skill-authoring
Skill1 starsChanged 3 months agoMITView on GitHub
Use when writing or fixing a Claude Code skill, or when the user says "write a skill", "my skill never triggers", "the wrong skill loads", "skill description", "turn this into a skill", "extract a skill", "the skill is too long". Covers anatomy, trigger design, negative boundaries, context economy, and the router pattern for large skill sets. Writes the SKILL.md.
89 other projects use a version of this.
Adopted by
Most recently taken up by
- neuroborus/agent-runnertheir own version, first seen Nov 8, 2026
- juninmd/skillstheir own version, first seen Nov 8, 2026
- TrueImmortal82/open-code-skillstheir own version, first seen Nov 8, 2026
- patrykmurzyn/skillstheir own version, first seen Nov 8, 2026
- frnkgns/Overgeared-Skillstheir own version, first seen Nov 8, 2026
- notivn/AIEVv2their own version, first seen Nov 8, 2026
Used with
Projects with it also use cloud-api-recipe-authoring, codebuddy-ide-mcp-upgrade and 10 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.
TencentCloudBaseSkillcloud-api-recipe-authoring
Author or revise a cloud-api-operations recipe (config/source/skills/cloud-api-operations/references/recipes/). Encodes why the long tail of control-plane capabilities is deliberately NOT wrapped as MCP/CLI tools, the API-first admission test for whether a capability deserves a recipe, the negative and positive lists, the fixed recipe structure, the writing rules distilled from writing-for-agents, the user-facing copy red lines, and the product regeneration/verification pipeline. Also routes contributors (and their agents) to the contribution flow and the pre-PR self-test protocol in references/contributing.md. Use when adding a recipe, judging whether a scenario belongs in the recipe set, updating the recipes index, re-checking existing recipes against the admission test, or onboarding someone who wants to submit one.
Also in 3 projects that use this
TencentCloudBaseSkillcodebuddy-ide-mcp-upgrade
升级 CodeBuddy IDE(genie 扩展)内置的 CloudBase MCP,以及 MCP 发版时同步 IDE 侧白名单。当用户提到「更新 IDE 里的 MCP」「内置 MCP 版本太老」「IDE 集成的 CloudBase 功能不足」「改工具白名单 toolWhiteList」「把新 bundle 打进 CodeBuddy」「白名单漂移」「MCP 发版要同步什么」时使用。覆盖:解包定位内置 bundle 与内嵌配置、重新构建 mcp bundle、生成新的工具白名单与系统提示词、安全注入 IDE 并备份、用 MCP 协议验证工具清单、人工端到端验收、一键回滚。
Also in 3 projects that use this
DIL8654Skillapi-contract-review
Review ASP.NET Core Web API contracts for HTTP semantics, versioning, backward compatibility, and response consistency. Use when the user asks to review an API, check endpoints, validate REST behavior, or before releasing contract changes.
Also in 5 projects that use this
zaxbysauceSkillpr-review-fix
Codex adapter for addressing pull request review feedback in opencode-swarm. Use when the user asks to fix PR review comments, requested changes, reviewer findings, CI-review notes, or a pasted review summary with low false-positive tolerance.
Also in 3 projects that use this
albertdobmeyerSkillgit-workflows
Advanced git operations beyond add/commit/push. Use when rebasing, bisecting bugs, using worktrees for parallel development, recovering with reflog, managing subtrees/submodules, resolving merge conflicts, cherry-picking across branches, or working with monorepos.
Also in 3 projects that use this
rogue-dev-studioSkillfrontend-engineering
Expert frontend application engineering: accessible UI structure, state and data-fetching discipline, form/validation UX, responsive layouts, performance budgets, and integration with API contracts. Use when building or refining SPA/web screens, design-system consumption, client-side routing, or fixing UI reliability (loading, empty, and error states).
Also in 3 projects that use this
- +6 more from TencentCloudBase
Other versions89 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 89
- nyldn/claude-octopus★ 4.4ksame name
- endurain-project/endurain★ 2.4ksame name
- joaovitoriasilva/endurain★ 2.4ksame name
- theopenco/llmgateway★ 1.7ksame name
- TencentCloudBase/CloudBase-AI-ToolKit★ 1.2ksame name
- TencentCloudBase/CloudBase-MCP★ 1.2ksame name
- TencentCloudBase/CloudBase-AI-Toolkit★ 1.2ksame name
- pockebot/openpocket★ 847same name
- QuixiAI/agi-memory★ 623same name
- QuixiAI/Hexis★ 623same name
79 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 repository25 other files it gives its agents.
