Harness Creator

Build or adapt a repo-local harness without breaking the repo's current working model.

Language rule: Unless the user explicitly asks otherwise, follow this logic to choose the scaffold language:

1. Existing repo mode — detect the harness language by scanning AGENTS.md, CLAUDE.md, README.md, docs/AGENTS.md, specs/AGENTS.md, or other top-level prose files. If the majority of these files are written in Chinese, recommend Chinese templates and confirm with the user. Otherwise default to English.
2. Greenfield mode — ask the user which language they prefer before generating any scaffold. Offer English and Chinese as choices.

Templates are organized under templates/en/ (English) and templates/zh/ (Chinese). When scaffolding, pick the subdirectory that matches the chosen language.

When to use

Use this skill when:

• A user wants AGENTS.md, CLAUDE.md, progress tracking, verification rules, or session continuity.
• A repository already has some harness structure, and you need to improve it without replacing its source of truth.
• A new or early-stage project needs an initial harness, but the workflow and architecture still need to be clarified.

Do not use this skill for prompt engineering, model choice, or generic software architecture.

Core rule

Do not force one harness shape onto every repository.

High-fidelity templates

Treat these bundled templates as the highest-fidelity scaffold sources:

• templates/{en,zh}/architecture.md
• templates/{en,zh}/specs-agents.md
• templates/{en,zh}/docs-agents.md

Use them when generating:

• ARCHITECTURE.md
• specs/AGENTS.md
• docs/AGENTS.md

Do not collapse them into short summaries. Match their level of specificity, section granularity, and formatting discipline, then adapt the content to the target repository.

For specs/AGENTS.md, preserve the detailed rules for:

• directory responsibilities
• file naming
• plan template structure
• phase and task formatting
• lifecycle transitions
• writing guidance

For docs/AGENTS.md, preserve the detailed rules for:

• writing principles
• numbering rules
• frontmatter requirements
• section templates

Then extend the docs model to cover:

• docs/lessons/
• docs/features/
• docs/decisions/

Use docs/decisions/ as the long-term home for durable design decisions instead of a separate specs constitution folder.

Choose one of two modes:

1. Existing repo mode
   • Inspect the current harness first.
   • Preserve the existing source of truth if it works.
   • If the repo is already spec-driven, extend that path instead of adding parallel feature_list.json, progress.md, or handoff files by default.
2. Greenfield mode
   • If the repo is empty or very early, gather enough product and workflow context first.
   • If the user has not defined architecture, lifecycle, or execution style, ask for that context before generating files.
   • Only scaffold after the working model is clear enough.

Workflow

1. Detect the repo mode

Look for:

• AGENTS.md, CLAUDE.md
• specs/AGENTS.md, specs/active/, specs/draft/, specs/archive/
• docs/AGENTS.md, docs/lessons/, docs/features/, docs/decisions/
• feature_list.json, progress.md, session-handoff.md
• init.sh, bootstrap, check, or other readiness entrypoints

If the repo already has a coherent harness, improve it in place. Do not create duplicate truth sources.

Use Repo Adaptation Pattern for this pass. Use Specs Directory Pattern and Docs Directory Pattern when the repo already separates planning from knowledge capture.

2. Pick the state source on purpose

The agent needs one primary control plane for scope and status. Common options:

• Spec-driven: active spec + docs decisions + status checkboxes
• Feature-list-driven: feature_list.json + progress.md
• Minimal: AGENTS.md + readiness path + short progress log

If the repo already has a good state source, keep it.

Use Spec-Driven Harness Pattern when long-running work is phase-based.

3. Define readiness instead of blindly adding init.sh

The harness must define how the agent proves the repo is ready to work on. That can be:

• init.sh
• a smaller verification script
• a startup checklist inside AGENTS.md
• a phase-0 section in an active spec

Use readiness gates that match the repo, not a fixed bootstrap ritual.

4. Encode end-of-session continuity

The repo must answer:

• What is the current focus?
• What is done?
• What is blocked?
• What proof exists?
• Where does the next session resume?

That continuity can live in progress.md, session-handoff.md, or an actively maintained spec.

Specs and docs are complementary

Treat specs and docs as two different but related systems:

• specs/ pushes active development forward.
• docs/ captures stable explanations, lessons, feature behavior, and durable decisions.

When the repository uses structured planning, prefer this split:

• specs/active/NN-topic-plan.md for execution
• docs/features/NN-topic.md for user-facing or system-facing capability docs
• docs/lessons/NN-topic.md for experience summaries and non-obvious implementation lessons
• docs/decisions/NN-topic.md for durable cross-spec decisions

Do not bury durable decisions inside stale specs if they need to outlive one implementation plan.

5. Keep governance separate from planning

Spec-driven development can replace some progress and state files, but it does not replace:

• clean-state discipline
• verification discipline
• repository hygiene
• periodic governance reviews

Use Gotchas before finalizing a design.

Templates and scripts

Use these bundled assets selectively. Prose templates live under language-specific subdirectories:

templates/
├── en/                     # English templates
│   ├── agents.md
│   ├── architecture.md
│   ├── specs-agents.md
│   ├── docs-agents.md
│   ├── docs-decision.md
│   ├── docs-feature.md
│   ├── docs-lesson.md
│   ├── active-spec.md
│   ├── progress.md
│   ├── session-handoff.md
│   └── readiness-check.md
├── zh/                     # Chinese templates
│   ├── agents.md
│   ├── architecture.md
│   ├── specs-agents.md
│   ├── docs-agents.md
│   ├── docs-decision.md
│   ├── docs-feature.md
│   ├── docs-lesson.md
│   ├── active-spec.md
│   ├── progress.md
│   ├── session-handoff.md
│   └── readiness-check.md
├── feature-list.json       # language-neutral
├── feature-list.schema.json
└── init.sh                 # language-neutral

Scripts:

• scripts/detect-harness.sh
• scripts/scaffold-greenfield.sh

Never copy every template by default. Pick the smallest set that fits the repo mode.

When generating specs/AGENTS.md or docs/AGENTS.md, prefer the detailed templates over a minimal directory guide. Only emit a minimal version if the user explicitly asks for one.

Common mistakes

• Replacing a spec-driven workflow with feature_list.json just because the course used it.
• Adding init.sh when the repo only needs a lightweight readiness check.
• Creating progress.md and session-handoff.md even though the active spec already tracks phase state well.
• Letting planning files and governance files drift apart.
• Creating multiple status sources that disagree.