using-agent-skills
Skill5 starsChanged 12 days agoMITView on GitHub
Discovers and invokes agent skills. Use when starting a session or when you need to discover which skill applies to the current task. This is the meta-skill that governs how all other skills are discovered and invoked.
49 other projects use a version of this, 40 of them edited.
Adopted by
Most recently taken up by
- MMACABRE/SKILLSedited, first seen Nov 8, 2026
- celestialdust/achilles-skillstheir own version, first seen Nov 1, 2026
- steven123397/nexuskit-skillsedited, first seen Nov 1, 2026
- yuusakuri/agent-skillstheir own version, first seen Nov 1, 2026
- jaskirat1616/grok-skillsedited, first seen Nov 1, 2026
- elvladislavo/claude-skillsedited, first seen Nov 1, 2026
Used with
Projects with it also use constraint-driven-development, observability-and-instrumentation and 8 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.
MrCipherSmithSkillconstraint-driven-development
Use when a project needs a persistent, measurable quality bar — starting a project without documented standards, 'set up constraints', or when coverage/perf/a11y thresholds get re-debated per-PR. Produces CONSTRAINTS.md with enforceable numbers, ratchets, and a guard against silent weakening. NOT for throwaway prototypes or a one-off CI setup.
Also in 15 projects that use this
HK-hubSkillobservability-and-instrumentation
Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or alerting. Use when shipping any feature that runs in production and you need evidence it works. Use when production issues are reported but you can't tell what happened from the available data.
Also in 30 projects that use this
seikaikyoSkilldoubt-driven-development
對非平凡決策啟動新鮮 context 對抗審查(找碴不背書),在修正還便宜的時候抓出錯誤方向。適用:高風險改動(production、資安敏感邏輯、不可逆操作)、不熟的程式碼、要宣稱「這樣是安全的 / 可行的」之前。機械性操作與一行修改不適用。
Also in 38 projects that use this
HK-hubSkillsource-driven-development
Grounds every implementation decision in official documentation. Use when you want authoritative, source-cited code free from outdated patterns. Use when building with any framework or library where correctness matters.
Also in 31 projects that use this
skytiger6724Skillbrainstorm-experiments-existing
Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating assumptions, testing feature ideas cheaply, or planning product experiments.
Also in 4 projects that use this
skytiger6724Skillprioritize-assumptions
Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or applying the assumption prioritization canvas.
Also in 4 projects that use this
- +2 more from skytiger6724
Other versions49 projects use a version of this.
Word for word · 0
None found.
Edited · 40
- addyosmani/agent-skills★ 114k73% same
- shashankswe2020-ux/whoop-mcp★ 17495% same
- vinvcn/addyosmani-agent-skills-zh★ 4619% same
- jmxt3/gitscape.ai★ 3395% same
- sampleXbro/agentsmesh★ 2786% same
- jaskirat1616/grok-skills★ 2274% same
- HK-hub/AgentSkills★ 675% same
- dzevs/zynk★ 476% same
- Marvellbrazil/my-agentic-skills★ 472% same
- PenceZHR/stagepass★ 478% same
30 more not listed
Wrote their own version · 9
- kdlbs/kandev★ 1.1ksame name
- bnalwalid/walidforge-skills★ 2same name
- codexskills/agent-forge★ 2same name
- GuillemRoca/agent-skills-android★ 2same name
- yuusakuri/agent-skills★ 2same name
- Aleksandr-Litvinenko/agent-skills-ru★ 1same name
- celestialdust/achilles-skills★ 1same name
- joegoldin/agent-skills★ 1same name
- agent-packs/registry★ 0same name
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 repository119 other files it gives its agents.
