skill-forge
Skill2 starsChanged 49 days agoMITView on GitHub
Authors NEW custom security skills for this repo — design method, scaffold, fixture+ground-truth rules, self-test wiring, and the hard-won authoring laws from LEARNINGS. Use when creating a skill for a stack, product class, or business domain these skills don't cover (e.g. an internal platform, a niche framework), or when converting a repeated miss/FP into a first-class skill.
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
- maroffo/claude-forge★ 17same 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 repository23 other files it gives its agents.
- android-code-securitySkill
- auth-reviewSkill
- config-hardeningSkill
- container-iac-securitySkill
- course-platform-securitySkill
- crypto-reviewSkill
- cve-researchSkill
- data-exposureSkill
- dependency-vulnsSkill
- design-threat-reviewSkill
- django-securitySkill
- dotnet-securitySkill
- flow-securitySkill
- flutter-securitySkill
- graphql-securitySkill
- injection-flawsSkill
- laravel-securitySkill
- llm-securitySkill
- mobile-securitySkill
- rails-securitySkill
- secrets-detectionSkill
- security-auditSkill
- spring-securitySkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 3 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 42 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 20
Write the one-sentence trigger first ("Use when the repo has X").
- Distinctive: line 45
Fixtures demonstrate the individually-clean property: when the class is cross-endpoint/cross-component — plant violations only BETWEEN …
- Distinctive: line 67
If it introduces report sections: update the Phase 3 template mention
“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
Skill Forge — building your own security skills
The core suite is self-contained (rg/grep + stdlib only). External inputs are fact feeds (OSV/KEV), not dependencies. This is how you extend it with skills no community will ever write — YOUR platform, YOUR framework.
1 — Scope from a persona or a pain
Best skill sources, in order of value:
- A real miss (MISSES.md row) that repeats — a class, not a one-off
- A business domain you own — walk it as its personas (admin / public buyer / end consumer / support), each surface they touch is a checklist row
- A niche stack the generic packs don't cover (internal framework, DSL, template engine)
Write the one-sentence trigger first ("Use when the repo has X"). If you can't say when it loads, it's a reference file, not a skill.
2 — Design: method, not just greps
A skill = enumeration step → sink greps → triage rules → severity + fix shapes.
Copy the structure of the strongest existing skills (auth-review census,
flow-security invariants). Grep-only skills decay; method+grep skills compound.
3 — Scaffold
bash ../skill-forge/scripts/new_skill.sh <name> "Description with trigger conditions..."Creates skills/<name>/SKILL.md (frontmatter passes validate.py),
references/patterns.md, and evals/fixtures/<name>-vuln-app/expected-findings.md.
4 — Authoring laws (from the eval LEARNINGS — violations have all bitten)
- Anchors after writes: expected-findings
Wherelines come fromgrep -nAFTER the fixture exists. Never estimate line numbers. - Safe counterparts live in a separate file (
safe-*.js/.py), and the raw vulnerable form must have ZERO occurrences there (add a MUST_NOT_MATCH rule). - Fixtures demonstrate the individually-clean property when the class is cross-endpoint/cross-component — plant violations only BETWEEN parts.
- Absence findings anchor to the missing thing (
requirements.txt:-) and cannot have grep-match selftest rules — ground-truth only. - Adjacent findings stay >2 lines apart per citation anchor (scorer tolerance is ±2).
- Every pattern change adds a selftest rule and a fixture row the same commit; run the repo-root validator and selftest in a SEPARATE command after edits (write-race protection).
- Inserting a section before an existing
###heading: re-include the heading in the edit or you swallow it (bitten 3×). - Blind-test the skill: dispatch an agent audit of the fixture with
--glob '!**/expected-findings.md'; score withscore_audit.py --appendfrom the repo root; convert every miss and every "phantom" (phantoms are usually fixture gaps — verify evidence, extend ground truth) the same session.
5 — Wire it in
security-auditPhase 1 dispatch table row (what repo signal loads it)- README skill table + COVERAGE row (honest rating)
- MISSES.md row recording why the skill exists
- If it introduces report sections: update the Phase 3 template mention
6 — What NOT to build here
- Anything needing non-portable runtime (no npm/pip deps — CONTRIBUTING rule 2)
- Product-version lookups with no in-repo signal (vuln-db quality bar)
- Skills that duplicate a dispatch row — extend the existing skill instead
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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.

