Learn
- Repo stars 6,677
- Author repo stagewise
Learn: write skills
Workflows
1. New skill from scratch
Trigger: "create a skill for X". Ask user intensively, follow their guidance. Build using structure + rules below.
2. Extract from conversation
Trigger: "learn-skill for what we did", "capture this", "extract a skill from above".
- Scan — collect: decisions + rationale, constraints, working patterns, workflows, gotchas, non-obvious domain facts
- Filter — keep only non-obvious, project-specific knowledge. Cut what agent already knows.
- Scope — workspace skill (
.stagewise/skills/) if content uses specific paths/tooling; user skill (.agents/skills/) if broadly reusable - Write — structure into files using rules below, write to path
→ Load references/session-extraction.md for full checklist + signal/noise examples.
3. Update existing skill
Trigger: user corrected agent behavior, overrode guidance, skill is wrong/outdated.
- Read full skill before touching anything
- Replace — overwrite wrong content. Never append "Note: above is outdated"
- Remove redundancies. Every sentence earns its place.
- Preserve what's still accurate
→ Load references/skill-updating.md for full checklist.
After every operation
Output compact summary:
- Created — path + one-line description
- Updated — path + bullets: added / replaced / removed
- Excluded — what was cut + why (extractions only)
Skill structure
skill-name/
├── SKILL.md required, target <200 lines
├── references/ optional, on-demand
│ └── *.md
├── scripts/ optional, executable scripts
└── assets/ optional, output files (templates, icons, etc.)
Frontmatter (required):
---
name: skill-name
description: What it does + when to use it. Specific — drives discovery.
---
No frontmatter duplication. Body must not restate description. Frontmatter = discovery blurb. Body = triggers, steps, constraints.
References section — required if any reference files exist: List every file: what it contains + when to load it. Unlisted = invisible to agent.
## References
- `references/render-loops-debugging.md` — workflow for diagnosing excess re-renders. Load when investigating render performance.
Authoring rules
SKILL.md vs. references
SKILL.md → everything needed for the typical case: triggers, core steps, universal constraints.
References → content needed only sometimes:
- Workflow-specific detail (e.g. extraction checklist, update checklist)
- Examples — illustrative, not required to act
- Rules that apply only in certain cases
- Deep guidance for uncommon situations
Never put universal rules in references. Always-applies rule → SKILL.md. Agent might skip references.
The test: agent handle common case from SKILL.md alone (or + 1 reference max)? No → split is wrong. Fold needed content back into SKILL.md.
Writing style — caveman speak
Write dense. Drop articles, filler, throat-clearing. Fragments OK. Use →, =, + as connectors. Bold key terms. Keep all technical content.
| ❌ Fluffy | ✅ Caveman |
|---|---|
| "You should make sure to always read the file before editing" | "Read before edit. Always." |
| "This step is important because it ensures that..." | "→ prevents X" |
| "I'd recommend using useMemo to memoize the object" | "Wrap in useMemo." |
Rules:
- Imperative/verb-first: "Do X" not "You should do X"
- No meta phrasing: never "this skill tells you to…"
- One term per concept — never synonyms
- Every sentence must add info agent doesn't already have. Cut the rest.
Progressive disclosure
- SKILL.md → target <200 lines. Up to ~500 acceptable; split when approaching limit.
- Reference files → also target <200 lines each.
- One level deep — references link from SKILL.md only. No ref → ref chains.
Degrees of freedom
Match specificity to task fragility:
- High (prose): multiple valid approaches, context-dependent
- Medium (pseudocode/parameterized): preferred pattern exists, variation OK
- Low (exact script): fragile or order-sensitive
References
references/session-extraction.md— extraction checklist, signal/noise examples, scope decisions. Load for workflow 2.references/skill-updating.md— update checklist: conflicts, redundancy, deprecated content. Load for workflow 3.references/workflow-patterns.md— how to document per-process workflows (steps, primitives, examples). Load when skill needs to document multiple distinct processes.references/authoring-guide.md— naming, descriptions, content guidelines, anti-patterns, quality checklist. Load for comprehensive authoring guidance.
