skill-forge
Skill17 starsChanged 50 days agoMITView on GitHub
Create new skills or review and improve existing ones. Use when user says create skill, new skill, improve skill, review skill, audit skills, or skill quality.
49 other projects use a version of this.
Adopted by
Most recently taken up by
- brebuilds/claude-skillstheir own version, first seen Nov 8, 2026
- gxh98/haoge-skill-forgetheir own version, first seen Nov 8, 2026
- yashaswi-khurana/Skillstheir own version, first seen Nov 8, 2026
- Arcanea-Labs/Starlight-Intelligence-Systemtheir own version, first seen Nov 8, 2026
- AthenDrakomin-hub/agent-skillstheir own version, first seen Nov 1, 2026
- ligj1706/ProSkillstheir own version, first seen Nov 1, 2026
Used with
Projects with it also use sigma, agent-forge and 3 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
sanyuan0704Skillsigma
Personalized 1-on-1 AI tutor using Bloom's 2-Sigma mastery learning. Guides users through any topic with Socratic questioning, adaptive pacing, and rich visual output (HTML dashboards, Excalidraw concept maps, generated images). Use when user wants to learn something, study a topic, understand a concept, requests tutoring, says 'teach me', 'I want to learn', 'explain X to me step by step', 'help me understand', or invokes /sigma. Triggers on: learn, study, teach, tutor, understand, master, explain step by step.
Also in 3 projects that use this
xyreinsurance119Skillagent-forge
Создание, улучшение и аудит скиллов и агентов OpenClaw. Три режима: создание скилла (11 шагов), создание агента (9 шагов, с памятью и автоулучшением), улучшение существующего (5 шагов). Triggers: 'создай скилл', 'новый скилл', 'создай агента', 'новый агент', 'улучши скилл', 'skill creator', 'agent creator', 'скиллмейкер'.
Also in 3 projects that use this
localSummerSkillskill-review
回顾当前对话,整理 skill 使用情况、代码质量反馈和迭代建议,生成待确认的更新清单
Also in 3 projects that use this
NVIDIASkilldeep-research
Queue deep, multi-step research and analysis tasks to the DeepAgents worker. Supports execution depth presets, request-specific rubrics, SubAgent delegation, and RubricMiddleware cross-validation.
Also in 3 projects that use this
GoogleSkillcode-review
Adversarial systems, concurrency, memory-model, and architecture code review protocol. Use this skill whenever asked to review code, PRs, diffs, or branches in Filament.
Also in 3 projects that use this
Other versions49 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 49
- sanyuan0704/code-review-expert★ 3.9ksame name
- sanyuan0704/sanyuan-skills★ 3.9ksame name
- AgriciDaniel/skill-forge★ 166same name
- svy04/ballast★ 73same name
- danilokhury/Synabun★ 70same name
- motiful/skill-forge★ 45same name
- WilliamSaysX/skill-forge★ 43same name
- bjcoombs/ai-native-toolkit★ 32same name
- GodModeAI2025/skill-forge★ 18same name
- Arcanea-Labs/Starlight-Intelligence-System★ 10same name
39 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository37 other files it gives its agents.
- adrSkill
- android-kotlinSkill
- apple-swiftSkill
- autoresearch-promptSkill
- blog-writerSkill
- cloud-infrastructureSkill
- commitSkill
- cover-imageSkill
- freezeSkill
- gemini-reviewSkill
- golangSkill
- harness-mechanicSkill
- harness-traceSkill
- humanizerSkill
- ios-debuggerSkill
- knowledge-syncSkill
- learning-docsSkill
- learning-loopSkill
- obsidianSkill
- orchestratorSkill
- plan-forgeSkill
- process-clippingsSkill
- project-analyzerSkill
- project-checksSkill
- pr-reviewSkill
- pythonSkill
- railsSkill
- react-nextjsSkill
- refine-requirementsSkill
- releasing-softwareSkill
- rubySkill
- scoreSkill
- second-opinionSkill
- source-controlSkill
- terraformSkill
- test-design-reviewerSkill
- verify-frontendSkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 5 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 42 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 11
Create new skills or audit/improve existing ones.
- Distinctive: line 17
Gather context: ask what the skill does, when to use it, what tools it needs
- Distinctive: line 84
Test: Ask yourself "When would you use the [name] skill?" If the description doesn't answer clearly, it needs work.
