Use when product-lead is about to run a release retrospective after a successful MAJOR or MINOR release push (PATCH skipped). Provides applicability gate, pre-conditions, 7-step execution sequence, anti-patterns, and the verification gate before commit. Pairs with template docs/reviews/retro-_TEMPLATE.md and slash /agf-release-retro.
npx skills add https://github.com/pcliangx/AppGenesisForge --skill agf-running-release-retro
Use this skill when:
vX.0.0) or MINOR (vX.Y.0) release tag and created the GitHub release/agf-release-retro vX.Y.Z and the slash dispatched hereParse vX.Y.Z to gate execution:
> retro 是 release 后的建议复盘(非强制 gate,见 versioning.md step 7);本 skill 在用户主动触发 /agf-release-retro 时运行。
Y=0 ∧ Z=0 → MAJOR, retro applies — proceedY>0 ∧ Z=0 → MINOR, retro applies — proceedZ>0 → PATCH, abort with message: "PATCH release — retro not applicable per versioning.md, exiting."If the version is PATCH, do not proceed.
All must pass before the execution sequence. On any failure, SendMessage product-lead the specific failure and do not proceed:
## [vX.Y.Z](不再要求"pushed to origin"——下条 gh release view 已隐含 release 必须可见于 GitHub)git tag -l vX.Y.Z returns the taggh release view vX.Y.Z returns the releaseCopy docs/reviews/retro-_TEMPLATE.md to docs/reviews/retro-vX.Y.Z-YYYY-MM-DD.md (use today's date). Pre-fill:
gh release view --json createdAt)vX.Y.ZRead CHANGELOG ## [vX.Y.Z] section and any linked PRD / ADR. Write §1 with:
Use Agent({subagent_type: ..., prompt: ...}) to send parallel self-report prompts to roles that contributed to this release:
code-reviewer — code review severity distribution, rejection rates, SIT Audit verdicts (Pass / Pass with concerns / Redo SIT counts)qa-engineer — E2E / UAT failure counts, AC gaps missed until production (SIT is dev-owned; not in qa scope)backend-dev / frontend-dev / ai-agent-dev / ml-engineer / any miniapp-*) — implementation blockers, rework root causestech-lead — only if this release contains an ADR changeEach role returns ≤3 highlights / ≤3 pains / ≤3 Action item candidates.
Read each returned self-report and integrate into:
/usage 的 4 类 token 字段(input_tokens / output_tokens / cache_creation_input_tokens / cache_read_input_tokens)+ 总 cost + cache hit ratio,按 cost-budget.md 分档明确写"本 release 落 Small / Medium / Large 哪档"(或"不涉 cost")。这是跨 release 对比与 sweet-spot 判定的唯一数据来源。/usage 实数强制:4 类实数由用户在会话里跑 /usage 贴给 product-lead(/usage 是 Claude Code 交互命令,agent 无法自跑);§3 缺任一实数则本 retro 不得标记完成、不得进 Step 7——SendMessage 用户索要后等待。
Deduplicate Action item candidates and draft §5 (Action Items table)。§5 表必须带「继承次数」列:新项 = 0;承自上一轮 §5 的项 = 上一轮该项值 +1。
> 项目声明不统计 Velocity / Burndown(见 product-workflow.md §4.4),但跨 retro 的"起点 → tag 日期"数据天然存在。累计 ≥3 个 retro 后强制做趋势评估,作为 Velocity 的隐式形式。
执行:
ls docs/reviews/retro-v*.md | sort 列出全部历史 retro写入 §1 末尾或 §4 流程协作节,不另起独立小节,避免文档膨胀。
任一 action 继承次数已 ≥2(上一轮 §5 该项「继承次数」列 ≥2)时,本轮必须二选一,不得再入 §5:
done 并附证据链接dropped:§0 标 dropped + 一句话放弃理由本轮 §5 出现「继承次数」≥3 的行即非法(= 第三次继承),verification gate 直接 fail。
release 时跑 codemap bloat-snapshot --note vX.Y.Z 记一帧膨胀指标(dup_rate / 复杂度 / 死代码 + LOC context)到 .agf/bloat-trend.json(committed、append-only)。retro 可选 codemap bloat-trend --render md 看趋势——判断膨胀是否在长。LOC 是「上下文·非目标」虚荣指标,看趋势时关注质量(重复率 / 复杂度 / 死代码)而非 LOC。
≥3 帧后可在 §1 或 §4 写一句趋势结论(稳定 / 恶化 / 改善);<3 帧写 "数据点不足"。趋势回归(PR 让质量指标退步)由 agf-bloat-trend-precheck.sh 在 dev 报告前 advisory 提示(串 agf-advisory.sh,命中进 review-checklist §7)。
Decide: 是 (public) or 否 (not public).
content-writer to produce docs/content/internal/[YYYY-MM-DD]-[slug].md from this retro as source material按 skill agf-skill-stocktake 对 .claude/skills/agf-*/SKILL.md 做内容质量盘点(5 维度 checklist + Keep/Improve/Update/Retire/Merge 裁定)。可选步骤、不进 verification gate——跳过不影响 retro 完成;产出的 Update/Retire 项作为 §5 Action item 候选。
All must pass before commit:
done + 证据)或 (b) dropped + 理由,禁止第三次继承/usage 4 类 token 实数(input / output / cache_read / cache_create,用户贴入);缺任一实数 retro 不得标记完成If any check fails, do not proceed to Step 7.
git add docs/reviews/retro-vX.Y.Z-YYYY-MM-DD.md
git commit -m "docs(retro): vX.Y.Z release retrospective"
Do not push.
dropped,见 §4.2)/usage 4 类 token 实数仍把 retro 标记完成(实数由用户贴入,缺则等待)docs/reviews/retro-vX.Y.Z-YYYY-MM-DD.mddocs/content/internal/[YYYY-MM-DD]-[slug].md (if §6 = 是)Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.
Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
Build and distribute Expo development clients locally or via TestFlight
Use when you have a written implementation plan to execute in a separate session with review checkpoints
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
Take pcliangx/agf-running-release-retro from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.