Call the resolve-library-id MCP tool with:

• libraryName: The library or product name taken from the user's question (e.g. Next.js, Prisma, Supabase).
• query: The user's full question. This improves relevance ranking of results.

You must obtain a Context7-compatible library ID (format /org/project or /org/project/version) before querying docs. Do not call query-docs without a valid library ID from this step.

Step 2: Select the Best Match

From the resolution results, choose one result using:

• Name match: Prefer exact or closest match to what the user asked for.
• Benchmark score: Higher scores indicate better documentation quality (100 is highest).
• Source reputation: Prefer High or Medium reputation when available.
• Version: If the user specified a version (e.g. "React 19", "Next.js 15"), prefer a version-specific library ID if listed (e.g. /org/project/v1.2.0).

Step 3: Fetch the Documentation

Call the query-docs MCP tool with:

• libraryId: The selected Context7 library ID from Step 2 (e.g. /vercel/next.js).
• query: The user's specific question or task. Be specific to get relevant snippets.

Limit: do not call query-docs (or resolve-library-id) more than 3 times per question. If the answer is unclear after 3 calls, state the uncertainty and use the best information you have rather than guessing.

Step 4: Use the Documentation

• Answer the user's question using the fetched, current information.
• Include relevant code examples from the docs when helpful.
• Cite the library or version when it matters (e.g. "In Next.js 15...").

Examples

Example: Next.js middleware

1. Call resolve-library-id with libraryName: "Next.js", query: "How do I set up Next.js middleware?".
2. From results, pick the best match (e.g. /vercel/next.js) by name and benchmark score.
3. Call query-docs with libraryId: "/vercel/next.js", query: "How do I set up Next.js middleware?".
4. Use the returned snippets and text to answer; include a minimal middleware.ts example from the docs if relevant.

Example: Prisma query

1. Call resolve-library-id with libraryName: "Prisma", query: "How do I query with relations?".
2. Select the official Prisma library ID (e.g. /prisma/prisma).
3. Call query-docs with that libraryId and the query.
4. Return the Prisma Client pattern (e.g. include or select) with a short code snippet from the docs.

Example: Supabase auth methods

1. Call resolve-library-id with libraryName: "Supabase", query: "What are the auth methods?".
2. Pick the Supabase docs library ID.

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为 Quarkus 项目执行发布前验证闭环，涵盖构建、测试、扫描与差异审查。

AI Context MCP

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