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SKILL verified MIT Self-run

Seeding A Project

skill-arozumenko-sdlc-skills-seeding-a-project · by arozumenko

Generate AGENTS.md and .agents/ configuration files for a new project. Use when the user asks to "seed the project", "onboard this repo", "generate project config", "create AGENTS.md", or after the scout has explored the codebase.

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Install

$ agentstack add skill-arozumenko-sdlc-skills-seeding-a-project

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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3mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Project Seeder

Generate the configuration files that agent roles need to work in a project.

What Gets Generated

project-root/
├── CLAUDE.md                     ← Auto-loaded by Claude Code: brief project context
├── AGENTS.md                     ← Full team reference: stack, commands, conventions
└── .agents/                      ← IDE-neutral agent content (every agent reads)
    ├── profile.md                ← Quick-reference project card
    ├── workflow.md               ← How the team actually works (PR sampling — Step 0.5)
    ├── team-comms.md             ← Who's on the team and how to route work (Step 6.5)
    ├── architecture.md           ← System design map (if complex enough)
    ├── conventions.md            ← Detected coding standards
    ├── testing.md                ← Test infrastructure details
    ├── onboarding.md             ← Scout's own audit trail
    └── memory//
        ├── MEMORY.md             ← Index (add a line for each entry)
        └── project_briefing.md   ← Per-role project briefing (Step 7c)

Not every project needs all files. Skip what's not relevant.

References

Each major step has a focused reference file:

  • [references/scout-survey.md](references/scout-survey.md)

full Step 0.5 (PR sampling) + Step 0.7 (project-systems capture) procedure

  • [references/templates.md](references/templates.md) — templates

for every generated file (CLAUDE.md / AGENTS.md / profile / conventions / testing / architecture / role-memory seeding)

  • [references/team-comms-templates.md](references/team-comms-templates.md)

.agents/team-comms.md templates by host

  • [references/team-comms-workflow.md](references/team-comms-workflow.md)

— full Step 6.5 procedure

  • [references/agent-tools-wiring.md](references/agent-tools-wiring.md)

— full Step 6.8 procedure (tool whitelists for restrictive hosts)

  • [references/role-overrides.md](references/role-overrides.md)

full Step 6.9 procedure (role substitutions when agents are missing)

  • [references/role-customization.md](references/role-customization.md)

— full Step 7 procedure (persona repurposing for non-default stacks)


Step 0.5 — PR-sampling survey

Before writing any content files, scout samples the project's PR history to understand how the team actually works — not just what the code looks like. It classifies PRs into five categories (framework / test-impl / bugfix / feature / review signal), samples 2–3 per category (max ~15 total), and extracts signals that feed .agents/workflow.md, .agents/testing.md, .agents/conventions.md, and .agents/architecture.md.

Git host is detected first (GitHub / GitLab / Bitbucket / Azure DevOps / Gitea) so the correct CLI is used. Empty repos get a stub workflow.md and the seed continues.

Full procedure — host detection table, classification rules, sampling rules, signal-to-destination table, report format — lives in [references/scout-survey.md](references/scout-survey.md) § Step 0.5.

Step 0.7 — Project-systems capture

After PR sampling, scout resolves the project-systems map — issue tracker, TMS, KB, bug-filing style, automation PR policy — and writes it into .agents/profile.md § Project systems. The operator can pre-fill these in the onboarding prompt (under a ## Project systems block); unspecified fields become ASK and scout either asks interactively or writes Unconfirmed.

Downstream skills read this section at runtime: test-case-analysis (bug filing), bugfix-workflow (tracker CLI), test-automation-workflow (test-case storage), project-manager + test-automation-engineer (merge policy, base branch).

Full procedure — all 11 captured fields, defaults, destinations, report format — lives in [references/scout-survey.md](references/scout-survey.md) § Step 0.7.

Step 1 — Generate CLAUDE.md

The most immediately impactful file. Claude Code loads it automatically at the start of every session, so every agent has project context without doing anything. Keep it under 80 lines.

Check first — it may already exist:

cat CLAUDE.md 2>/dev/null && echo "EXISTS" || echo "NOT FOUND"
  • If it doesn't exist: create it fresh from the template in

references/templates.md.

  • If it exists: treat it as the engineer's carefully crafted

document. Read the whole thing before touching anything. Make only surgical additions for genuinely missing facts (e.g. a command you verified that isn't listed). Fix only clear errors. Do not restructure, reword, or "improve" prose — the wording is intentional. When in doubt, leave it alone and ask the engineer directly. Preserve any `END -->` block verbatim — it's a team bundle's conventions, not yours to edit.

What belongs here: one-paragraph project overview, 3–5 most important commands (install, dev, test), critical conventions, key paths (entry points, test dirs, config files), a pointer to AGENTS.md for full detail.

What does NOT belong here: exhaustive command lists (that's AGENTS.md), full architecture diagrams (.agents/architecture.md), long convention catalogues (.agents/conventions.md).

Step 2 — Generate AGENTS.md

The full team reference. Every role reads it on-demand. Use the template in references/templates.md and fill it with actual findings.