- Distinctive: line 109
Start at 100, subtract per finding:
- Very specific: line 131
Token budget: every word in SKILL.md costs context on every trigger.
- Distinctive: line 132
No em dashes: use commas, colons, semicolons, or parentheses
“Common” is measured: kept by at least 6 in 10 of the 42 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
ABOUTME: Skill creation and improvement based on Anthropic's skills guide
ABOUTME: Validates structure, descriptions, triggers, progressive disclosure, and conventions
Skill Forge
Create new skills or audit/improve existing ones. Encodes Anthropic's official guide + our conventions.
Modes
Create: /skill-forge create <name>
- Gather context: ask what the skill does, when to use it, what tools it needs
- Generate SKILL.md following the template below
- Validate against the checklist
- Present for approval before writing
Review: /skill-forge review <name> or /skill-forge review all
- Read the skill's SKILL.md
- Score against the checklist (0-100)
- Report findings grouped by severity (critical, major, minor)
- Propose fixes as diffs
Skill Template
---
name: kebab-case-name
description: "[What it does]. Use when [trigger conditions]. [Key capabilities]. Not for [negative triggers if overlapping skills exist]."
compatibility: "Only if external deps needed"
---
# ABOUTME: [One-line what]
# ABOUTME: [One-line key capabilities]
# Skill Title
## [Core Instructions]
[Outcomes, constraints with their reasons, and how to verify the result. Numbered steps only where order truly matters; exact commands only for fragile operations.]
## Common Issues
| Issue | Solution |
|-------|----------|
## References (if >150 lines needed)
For detailed patterns, consult `references/<topic>.md`Validation Checklist
Structure (critical)
| Check | Rule |
| Folder name | kebab-case, no spaces/capitals/underscores |
| File name | Exactly SKILL.md (case-sensitive) |
| Frontmatter | --- delimiters, name + description required |
| ABOUTME | Two lines after frontmatter: what + capabilities |
| No README.md | All docs in SKILL.md or references/ |
Description (critical)
| Check | Rule |
| Formula | [What] + [When/triggers] + [Capabilities] |
| Trigger phrases | Include words users actually say |
| Negative triggers | "Not for X" if overlapping skills exist |
| Length | Under 1024 characters |
| No XML tags | No < or > in description |
| Quotes | Wrapped in double quotes |
Test: Ask yourself "When would you use the [name] skill?" If the description doesn't answer clearly, it needs work.
Content (major)
| Check | Rule |
| Specificity matches fragility | Exact commands for fragile or destructive operations; outcomes, constraints and reasons for judgment calls |
| Examples | Only where the output shape is format-sensitive: several varied examples, labeled illustrative; none for judgment the model already owns |
| Error handling | Common issues table for workflow skills |
| Progressive disclosure | SKILL.md <150 lines core; detailed content in references/ |
| Register | Instructions at normal volume with the reason attached; no anti-laziness notes or capitalized emphasis, which current models over-apply |
Optional Fields (minor)
| Field | When to use |
compatibility | External deps (app, CLI, API key, MCP server) |
allowed-tools | Restrict to specific tools |
tools | Simpler tool restriction |
metadata | Distribution (author, version, mcp-server) |
Scoring
Start at 100, subtract per finding:
| Severity | Deduction | Examples |
| Critical | -25 | No frontmatter, no description, wrong file name |
| Major | -10 | No trigger phrases, vague instructions, no ABOUTME |
| Minor | -3 | Missing compatibility, no error handling, a single unlabeled gold example |
| Score | Verdict |
| 90+ | Ship it |
| 70-89 | Needs fixes |
| <70 | Rewrite |
Our Conventions (beyond Anthropic's guide)
- ABOUTME headers: 2-line comment block after frontmatter (what + capabilities)
- Cross-references: link to
_AST_GREP.md,_PATTERNS.md,source-controlwhere relevant - _INDEX.md: register new skills in the routing table
- CLAUDE.md: nothing to add. The harness injects every skill's name and description, so the file carries no skill catalog; discovery lives in your
description:field, which is why it must state when to use the skill and when not to - Token budget: every word in SKILL.md costs context on every trigger; cut what the model already knows, keep what only the author knows (reasons, environment facts, quality bar)
- No em dashes: use commas, colons, semicolons, or parentheses
Quality Notes
- Compare against existing high-quality skills (rails, source-control)
- Propose concrete diffs, not vague suggestions
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

