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© 2025 AI студия Владимира Ломтева

Политика конфиденциальностиСогласие на обработку ПДн|ИНН 623412173261
    Find Docs — Скилл для ИИ-агентов | AI Рассвет

    Find Docs

    Retrieves up to date documentation, API references, and code examples for any developer technology. Use this skill whenever the user asks about a specific library, framework, SDK, CLI tool, or cloud service — even for well known ones like React, Next.js, Prisma, Express, Tailwind, Django, or Spring Boot. Your training data may not reflect recent API changes or version updates. Always use for: API syntax questions, configuration options, version migration issues, "how do I" questions mentioning a library name, debugging that involves library specific behavior, setup instructions, and CLI tool usage. Use even when you think you know the answer — do not rely on training data for API details, signatures, or configuration options as they are frequently outdated. Always verify against current docs. Prefer this over web search for library documentation and API details.

    Скиллы для разработки#GitHub#upstash/context7#skills.sh
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    Установить скилл

    Добавьте инструмент одной командой или скачайте проверенный архив версии.

    npx skills add upstash/context7 --skill find-docs
    Скачать ZIP
    Версия
    1.0.0+6836bb4720a4
    Автор
    Владимир Ломтев
    Репозиторий
    upstash/context7
    GitHub: upstash/context7

    Как установить

    1. 1Скопируйте команду из блока установки.
    2. 2Запустите её в терминале из каталога проекта.

    Документация

    Documentation Lookup

    Retrieve current documentation and code examples for any library using the Context7 CLI.

    Run commands with npx ctx7@latest so setup always uses the latest CLI without a global install:

    npx ctx7@latest library <name> "<query>"
    npx ctx7@latest docs <libraryId> "<query>"
    

    Optionally install globally if you prefer a bare ctx7 command:

    npm install -g ctx7@latest
    

    Workflow

    Two-step process: resolve the library name to an ID, then query docs with that ID.

    ## Step 1: Resolve library ID
    npx ctx7@latest library <name> "<query>"
    
    ## Step 2: Query documentation
    npx ctx7@latest docs <libraryId> "<query>"
    

    You MUST call library first to obtain a valid library ID UNLESS the user explicitly provides a library ID in the format /org/project or /org/project/version.

    IMPORTANT: Do not run these commands more than 3 times per question. If you cannot find what you need after 3 attempts, use the best result you have.

    Step 1: Resolve a Library

    Resolves a package/product name to a Context7-compatible library ID and returns matching libraries.

    npx ctx7@latest library React "How to clean up useEffect with async operations"
    npx ctx7@latest library "Next.js" "How to set up app router with middleware"
    npx ctx7@latest library Prisma "How to define one-to-many relations with cascade delete"
    

    Use the official library name with proper punctuation (e.g., "Next.js" not "nextjs", "Customer.io" not "customerio", "Three.js" not "threejs"). If results look wrong, try alternate spellings such as next.js before changing the query.

    Always pass a query argument — it is required and directly affects result ranking. Use the user's intent to form the query, which helps disambiguate when multiple libraries share a similar name. Do not include any sensitive or confidential information such as API keys, passwords, credentials, personal data, or proprietary code in your query.

    Result fields

    Each result includes:

    • Library ID — Context7-compatible identifier (format: /org/project)
    • Name — Library or package name
    • Description — Short summary
    • Code Snippets — Number of available code examples
    • Source Reputation — Authority indicator (High, Medium, Low, or Unknown)
    • Benchmark Score — Quality indicator (100 is the highest score)
    • Versions — List of versions if available. Use one of those versions if the user provides a version in their query. The format is /org/project/version.