- AGENTS.mdAGENTS.md
- templates/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- accessibilitySkill
- frontend-designSkill
- python-background-jobsSkill
- python-executorSkill
- python-testing-patternsSkill
- seoSkill
- ai-slop-cleanerSkill
- analyzeSkill
- api-and-interface-designSkill
- ask-claudeSkill
- ask-geminiSkill
- autopilotSkill
- browser-testing-with-devtoolsSkill
- build-fixSkill
- cancelSkill
- ci-cd-and-automationSkill
- clawd-change-workflowSkill
- code-review-and-qualitySkill
- code-reviewSkill
- code-simplificationSkill
- configure-notificationsSkill
- context-engineeringSkill
- debugging-and-error-recoverySkill
- deep-interviewSkill
- deepsearchSkill
- deprecation-and-migrationSkill
- doctorSkill
- documentation-and-adrsSkill
- ecomodeSkill
- frontend-ui-engineeringSkill
- frontend-ui-uxSkill
- git-masterSkill
- git-workflow-and-versioningSkill
- helpSkill
- hudSkill
- idea-refineSkill
- incremental-implementationSkill
- intent_routerSkill
- keyword_registrySkill
- mode_stateSkill
- noteSkill
- omx-setupSkill
- performance-optimizationSkill
- pipeline_orchestratorSkill
- pipelineSkill
- planning-and-task-breakdownSkill
- planSkill
- ralph-initSkill
- ralph_loopSkill
- ralphSkill
- ralplanSkill
- android-reverse-engineeringSkill
- api-securitySkill
- apk-reverseSkill
- attack-chainSkill
- binary-diffSkill
- browser-automationSkill
- The first 60 shown.
The file
Show its rules and text
We split this skill into the rules it gives an agent
18 rules. 16 are common, 0 are distinctive, and 2 are very specific to this project.
16
Common
Most of the 44 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Common: line 14
When a task arrives, identify the development phase and apply the corresponding skill:
- Common: line 44
Before implementing anything non-trivial, explicitly state your assumptions:
- Common: line 54
Don't silently fill in ambiguous requirements.
- Common: line 58
When you encounter inconsistencies, conflicting requirements, or unclear specifications:
- Common: line 60
STOP: Do not proceed with a guess.
- Common: line 63
Wait for resolution before continuing.
- Common: line 83
Before finishing any implementation, ask:
- Common: line 88
If you build 1000 lines and 100 would suffice, you have failed.
- Common: line 95
Remove comments you don't understand
- Common: line 98
Delete code that seems unused without explicit approval
- Common: line 99
Add features not in the spec because they "seem useful"
- Common: line 105
Every skill includes a verification step.
- Common: line 112
Not managing your own confusion — plowing ahead when lost
- Common: line 113
Not surfacing inconsistencies you notice
- Common: line 114
Not presenting tradeoffs on non-obvious decisions
- Common: line 126
Skills are workflows, not suggestions: Follow the steps in order.
- Very specific: line 130
When in doubt, start with a spec: If the task is non-trivial and there's no spec, begin with spec-driven-development.
- Very specific: line 149
Not every task needs every skill.
“Common” is measured: kept by at least 6 in 10 of the 44 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
Using Agent Skills
Overview
Agent Skills is a collection of engineering workflow skills organized by development phase. Each skill encodes a specific process that senior engineers follow. This meta-skill helps you discover and apply the right skill for your current task.
Skill Discovery
When a task arrives, identify the development phase and apply the corresponding skill:
Task arrives
│
├── Vague idea/need refinement? ──→ idea-refine
├── New project/feature/change? ──→ spec-driven-development
├── Have a spec, need tasks? ──────→ planning-and-task-breakdown
├── Implementing code? ────────────→ incremental-implementation
│ ├── UI work? ─────────────────→ frontend-ui-engineering
│ ├── API work? ────────────────→ api-and-interface-design
│ └── Need better context? ─────→ context-engineering
├── Writing/running tests? ────────→ test-driven-development
│ └── Browser-based? ───────────→ browser-testing-with-devtools
├── Something broke? ──────────────→ debugging-and-error-recovery
├── Reviewing code? ───────────────→ code-review-and-quality
│ ├── Security concerns? ───────→ security-and-hardening
│ └── Performance concerns? ────→ performance-optimization
├── Committing/branching? ─────────→ git-workflow-and-versioning
├── CI/CD pipeline work? ──────────→ ci-cd-and-automation
├── Writing docs/ADRs? ───────────→ documentation-and-adrs
└── Deploying/launching? ─────────→ shipping-and-launchCore Operating Behaviors
These behaviors apply at all times, across all skills. They are non-negotiable.
1. Surface Assumptions
Before implementing anything non-trivial, explicitly state your assumptions:
ASSUMPTIONS I'M MAKING:
1. [assumption about requirements]
2. [assumption about architecture]
3. [assumption about scope]
→ Correct me now or I'll proceed with these.Don't silently fill in ambiguous requirements. The most common failure mode is making wrong assumptions and running with them unchecked. Surface uncertainty early — it's cheaper than rework.
2. Manage Confusion Actively
When you encounter inconsistencies, conflicting requirements, or unclear specifications:
- STOP. Do not proceed with a guess.
- Name the specific confusion.
- Present the tradeoff or ask the clarifying question.