- agent-guardrailsSkill
- agent-observabilitySkill
- agent-rolloutSkill
- agent-scopingSkill
- ai-governanceSkill
- artifact-evalSkill
- attribution-architectureSkill
- context-portfolioSkill
- credit-and-cost-controlSkill
- data-hygieneSkill
- data-model-and-syncSkill
- enrichment-waterfallSkill
- eval-calibrationSkill
- eval-loopSkill
- eval-spec-authoringSkill
- gtm-systems-auditSkill
- icp-scoring-engineSkill
- lifecycle-and-routingSkill
- martech-stack-auditSkill
- ops-and-scale-osSkill
- reporting-architectureSkill
- signal-pipelineSkill
- tam-and-sourcingSkill
- warehouse-and-pipesSkill
- writing-qualitySkill
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 80 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 9
Write a skill that actually loads, does one thing, and stays maintainable.
- Distinctive: line 49
If two descriptions in your set could match the same sentence, one of them is wrong.
- Distinctive: line 94
Every loaded skill occupies context.
- Very specific: line 97
Templates go in
templates/: Not pasted into the body - Distinctive: line 109
Never assume discovery. Skill loaders fail silently.
- Distinctive: line 135
Never hardcode positioning, ICP, or guardrails: Read them from the context portfolio
“Common” is measured: kept by at least 6 in 10 of the 80 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 Authoring
Write a skill that actually loads, does one thing, and stays maintainable. Selection happens on the description, so most skill failures are description failures.
When to use
- Writing a new skill
- A skill exists and never fires
- The wrong skill fires on a request
- A skill set has grown past a dozen and collisions started
Inputs
- Reads:
workspace/agents/<name>/brief.md, the context portfolio - Needs from user: the procedure, the phrases a real person uses to ask for it, and the output shape
Workflow
1. Get the description right, because nothing else matters if it is wrong
Selection happens on the description alone. The body is invisible until after selection.
A description needs three things:
description: <what it does, in one clause>. Use when the user says
"<literal phrase>", "<literal phrase>", "<sloppy real-world phrase>".
<What it produces and where it writes.>Use the literal phrases people actually type, including the ungrammatical ones. "our data is a mess" is a real trigger. "when the user requires data quality remediation" is not, because nobody says that.
State the output. A description that says what it writes helps both selection and the reader.
2. Write the negative boundary
Half of trigger problems are over-firing, not under-firing.
Do NOT use this skill when:
- <adjacent case> → use <other skill>
- <adjacent case> → do it inline, no skill neededIf two descriptions in your set could match the same sentence, one of them is wrong. Add a "for X, see Y" pointer to both.
3. Follow the anatomy
---
name: kebab-case, matches the directory name
description: as above
---
# Title
One or two sentences on what this does and the belief behind it.
## When to use
Bullets. Concrete situations, not abstractions.
## Inputs
- Reads: <files this expects to find>
- Needs from user: <what to ask for, in one batch>
## Workflow
### 1. <Numbered step>
### 2. <Numbered step>
Tables for reference data. Code blocks for output shapes and arithmetic.
## Output
- Writes: <exact path>
- Prints: <what appears in the conversation>
## Rules & quality bar
Bold-lead bullets. The non-negotiables. This is where the opinion lives.
## Related skills
- Requires / Hands off to / See also4. One skill, one job
The test: can you state what it does in one sentence with no "and"? If not, it is two skills.
Symptoms of a skill that is doing too much: a workflow with more than about eight steps, two different output files, or a name containing "and" where the two halves are separable.
5. Manage the context cost
Every loaded skill occupies context.
- Long reference material goes in
docs/orreferences/. The skill points at it. This keeps the loaded footprint small and makes the reference reusable - Templates go in
templates/. Not pasted into the body - Past roughly a dozen skills, add a router. One skill holds the routing table and loads exactly one child. Flat sets above that size collide
- State goes in files. Anything that should survive the session gets written to
workspace/
6. Write the rules section like you mean it
The "Rules & quality bar" section is what makes a skill more than a description of a process. It is where you say the unwelcome thing: what to refuse, what to always check, what people get wrong.
A skill with a vague rules section produces vague output. Every rule should be checkable.
7. Verify it loads
Never assume discovery. Skill loaders fail silently.
[ ] Directory name matches the frontmatter name
[ ] The description contains phrases a real user would type
[ ] It appears in a fresh session
[ ] It fires on the intended phrase
[ ] It does NOT fire on the adjacent phrase you wrote a boundary for
[ ] Every path it references existsThe last two are the ones people skip, and they are the two that produce the "it works on my machine" failure.
Output
- Writes:
skills/<name>/SKILL.md - Uses:
templates/skill-template.md - Prints: the skill, plus the verification checklist result
Rules & quality bar
- The description is the product. Spend real time on it
- Literal user phrases, including sloppy ones
- Every skill has a negative boundary
- One skill, one job. No "and" in the sentence that describes it
- Reference material lives outside the skill body
- Router pattern past a dozen skills
- Verify it loads and verify it does not over-fire. Both
- Never hardcode positioning, ICP, or guardrails. Read them from the context portfolio
Related skills
- Requires:
agent-scoping,context-portfolio - Hands off to:
agent-guardrails, thenagent-rollout - See also:
docs/build-surface.mdon choosing between skill, subagent, hook, and script
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.