    Selection process

    1. Analyze the query to understand what library/package the user is looking for
    2. Select the most relevant match based on:
      • Name similarity to the query (exact matches prioritized)
      • Description relevance to the query's intent
      • Documentation coverage (prioritize libraries with higher Code Snippet counts)
      • Source reputation (consider libraries with High or Medium reputation more authoritative)
      • Benchmark score (higher is better, 100 is the maximum)
    3. If multiple good matches exist, acknowledge this but proceed with the most relevant one
    4. If no good matches exist, clearly state this and suggest query refinements
    5. For ambiguous queries, request clarification before proceeding with a best-guess match

    Version-specific IDs

    If the user mentions a specific version, use a version-specific library ID:

    ## General (latest indexed)
    npx ctx7@latest docs /vercel/next.js "How to set up app router"
    
    ## Version-specific
    npx ctx7@latest docs /vercel/next.js/v14.3.0-canary.87 "How to set up app router"
    

    The available versions are listed in the library command output. Use the closest match to what the user specified.

    Step 2: Query Documentation

    Retrieves up-to-date documentation and code examples for the resolved library.

    npx ctx7@latest docs /facebook/react "How to clean up useEffect with async operations"
    npx ctx7@latest docs /vercel/next.js "How to add authentication middleware to app router"
    npx ctx7@latest docs /prisma/prisma "How to define one-to-many relations with cascade delete"
    

    Writing good queries

    The query directly affects the quality of results. Be specific and include relevant details, but keep each query to one topic — if the question spans multiple distinct concepts, run a separate docs command per concept instead of combining them, unless the question is about how the concepts interact. Do not include any sensitive or confidential information such as API keys, passwords, credentials, personal data, or proprietary code in your query.

    Quality Example
    Good "How to set up authentication with JWT in Express.js"
    Good "React useEffect cleanup function with async operations"
    Bad (too vague) "auth"
    Bad (too vague) "hooks"
    Bad (too broad) "routing and auth and caching in Next.js"

    Describe what to look up in the library's documentation, rather than the task to complete — vague one-word queries return generic results, and multi-topic queries dilute ranking and return shallow results for each topic.

    The output contains two types of content: code snippets (titled, with language-tagged blocks) and info snippets (prose explanations with breadcrumb context).

    Authentication

    Works without authentication. For higher rate limits:

    ## Option A: environment variable
    export CONTEXT7_API_KEY=your_key
    
    ## Option B: OAuth login
    npx ctx7@latest login
    

    Error Handling

    If a command fails with a quota error ("Monthly quota reached" or "quota exceeded"):

    1. Inform the user their Context7 quota is exhausted
    2. Suggest they authenticate for higher limits: npx ctx7@latest login
    3. If they cannot or choose not to authenticate, answer from training knowledge and clearly note it may be outdated

    Do not silently fall back to training data — always tell the user why Context7 was not used.

    Common Mistakes

    • Library IDs require a / prefix — /facebook/react not facebook/react
    • Always run npx ctx7@latest library first — npx ctx7@latest docs react "hooks" will fail without a valid ID
    • Use descriptive queries, not single words — "React useEffect cleanup function" not "hooks"
    • One topic per query — split "routing and auth and caching" into a separate docs command per concept, unless the question is about how they interact
    • Do not include sensitive information (API keys, passwords, credentials) in queries

    Требования и возможности

    Источник пакета
    https://github.com/upstash/context7/tree/6836bb4720a44fbce87f71548576c3145892d75f/skills/find-docs

    Файлы версии

    ПутьРазмерSHA256
    SKILL.md74295bf22997630fd551...

    Частые вопросы

    Как установить Find Docs?
    Используйте команду npx skills add upstash/context7 --skill find-docs или скачайте ZIP-архив.
    Можно ли скачать Find Docs бесплатно?
    Да, опубликованную версию можно скачать из маркетплейса бесплатно.

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    Установить скилл

    Добавьте инструмент одной командой или скачайте проверенный архив версии.

    npx skills add upstash/context7 --skill find-docs
    Скачать ZIP
    Версия
    1.0.0+6836bb4720a4
    Автор
    Владимир Ломтев
    Репозиторий
    upstash/context7
    GitHub: upstash/context7
    Self Improving AgentCaptures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.