use when analysts, finance teams, or operators need to clean financial datasets, check data quality, analyze revenue, margin, cash flow, customer value, anomalies, or trends, and produce traceable management-ready insights with confidence caveats.
skills/skill-scorer/examples/financial-data-analysis-agent/SKILL.md on GitHub (opens in a new tab) -
financial-education-coach
Use when learners, educators, or financial literacy teams need beginner-friendly explanations, analogies, quizzes, misconception tracking, and safety boundaries for topics such as funds, stocks, bonds, insurance, asset allocation, risk, and return.
skills/skill-scorer/examples/financial-education-coach/SKILL.md on GitHub (opens in a new tab) -
mega-pipeline
Use when user wants to orchestrate 50+ specialized PR review agents covering different concerns (security, performance, style, dependencies, accessibility, i18n, testing, docs, etc.). Routes through specialist agents and aggregates findings.
skills/skill-scorer/examples/mega-pipeline/SKILL.md on GitHub (opens in a new tab) -
pr-pipeline
Use when the user wants to review a GitHub pull request through a multi-stage pipeline. Routes through reviewer, summarizer, and final report stages.
skills/skill-scorer/examples/pr-pipeline/SKILL.md on GitHub (opens in a new tab) -
pr-reviewer
Use when the user asks to review, audit, comment on, or 评审 / 审查 a GitHub Pull Request. Generates structured review comments covering team-specific code style, naming, and structural conventions — complements (not replaces) bug-finding tools like Copilot Code Review or CodeQL.
skills/skill-scorer/examples/pr-reviewer/SKILL.md on GitHub (opens in a new tab) -
quant-trading-researcher
Use when quant researchers or strategy developers need to evaluate factor ideas, backtest validity, statistical reliability, trading costs, implementation risk, and live monitoring readiness before paper trading or limited production deployment.
skills/skill-scorer/examples/quant-trading-researcher/SKILL.md on GitHub (opens in a new tab) -
securities-research-analyst
Use when research analysts or investment teams need to turn filings, earnings calls, announcements, financial metrics, and industry data into traceable securities research notes with evidence links, scenario analysis, valuation assumptions, and compliance-safe risk flags.
skills/skill-scorer/examples/securities-research-analyst/SKILL.md on GitHub (opens in a new tab) -
startup-fundraising-advisor
Use when founders, CFOs, or fundraising advisors need to turn pitch decks, traction metrics, financial assumptions, and market notes into an investor-facing fundraising memo with due diligence risks, evidence gaps, and non-misleading financing recommendations.
skills/skill-scorer/examples/startup-fundraising-advisor/SKILL.md on GitHub (opens in a new tab) -
stock-trading-analyst
Use when the user needs an A-share stock watchlist, short-term theme rotation review, or trading-plan risk audit based on user-provided market data. Produces evidence-based sector analysis, signal confidence, risk warnings, and a non-advisory action checklist for retail investors, research assistants, and trading educators.
skills/skill-scorer/examples/stock-trading-analyst/SKILL.md on GitHub (opens in a new tab) -
pr-a11y-reviewer
Use when the parent pipeline routes a a11y-related PR review request. Reads the diff and emits structured a11yFindings using the a11y specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/a11y/SKILL.md on GitHub (opens in a new tab) -
pr-api-reviewer
Use when the parent pipeline routes a api-related PR review request. Reads the diff and emits structured apiFindings using the api specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/api/SKILL.md on GitHub (opens in a new tab) -
pr-async-reviewer
Use when the parent pipeline routes a async-related PR review request. Reads the diff and emits structured asyncFindings using the async specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/async/SKILL.md on GitHub (opens in a new tab) -
pr-audit-reviewer
Use when the parent pipeline routes a audit-related PR review request. Reads the diff and emits structured auditFindings using the audit specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/audit/SKILL.md on GitHub (opens in a new tab) -
pr-authn-reviewer
Use when the parent pipeline routes a authn-related PR review request. Reads the diff and emits structured authnFindings using the authn specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/authn/SKILL.md on GitHub (opens in a new tab) -
pr-authz-reviewer
Use when the parent pipeline routes a authz-related PR review request. Reads the diff and emits structured authzFindings using the authz specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/authz/SKILL.md on GitHub (opens in a new tab) -
pr-backend-reviewer
Use when the parent pipeline routes a backend-related PR review request. Reads the diff and emits structured backendFindings using the backend specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/backend/SKILL.md on GitHub (opens in a new tab) -
pr-caching-reviewer
Use when the parent pipeline routes a caching-related PR review request. Reads the diff and emits structured cachingFindings using the caching specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/caching/SKILL.md on GitHub (opens in a new tab) -
pr-circuit-reviewer
Use when the parent pipeline routes a circuit-related PR review request. Reads the diff and emits structured circuitFindings using the circuit specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/circuit/SKILL.md on GitHub (opens in a new tab) -
pr-complexity-reviewer
Use when the parent pipeline routes a complexity-related PR review request. Reads the diff and emits structured complexityFindings using the complexity specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/complexity/SKILL.md on GitHub (opens in a new tab) -
pr-compliance-reviewer
Use when the parent pipeline routes a compliance-related PR review request. Reads the diff and emits structured complianceFindings using the compliance specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/compliance/SKILL.md on GitHub (opens in a new tab) -
pr-config-reviewer
Use when the parent pipeline routes a config-related PR review request. Reads the diff and emits structured configFindings using the config specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/config/SKILL.md on GitHub (opens in a new tab) -
pr-cors-reviewer
Use when the parent pipeline routes a cors-related PR review request. Reads the diff and emits structured corsFindings using the cors specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/cors/SKILL.md on GitHub (opens in a new tab) -
pr-coverage-reviewer
Use when the parent pipeline routes a coverage-related PR review request. Reads the diff and emits structured coverageFindings using the coverage specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/coverage/SKILL.md on GitHub (opens in a new tab) -
pr-crypto-reviewer
Use when the parent pipeline routes a crypto-related PR review request. Reads the diff and emits structured cryptoFindings using the crypto specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/crypto/SKILL.md on GitHub (opens in a new tab) -
pr-csrf-reviewer
Use when the parent pipeline routes a csrf-related PR review request. Reads the diff and emits structured csrfFindings using the csrf specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/csrf/SKILL.md on GitHub (opens in a new tab) -
pr-deps-reviewer
Use when the parent pipeline routes a deps-related PR review request. Reads the diff and emits structured depsFindings using the deps specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/deps/SKILL.md on GitHub (opens in a new tab) -
pr-docs-reviewer
Use when the parent pipeline routes a docs-related PR review request. Reads the diff and emits structured docsFindings using the docs specialist heuristics.
skills/skill-scorer/examples/mega-pipeline/agents/docs/SKILL.md on GitHub (opens in a new tab)
No skill matches that filter.
Review before you install
A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.