mstar-compound(知识结晶)
SkillDev toolsMorning Star 知识结晶 —— 将已解决问题的经验沉淀为结构化知识文档,存入 `{KNOWLEDGE_DIR}`;迭代收口时从 `{ITERATION_DIR}/<iteration-id>/` package 提升 specs/guides。支持 Bug track 与 Knowledge track 双轨。含重叠检测、可发现性检查、CONCEPTS.md 协同。触发:iteration-close(`mstar-iteration` §3.2)或独立触发。产出:`{KNOWLEDGE_DIR}/<category>/<slug>.md`。
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the mstar-compound(知识结晶) skill
What this skill tells your AI
The instructions your AI receives, as published by btspoony/mstar-harness in skills/mstar-compound/SKILL.md and read by ahel’s review.
Load order
Read mstar-harness-core first. Path symbols ({KNOWLEDGE_DIR}, {HARNESS_DIR}) → mstar-conventions. On conflict, mstar-harness-core wins.
Purpose
After solving a non-trivial problem, mstar-compound captures the learning as a structured document in {KNOWLEDGE_DIR}, so future plan research, debugging, and implementation can find and reuse it.
In the mstar lifecycle, compound is triggered at iteration-close (mstar-iteration § Phase 3), not per-plan Done. It can also be invoked standalone for ad-hoc captures outside formal iterations.
Knowledge that isn't captured evaporates when the session ends. Knowledge that is captured but not discoverable is equally lost. This skill addresses both.
产物存储位置
SSOT: mstar-conventions/references/artifact-storage-paths.md。本 skill 不重定义路径;知识文档 → {HARNESS_DIR}/knowledge/<category>/<slug>.md,CONCEPTS.md → <repo-root>/CONCEPTS.md。<category> 取值见 references/category-mapping.md。
是否值得结晶(自检门禁)
调用本 skill 前,PM(或触发方)必须对候选问题逐条自检 Q1–Q8(诊断耗时 / 非显而易见性 / 可复用性 / 项目特异性 / 既有重叠 / 架构影响 / 失败尝试价值 / 跨模块)。完整问题表、决策矩阵(Yes≥4 强烈建议;Yes=3 Lightweight;Yes≤2 跳过;Q5=Yes 高重叠不新建)与示例判定 → references/compound-workflow.md「是否值得结晶」。
快判:Q5 高重叠 → 更新已有文档,不新建;其余按决策矩阵 Yes 数。
Integration with mstar lifecycle
Compound 在迭代收口时触发(mstar-iteration § iteration-close),不在 per-plan Done 后单独执行:iteration-start → [plan lifecycle × N] → iteration-close → mstar-compound(per-iteration round)→ {KNOWLEDGE_DIR} → feeds next iteration's specify/plan。迭代内所有 plan Done 后,PM 回顾整轮迭代可结晶知识,批量 compound。per-plan Done 是 per-plan 闭环终点;compound 是迭代级收口活动。
Iteration package promotion(iteration-close 强制盘点)
正式迭代收口时,compound 除 plan 实现/debug/review 素材外,必须盘点当前迭代 package。
路径:{ITERATION_DIR}/<iteration-id>/**(含 guides/、specs/、扁平 .md;默认排除 delivery-compass.md 除非 PM 显式纳入。Legacy 根目录 *-delivery-compass.md 同理排除)。
| 步骤 | 动作 |
|---|---|
| 1. Inventory | 列出 package 下全部 .md(除默认排除 compass);读各文件 + package README.md(若有) |
| 2. Triage | 每篇:Promote / Keep snapshot / Skip(理由写入 compound 摘要) |
| 3. Promote | 值得跨迭代复用 → 走 Q1–Q8(或轻量判定)→ Phase 2 重叠检测 → Phase 3–6 结构化重写进 {KNOWLEDGE_DIR}/(禁止无改写整文件复制) |
| 4. Trace | 源文件顶栏或 package README:Promoted to: <knowledge-path>;{KNOWLEDGE_DIR}/README.md 的 Source 可记 iteration:<iteration-id>/<relpath> |
| 5. Summary | PM 写入 compass ## Compound Round Summary:提升篇数、保留快照、跳过及原因 |
Promote 典型:迭代 spec 已验证且指导未来实现;guide 含非显而易见过程知识或失败尝试。Keep snapshot:仅迭代史、已被 {SPECS_DIR}/ 取代的草案、或自检 ≤2 Yes 的琐碎笔记。边界 SSOT → mstar-iteration/references/iteration-artifact-boundaries.md。
When to use / Skip
Use:迭代收口(mstar-iteration § iteration-close)批量回顾;独立触发(非迭代或紧急,任何非平凡问题解决后);重大 bug 修复后(mstar-iteration 未启用时手动)。
Skip:自检 ≤2 Yes;Q5 高重叠(更新已有而非新建);纯机械工作(格式化、依赖升级、typo);问题未经验证。
Two tracks
| Track | What it captures | Section structure |
|---|---|---|
| Bug | Incident-level fix — "X broke, here's why and how we fixed it" | Problem, Symptoms, What Didn't Work, Solution, Why This Works, Prevention |
| Knowledge | Durable guidance — "this is how we do X, and why" | Context, Guidance, Why This Matters, When to Apply, Examples |
Track 由 problem_type 决定,完整映射见 references/category-mapping.md。
Execution modes
| Mode | When | Behavior |
|---|---|---|
| Full (default) | Most cases | Dispatches research subagents for context analysis, solution extraction, overlap detection |
| Lightweight | Simple fixes, context-tight sessions | Single-pass documentation, no subagents, faster |
In Cursor, Full mode dispatches subagents via Task tool. PM selects mode.