- Fluxly category
- Data
- Author-declared agents
- No explicit declaration found; this is not inferred or tested compatibility
- Static check
- 88 / 100 · heuristic scan, not runtime safety proof
- Author / version / license
- @stagewise-io · no license declared
- Fluxly token estimate
- Lean
- Fluxly setup estimate
- Guided setup
- External API key
- No requirement detected
- Detected OS requirements
- Unspecified
- Runtime requirements
- Unspecified
- Detected file/system behavior
-
- Read-only
- Write / modify
- Shell exec
- Detected network behavior
- Local-only
- Install commands
- None (reference only)
Profile is derived at build time from SKILL.md and install vectors. Subject to drift from author intent.
Heads up: 未限定 allowed-tools,默认拥有全部工具权限。
The current SKILL.md does not define a fixed output example. Workflows
Trigger: "create a skill for X". Ask user intensively, follow their guidance. Build using structure + rules below.
Trigger: "learn-skill for what we did", "capture this", "extract a skill from above". Scan — collect: decisions + rationale, constraints, working patterns, workflows, gotchas, non-obvious domain facts Filter — keep only non-obvious, project-specific knowledge.…
Trigger: user corrected agent behavior, overrode guidance, skill is wrong/outdated. Read full skill before touching anything Replace — overwrite wrong content. Never append "Note: above is outdated"
Output compact summary: Created — path + one-line description Updated — path + bullets: added / replaced / removed
Frontmatter (required): No frontmatter duplication. Body must not restate description. Frontmatter = discovery blurb. Body = triggers, steps, constraints. References section — required if any reference files exist:
# Learn: write skills
## Workflows
### 1. New skill from scratch
Trigger: "create a skill for X". Ask user intensively, follow their guidance. Build using structure + rules below.
### 2. Extract from conversation
Trigger: "learn-skill for what we did", "capture this", "extract a skill from above".
1. **Scan** — collect: decisions + rationale, constraints, working patterns, workflows, gotchas, non-obvious domain facts
2. **Filter** — keep only non-obvious, project-specific knowledge. Cut what agent already knows.
3. **Scope** — workspace skill (`.stagewise/skills/`) if content uses specific paths/tooling; user skill (`.agents/skills/`) if broadly reusable
4. **Write** — structure into files using rules below, write to path
→ Load `references/session-extraction.md` for full checklist + signal/noise examples.
### 3. Update existing skill
Trigger: user corrected agent behavior, overrode guidance, skill is wrong/outdated.
1. **Read** full skill before touching anything
2. **Replace** — overwrite wrong content. Never append "Note: above is outdated"
3. **Remove** redundancies. Every sentence earns its place.
4. **Preserve** what's still accurate
→ Load `references/skill-updating.md` for full checklist.
---
## After every operation
Output compact summary:
- **Created** — path + one-line description
- **Updated** — path + bullets: added / replaced / removed
- **Excluded** — what was cut + why (extractions only)
---
## Skill structure
```text
skill-name/
├── SKILL.md required, target <200 lines
├── references/ optional, on-demand
│ └── *.md
├── scripts/ optional, executable scripts
└── assets/ optional, output files (templates, icons, etc.)
```
**Frontmatter (required):**
```yaml
---
name: skill-name
… Author text anchors workflow facts; Fluxly only indexes current sections, terms, files, and commands.
sections -> Workflows → 1. New skill from scratch → 2. Extract from conversation → 3. Update existing skill → After every operation → Skill structure
terms -> Scan · Filter · Scope · Write · Read · Replace · Remove · Preserve
files/cmd -> .stagewise/skills/ · .agents/skills/ · references/session-extraction.md · references/skill-updating.md · description · references/render-loops-debugging.md · references/workflow-patterns.md · references/authoring-guide.md
body sha256 -> 7084dd6589d3
Decide Fit First
Design Intent
How To Use It
Boundaries And Review