菜单
Retrieve real-time, version-specific documentation for libraries using Context7 (Upstash). Use this BEFORE generating code for fast-moving libraries (e.g., Aiogram, Supabase, Next.js) to prevent hallucinations.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Behavioral testing methodology — test what users experience, not how code is structured. Use when writing tests, reviewing test quality, planning test strategy for new features, or when existing tests are brittle/verbose/coupled to implementation details. Triggers: writing tests, TDD, test review, "tests keep breaking", "too many mocks", "tests are verbose", test coverage planning, behavior-driven development.
Summon 8–12 fictional but statistically plausible people from Kyrgyzstan to judge your web app. They take screenshots, click around, get confused, get delighted, and write honest reviews in Russian. Output: a single .md report with embedded screenshots. Use when you need brutal UX feedback from people who ride marshrutkas.
Artemy Lebedev-style бизнес-линч design review. Opens the site in a real browser, screenshots everything, then tears it apart (or praises it) in his signature voice — brutal, specific, visual. Use when you want a no-bullshit design review, 'линч', 'lebedev review', 'artemy review', or 'roast my site'.
Autonomous experiment loop — modify code, measure, keep/discard, repeat forever. Based on Karpathy's autoresearch pattern. Use when there's working code + a measurable metric to optimize. Agent works while you sleep.
Iterative deep research agent — recursive breadth×depth tree search that accumulates learnings, generates follow-ups, and produces cited reports. Uses exa + serper + subagents. Use when user says 'deep research', 'investigate', 'deep dive', 'thorough analysis', or needs multi-source synthesis with depth.
Detect and fix design system leaks — default shadcn/bootstrap/MUI styling breaking through your brand. Use when: UI feels 'template-y', 'looks like shadcn', 'too generic', buttons are inconsistent colors, cards look default, or after shipping many features fast. Also: 'audit my design', 'check consistency', 'brand leak', 'fix the defaults'.
| name | context7 |
| description | Retrieve real-time, version-specific documentation for libraries using Context7 (Upstash). Use this BEFORE generating code for fast-moving libraries (e.g., Aiogram, Supabase, Next.js) to prevent hallucinations. |
Context7 is an MCP-based tool that fetches up-to-date documentation for code libraries. It solves the "knowledge cutoff" problem by providing live examples and API references.
ALWAYS use this skill when:
aiogram, langchain, next, supabase).The tool is run via npx.
# Fetch documentation for a specific library/query
npx -y @upstash/context7-mcp search "QUERY"
1. Fetching Aiogram 3.x syntax:
npx -y @upstash/context7-mcp search "aiogram 3 router webhook setup"
2. Checking specific error:
npx -y @upstash/context7-mcp search "supabase js v2 auth unknown method"
3. Getting latest best practices:
npx -y @upstash/context7-mcp search "next.js 15 server actions patterns"
npx fails, ensure you have internet access.