Workflow skeleton(Phase 1–7)
完整步骤细节(Gather context / Overlap detection / Write document 含 frontmatter schema + path + validate / Discoverability check / CONCEPTS.md synergy / Update indexes / Refresh trigger)→ references/compound-workflow.md。每 Phase 一个关键决策:
- Gather — 读对话史 + iteration package;分类 track/category(
references/category-mapping.md) - Overlap — 高重叠 → 更新已有(加
last_updated);中度 → 新建并标 consolidation review;低/无 → 正常新建 - Write — path + frontmatter(SSOT
references/schema.yaml)+ body(assets/resolution-template.md)+ YAML validate - Discoverability — 若 root
AGENTS.md/CLAUDE.md未提{KNOWLEDGE_DIR},提议最小补充(需用户同意;拒绝则仅跳过该编辑,doc 仍写) - CONCEPTS.md — 项目特定领域词满足 qualifying bar 时提议入
CONCEPTS.md(规则见references/concepts-vocabulary.md);全仓 bootstrap 归mstar-compound-refresh - Indexes —
{KNOWLEDGE_DIR}/README.md加行(Document / Source Plan / Description / Status);可选 workflow snapshot plan 行metadata.knowledge_refs({WORKFLOW_DIR}/<id>/snapshot.json)。iteration-close gate:每篇新 doc 必须 Phase 6 - Refresh trigger — 新知识暗示旧 doc 过时 → 推荐
/pm compound-refresh <scope>(不自动跑,仅 flag)
Engine check (when available): run
mstar compound validate <doc-path> [--knowledge-dir <dir>](orimport { validateSchemaYaml, assertIndexRows } from "@mstar-harness/engine"in a host hook) to validate the frontmatter againstreferences/schema.yaml(Phase 3 Write) and assert every doc has its{KNOWLEDGE_DIR}/README.mdindex row (Phase 6 Indexes). Onfail-> do not proceed; fix and re-run. Skill text below remains authoritative when the runtime is absent.
Support files
读 references/compound-workflow.md(Q1–Q8 + Phase 1–7)、references/schema.yaml(frontmatter)、references/category-mapping.md(track/path 映射)、references/concepts-vocabulary.md(CONCEPTS.md 规则)、assets/resolution-template.md(track 正文结构)。
Skill dependencies
mstar-conventions— path symbols({KNOWLEDGE_DIR}、{HARNESS_DIR})mstar-artifacts— workflow snapshot / project register linking、index maintenancemstar-compound-refresh— capture 后知识维护;CONCEPTS.md 全仓 bootstrap
NOT to do
- Do not create a doc for trivial fixes (typos, formatting, dep bumps)
- Do not write the doc before the solution is verified
- Do not skip the overlap check — creating duplicates degrades the knowledge store
- Do not edit AGENTS.md without user consent
- Do not create CONCEPTS.md entries for general programming vocabulary
- Do not modify product code — this skill writes documentation only
Evidence
正确结果 = 一篇可发现的结晶文档:{KNOWLEDGE_DIR}/<category>/<slug>.md 通过 references/schema.yaml frontmatter 校验(Phase 3 Write)+ {KNOWLEDGE_DIR}/README.md 索引行(Phase 6 Indexes,iteration-close 强制)+ 达标领域词入 CONCEPTS.md(Phase 5)+ 源文件 / package README 标注 Promoted to: <knowledge-path>(Phase 4 Trace)。
Signals
- GitHub stars
- 57
- Forks
- 3
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
mstar-compound- Source
- github.com/btspoony/mstar-harness