- Wait for resolution before continuing.
Bad: Silently picking one interpretation and hoping it's right. Good: "I see X in the spec but Y in the existing code. Which takes precedence?"
3. Push Back When Warranted
You are not a yes-machine. When an approach has clear problems:
- Point out the issue directly
- Explain the concrete downside (quantify when possible — "this adds ~200ms latency" not "this might be slower")
- Propose an alternative
- Accept the human's decision if they override with full information
Sycophancy is a failure mode. "Of course!" followed by implementing a bad idea helps no one. Honest technical disagreement is more valuable than false agreement.
4. Enforce Simplicity
Your natural tendency is to overcomplicate. Actively resist it.
Before finishing any implementation, ask:
- Can this be done in fewer lines?
- Are these abstractions earning their complexity?
- Would a staff engineer look at this and say "why didn't you just..."?
If you build 1000 lines and 100 would suffice, you have failed. Prefer the boring, obvious solution. Cleverness is expensive.
5. Maintain Scope Discipline
Touch only what you're asked to touch.
Do NOT:
- Remove comments you don't understand
- "Clean up" code orthogonal to the task
- Refactor adjacent systems as a side effect
- Delete code that seems unused without explicit approval
- Add features not in the spec because they "seem useful"
Your job is surgical precision, not unsolicited renovation.
6. Verify, Don't Assume
Every skill includes a verification step. A task is not complete until verification passes. "Seems right" is never sufficient — there must be evidence (passing tests, build output, runtime data).
Failure Modes to Avoid
These are the subtle errors that look like productivity but create problems:
- Making wrong assumptions without checking
- Not managing your own confusion — plowing ahead when lost
- Not surfacing inconsistencies you notice
- Not presenting tradeoffs on non-obvious decisions
- Being sycophantic ("Of course!") to approaches with clear problems
- Overcomplicating code and APIs
- Modifying code or comments orthogonal to the task
- Removing things you don't fully understand
- Building without a spec because "it's obvious"
- Skipping verification because "it looks right"
Skill Rules
- Check for an applicable skill before starting work. Skills encode processes that prevent common mistakes.
- Skills are workflows, not suggestions. Follow the steps in order. Don't skip verification steps.
- Multiple skills can apply. A feature implementation might involve
idea-refine→spec-driven-development→planning-and-task-breakdown→incremental-implementation→test-driven-development→code-review-and-quality→shipping-and-launchin sequence. - When in doubt, start with a spec. If the task is non-trivial and there's no spec, begin with
spec-driven-development.
Lifecycle Sequence
For a complete feature, the typical skill sequence is:
1. idea-refine → Refine vague ideas
2. spec-driven-development → Define what we're building
3. planning-and-task-breakdown → Break into verifiable chunks
4. context-engineering → Load the right context
5. incremental-implementation → Build slice by slice
6. test-driven-development → Prove each slice works
7. code-review-and-quality → Review before merge
8. git-workflow-and-versioning → Clean commit history
9. documentation-and-adrs → Document decisions
10. shipping-and-launch → Deploy safelyNot every task needs every skill. A bug fix might only need: debugging-and-error-recovery → test-driven-development → code-review-and-quality.
Quick Reference
| Phase | Skill | One-Line Summary |
| Define | idea-refine | Refine ideas through structured divergent and convergent thinking |
| Define | spec-driven-development | Requirements and acceptance criteria before code |
| Plan | planning-and-task-breakdown | Decompose into small, verifiable tasks |
| Build | incremental-implementation | Thin vertical slices, test each before expanding |
| Build | context-engineering | Right context at the right time |
| Build | frontend-ui-engineering | Production-quality UI with accessibility |
| Build | api-and-interface-design | Stable interfaces with clear contracts |
| Verify | test-driven-development | Failing test first, then make it pass |
| Verify | browser-testing-with-devtools | Chrome DevTools MCP for runtime verification |
| Verify | debugging-and-error-recovery | Reproduce → localize → fix → guard |
| Review | code-review-and-quality | Five-axis review with quality gates |
| Review | security-and-hardening | OWASP prevention, input validation, least privilege |
| Review | performance-optimization | Measure first, optimize only what matters |
| Ship | git-workflow-and-versioning | Atomic commits, clean history |
| Ship | ci-cd-and-automation | Automated quality gates on every change |
| Ship | documentation-and-adrs | Document the why, not just the what |
| Ship | shipping-and-launch | Pre-launch checklist, monitoring, rollback plan |
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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.

