技能 编程开发 AI项目上下文构建与完善

AI项目上下文构建与完善

v20260701
faf-context
该技能旨在帮助开发者将项目上下文提高到100%的“AI就绪”状态。它能自动识别项目技术栈,并根据用户输入的“目标句子”填写大部分项目信息(如谁、什么、如何等)。用户只需补充AI无法推断的知识盲区,从而为AI提供全面、可信赖的上下文,大幅提高AI代码生成和理解的准确性。
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概览

FAF Context — Give the AI What It Needs

When to Use

Use this skill when you need get your project to 100% ✪ AI-readiness, fast — the AI auto-detects your stack and only asks for what it can't know (your goal and the human "why"). Least typing, maximum context. For time-conscious builders; feeds into faf-expert for depth.

AI writes its best code when it has your project's context. This skill helps you hand it over — fast, and to 100%.

.faf is an IANA-registered context format (application/vnd.faf+yaml) — a typed, portable file you own, readable by any AI (no bespoke manifest, no vendor lock-in). The whole point is one number: AI-readiness, 0–100%. At 100% ✪ the AI starts every session already knowing your project — no re-explaining, no guessing. This skill is the builder's path to that number: minimum typing, maximum context.

For the done-for-you one-click path, use faf-wizard. To master the format, use faf-expert. This skill is the quickstart in between.

How it works: app-type → AI fills the max → you answer the gaps

faf-cli has 21 slots. It works in three steps — and only the last one needs you:

  1. Your app type sets which slots are required. A CLI needs different slots than a full-stack web app — faf-cli right-sizes the set and slotignoreds the rest (never counted against you).
  2. The AI fills as many as it can. faf auto detects your stack + language, and a sharp goal sentence seeds who/what/where. The better your goal, the more the AI fills for you.
  3. Whatever's left empty, the AI asks you. Those are the bits only you know — usually a couple of the 6 Ws (often why and when). Answer them → 100% ✪.

So your job isn't "fill 21 boxes." It's: write one good goal, then answer the few questions the AI couldn't fill itself.

(Teams / Enterprise tiers add more slots — monorepos, caching, versioning — but those aren't faf-cli. faf-cli is the 21.)

You rarely type all 6 Ws — here's why

The 6 Ws are "the underivable half" — but you almost never write all six from scratch:

  • who / what / whereseeded from your goal sentence (the AI extracts the facts your goal literally states)
  • howsourced from your stack (detection knows how it's built)
  • why / whenthe only two that are purely yours

So the fast path is: write one sharp goal, confirm the seeds, fill why + when. → 100%.

"Sometimes 3 Ws is enough. Sometimes the goal alone is enough." A great goal sentence + auto-detection can carry who/what/where/how on their own — leaving you two small answers. The better your goal, the less you type.

The fastest path to 100% ✪

faf auto      # 1. AI detects your whole stack + seeds context from your README
faf score     # 2. See the number + exactly which slots are still empty
faf go        # 3. Guided fill: confirm the seeded Ws, answer the 1–2 left
faf score     # 4. 100% ✪
faf sync      # 5. Push context into CLAUDE.md / AGENTS.md (optional)

Most projects are 1 good goal sentence + 2 answers away from Trophy.

Write the ONE goal sentence (this does the heavy lifting)

The goal is the generative input — it seeds who/what/where automatically. Make it a real, specific sentence (it's also your use-case):

  • "A CLI that scores any repo's AI-readiness and syncs context to Claude, Cursor, and Gemini — for solo developers." → seeds what (a CLI that scores AI-readiness), where (Claude, Cursor, Gemini), who (solo developers). You'd only add why + when.
  • "A tool to improve development." → generic; seeds nothing. (Generic phrases are ignored on purpose — empty beats wrong.)

The 6 Ws — terse labels, not prose

Each W is a 3–4 word label (hard cap < 6) — a scannable spec card, not a paragraph:

W Asks Example
Who who is it for? solo developers
What what are they building? AI-readiness scorer
Why why does it exist? eliminate context re-explaining
Where where does it run/ship? npm, Homebrew
When timeline / stage? production, since 2025
How how is it built/used? Bun CLI + WASM

Slots that don't apply → slotignored

A CLI has no frontend; an API has no UI library. Mark those slotignored and they drop out of the denominator — you're scored only on slots that matter for your app type. 100% means "everything that applies is filled," not "every box checked." (faf auto and faf go handle most of this for you.)

The honesty rule (why this works)

The AI only seeds facts your goal/README literally state — never invents, never uses templates. What it can't source, it leaves empty for you. Empty beats wrong. That's why the resulting context is trustworthy: every slot is either detected, stated by you, or honestly blank.

When you're done here

  • Want it done for you, one click? → faf-wizard
  • Want to master the format (scoring internals, MCP config, bi-sync)? → faf-expert
  • Driving a repo all the way with an agent? → faf go / faf-loop

The goal: the AI is only as good as the context you give it. Answer the few things only you know — the gaps it couldn't fill itself — and it's optimized to help you at 100% ✪.

MIT · part of the FAF skill family (faf-context · faf-wizard · faf-expert)

Limitations

  • Use this skill only when the task clearly matches its upstream source and local project context.
  • Verify commands, generated code, dependencies, credentials, and external service behavior before applying changes.
  • Do not treat examples as a substitute for environment-specific tests, security review, or user approval for destructive or costly actions.
信息
Category 编程开发
Name faf-context
版本 v20260701
大小 6.27KB
更新时间 2026-07-02
语言