metrics
Compute and explain the AI-native SDLC's leading and lagging indicators from Git history, PR metadata and CI (intent time-to-commit, intent→spec, spec→plan…
Skill by bibutikoley
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/bibutikoley-metrics
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: devops
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/metrics
What's inside
- Skill name
metrics- Description
- Compute and explain the AI-native SDLC's leading and lagging indicators from Git history, PR metadata and CI (intent time-to-commit, intent→spec, spec→plan, plan→merge, rework counts, first-pass CI success, review time, gate waits, breach→intent). Use on /sdlc:metrics or when leadership asks how the loop is performing.
- License
- MIT
- Instructions
- 25 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# /sdlc:metrics — is the loop working?
Read `sdlc-loop` and `docs/metrics.md` in the plugin (`${CLAUDE_PLUGIN_ROOT}/docs/metrics.md`).
1. Run `${CLAUDE_PLUGIN_ROOT}/scripts/metrics.sh $ARGUMENTS` from the repo root. It reads Git history for the
artifact chain and, when `gh`/`glab` are available, PR data. It prints a markdown table per change and totals.
2. Add what the script cannot see, if the connectors are available:
- CI first-pass success rate for agent-written PRs and review time per PR (GitHub/GitLab MCP).
- Eval pass rate over time (`evals/results/*.json` or the CI job summary).
- Gate wait time from `.sdlc/gate.log` and CI environment approvals.
- Control-band breaches → intent time (`monitoring/` job logs, incident frontmatter `breach_at`).
- Change failure rate / repeat incidents (Sentry MCP, incident tracker).
3. Interpret against the course's expectations, one line each:
- Intent: first conversation → committed intent.md should be **hours, not weeks**; survival rate = share accepted.
- Design: intent→spec should collapse versus the old requirements+design cycle; spec edits after the first
plan commit = rework, should fall.
- Build: share of changes merged from the first implementation pass should rise; plan/diff drift should be near zero.
- Test: first-pass CI success should rise; review time per PR should fall.
- Review: time to first review → minutes; comments resolved without a human touching the branch → rising.
- Gates: wait per gate visible and falling; violations reaching production → zero.
- Maintain: breach → intent in the triage queue in minutes; share of findings that become merged fixes.
4. Output: the table, three to five bullet interpretations, and one recommended next play from
`docs/adoption-roadmap.md`. No padding.From bibutikoley/ai-sdlc-claude, MIT.
More from bibutikoley/ai-sdlc-claude
- 0.564score
tracker-sync
bibutikoley
Keep the legacy tracker (Jira, YouTrack, GitLab issues, GitHub issues) and the Markdown artifacts linked according to sdlc.config.json sourceOfTruth (repo |…
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
security-policy
bibutikoley
The organisation's security policy as constraints on specs, plans, code and reviews.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
ux-standards
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Interaction, accessibility and content-structure standards for anything users touch.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
release
bibutikoley
Stage 5 (Deploy) release of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
review
bibutikoley
Stage 5 (Deploy) AI review of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
setup
bibutikoley
Install the AI-native SDLC loop into a product repository.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
spec
bibutikoley
Stage 2 (Design) of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
eval-add
bibutikoley
Stage 4 (Test) continuous evals.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
incident
bibutikoley
Stage 6 (Maintain) of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
intent
bibutikoley
Stage 1 (Plan) of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
plan
bibutikoley
Stage 3 (Build) entry of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
brand-guidelines
bibutikoley
The organisation's brand and content standards applied to specs and UI work.
SkillBFreshness: B★ 3Claude Code +9
Signals
- Stars
- 3
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 5, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/bibutikoley/ai-sdlc-claude
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from bibutikoley
- 0.564score
brand-guidelines
bibutikoley
The organisation's brand and content standards applied to specs and UI work.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
eval-add
bibutikoley
Stage 4 (Test) continuous evals.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
incident
bibutikoley
Stage 6 (Maintain) of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
intent
bibutikoley
Stage 1 (Plan) of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
plan
bibutikoley
Stage 3 (Build) entry of the AI-native SDLC.
SkillBFreshness: B★ 3Claude Code +9 - 0.564score
compliance-policy
bibutikoley
Regulatory and change-management obligations as constraints on specs, plans, releases and reviews.
SkillBFreshness: B★ 3Claude Code +9
Cite this page
metrics skill. Agent Mart. https://agentmart.dev/skills/bibutikoley-metrics (last updated 2026-10-24)