Key sections: project overview (1 paragraph), tech stack, repository structure (directory tree with annotations), build & run commands (install, dev, test, lint, deploy), coding conventions (detected from codebase), testing (framework, commands, patterns), CI/CD, environment.

Rules:

  • Only document what you've verified. Don't guess build commands.
  • Include the ACTUAL commands from package.json scripts, Makefile

targets, CI config.

  • Note inconsistencies: "README says npm test but CI runs

npx jest --ci".

  • Keep it under 200 lines. Link to .agents/ files for details.
  • Preserve bundle blocks. If AGENTS.md already contains any

` block, copy it through verbatim — it was installed by a team bundle and holds that team's working agreements. Read existing AGENTS.md` before regenerating; keep every bundle block intact (placement doesn't matter — keep it whole). Never edit or drop the marker lines.

Step 3 — Generate .agents/profile.md

Quick-reference card with YAML frontmatter (project, team, issue- tracker, default-branch, languages). See references/templates.md.

Step 4 — Generate .agents/conventions.md (if patterns detected)

Only create if you found clear patterns. Document what IS, not what should be. Cover naming, import ordering, error handling, code organization, comment/doc style.

Step 5 — Generate .agents/architecture.md (if complex)

Only for multi-service or non-trivial architectures: service/component map, data flow, API boundaries, database schema overview, infrastructure diagram (text-based).

Step 6 — Generate .agents/testing.md (if test infra exists)

QA engineer reads this. Include test framework and config, how to run tests (exact commands), fixture/setup patterns, test data strategy, CI test pipeline, coverage tools, known flaky areas.

Step 6.5 — Generate .agents/team-comms.md

Every project gets a scout-generated .agents/team-comms.md that names the host, the installed personas, and the exact invocation syntax.

Full procedure — host detection, persona enumeration, template selection, Copilot capability declaration, idempotence rules — lives in [references/team-comms-workflow.md](references/team-comms-workflow.md). Templates live in [references/team-comms-templates.md](references/team-comms-templates.md).

Step 6.8 — Wire agent tool whitelists (restrictive hosts)

Hosts that default to a restrictive tool-permission model — notably GitHub Copilot CLI, where an agent with no tools: line only gets ['agent'] — need a per-agent tools: whitelist written into the installed agent frontmatter. Claude Code's permissive default means this step skips on that host.

Scout is fully autonomous at this step — no operator prompts, no per-agent capability manifest. It derives the whitelist from evidence already available: each skill's setup.yaml (dependencies.mcp[].name), .agents/test-automation.yaml (TMS mapping), live MCP servers on the host, and each agent's frontmatter.

Full procedure — host detection, skill-and-MCP matching, intent-based tool scoping, failure handling, idempotence rules — lives in [references/agent-tools-wiring.md](references/agent-tools-wiring.md).

Step 6.9 — Role substitutions (missing roles)

Scout compares the workflow slots the project needs (from installed workflow skills + stated pipelines) against the installed agent roster. For any slot lacking a dedicated agent, scout picks the best-matching installed agent and injects per-project routing overrides into the AGENT.md files of the routing agents (PM, tech- lead, any other agent whose handoff prompts name specific agents).

Lightweight substitution (SCOUT-INJECTED marker-bracketed section) is the default; full persona rewrite (Step 7) is the escalation when the installed agent is too distant from the slot.

Runs automatically after Step 6.8. No-op when every needed slot has its dedicated agent installed.

Full procedure — role-similarity table, injection format, idempotence rules, per-agent injection locations, report format — lives in [references/role-overrides.md](references/role-overrides.md).

Step 7 — Role customization (non-default stacks)

Only runs when the detected stack doesn't match the default role set (e.g. game engines, Rust CLIs, data science). Skip entirely if defaults fit.

Full procedure — SOUL.md / AGENT.md rewrites, role memory seeding — lives in [references/role-customization.md](references/role-customization.md).


Validation

After generating, verify:

# Core files exist
ls CLAUDE.md AGENTS.md .agents/profile.md

# CLAUDE.md is brief (auto-loaded — must not be bloated)
wc -l CLAUDE.md  # should be under 80 lines

# AGENTS.md is readable
wc -l AGENTS.md  # should be under 200 lines

# No secrets leaked anywhere scout wrote
grep -ri "password\|secret\|token\|api_key" CLAUDE.md AGENTS.md .agents/ 2>/dev/null || echo "clean"

# Bundle blocks survived regeneration (paired START/END markers, if any)
grep -c "" AGENTS.md 2>/dev/null  # must equal the END count

# Agent tool whitelists wired (only expected under Copilot CLI / restrictive hosts)
if ls .github/agents/*.agent.md >/dev/null 2>&1; then
  grep -L "^tools:" .github/agents/*.agent.md | head || echo "all agent files declare tools:"
fi

# Memory files present and non-empty for all roles
ls .agents/memory/
find .agents/memory -name 'project_briefing.md' -exec wc -l {} +

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.