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分类: 开发与工程无需 API Key

context-hub

使用Context Hub (`chub`) 在编写或审查集成代码之前获取最新的第三方API/SDK文档。每当任务中提到外部API、SDK、webhook、认证流程或特定库的方法使用(如OpenAI、Stripe、Anthropic、Pinecone等)时,即使用户没有明确要求文档,也应触发此技能。

person作者: jakexiaohubgithub

Context Hub

Use chub as the default source of truth for third-party API/SDK behavior.

Repo Sync Before Edits (mandatory)

When the task will modify files in a git repository, sync first.

branch="$(git rev-parse --abbrev-ref HEAD)"
git fetch origin
git pull --rebase origin "$branch"

If the working tree is dirty, stash before syncing, then pop after sync. If origin is missing or rebase conflicts happen, stop and ask the user.

1) Ensure chub is ready

Run:

chub help
chub update

If chub is not installed and installation is allowed, run:

npm install -g @aisuite/chub

If installation is blocked, tell the user and use official docs directly.

2) Identify target docs

Run:

chub search "<library or API name>" --json

Choose the best id (<author>/<name>, for example openai/chat, stripe/api). If results are weak, retry with broader keywords.

3) Fetch language-specific docs

Run:

chub get <id> --lang py

Use the project language (py, js, ts) when variants exist. Omit --lang when only one variant is available.

Prefer focused fetches when possible:

chub get <id> --file <reference-file>

Use --full only when full package context is required.

4) Implement from fetched docs only

Write code and explanations from fetched docs. Do not guess method names, payload fields, endpoint paths, or auth headers. When uncertain, fetch again instead of inferring.

5) Capture durable learnings

If you discover a real gap (gotcha, workaround, version quirk), store it:

chub annotate <id> "<concise actionable note>"

Keep notes short, concrete, and non-duplicative.

6) Submit doc feedback only with user approval

Ask the user before sending feedback.

chub feedback <id> up
chub feedback <id> down --label outdated

Common labels: outdated, inaccurate, incomplete, wrong-examples, wrong-version, poorly-structured, accurate, well-structured, helpful, good-examples.

Quick commands

chub search "stripe"
chub get stripe/api --lang js
chub annotate stripe/api "Webhook verification requires raw body"
chub annotate --list