coding
Skill2 starsChanged 17 days agoMITView on GitHub
ALWAYS activate for programming-language work and code-adjacent project work: implementation, refactoring, debugging, code review, tests, CI fixes, package/build files, scripts, migrations, generated-code inputs, infrastructure-as-code, PR/diff discussion, and software architecture or design planning. Also covers no-comments (auditing a diff or files for comments to delete) and type-system-discipline (designing types, reviewing function signatures, illegal states, branded IDs, parsing at boundaries). Load principles.md and only the references the request needs.
27 other projects use a version of this.
Adopted by
Most recently taken up by
- zakirkun/slayerclawtheir own version, first seen Nov 8, 2026
- jav-ed/skill_Managtheir own version, first seen Nov 1, 2026
- DegreeSign/skillstheir own version, first seen Nov 1, 2026
- wwwyo/syokantheir own version, first seen Oct 27, 2026
- vercel-labs/hatcherytheir own version, first seen Oct 13, 2026
- micronaut-projects/micronaut-coretheir own version, first seen Oct 8, 2026
Used with
Projects with it also use general, paper-writing 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.
jcsaaddupuySkillgeneral
Universal coding principles and best practices
Also in 3 projects that use this
MLNLP-WorldSkillpaper-writing
学术论文写作检查与优化助手。基于 MLNLP-World 社区整理的论文写作技巧,帮助检查和优化学术论文。Use when: (1) 检查论文 LaTeX 格式和排版, (2) 优化公式符号使用, (3) 改进图表设计, (4) 润色英文学术表达, (5) 检查参考文献格式, (6) 投稿前终稿检查, (7) 用户询问论文写作技巧或规范。
Also in 3 projects that use this
NVIDIASkillresearch
Before designing a feature, research how comparable libraries solve the problem, check best practices, known pitfalls, and upstream changes. Use when starting a new feature, investigating an unfamiliar area, or the user asks to research something.
Also in 7 projects that use this
MicrosoftSkillwriting-for-agents
Writing documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md.
Also in 3 projects that use this
GoogleSkillgrilling
Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.
Also in 4 projects that use this
GoogleSkillprototype
Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like.
Also in 3 projects that use this
- +1 more from google
Other versions27 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 27
- leon-ai/leon★ 18ksame name
- nearai/ironclaw★ 13ksame name
- micronaut-projects/micronaut-core★ 6.4ksame name
- sherifabdlnaby/skills★ 9same name
- zakirkun/slayerclaw★ 8same name
- vercel-labs/hatchery★ 7same name
- roby2358/skills★ 5same name
- davidkiss/smart-ai-skills★ 4same name
- ila/duckdb-claude-skills★ 4same name
- niqinggood/openkitty-skills★ 4same name
17 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 repository22 other files it gives its agents.
- AGENTS.mdAGENTS.md
- act-within-scopeSkill
- build-filesSkill
- context-managementSkill
- create-verification-skillSkill
- domain-modelingSkill
- encode-lessonsSkill
- experience-firstSkill
- eyes-onSkill
- fluxSkill
- frontend-designSkill
- gitSkill
- grill-with-docsSkill
- in-your-own-wordsSkill
- lint-rulesSkill
- maintain-verification-skillSkill
- scripted-verificationSkill
- security-auditSkill
- skill-evaluationSkill
- test-auditSkill
- test-behavior-not-implementationSkill
- writingSkill
The file
We split this skill into the rules it gives an agent
10 rules. 0 are common, 7 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 22 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 16
Use this skill as the entrypoint for software work.
- Very specific: line 43
Before calling a change done, prove the observable outcome in ./references/principles.md.
- Very specific: line 46
When the task is to create a project verification skill from the codebase, load create-verification-skill.
- Distinctive: line 63
If a loaded reference describes ordered phases, run every remaining phase until its completion check.
- Distinctive: line 67
Do not commit between phases unless the user asked to land the work as separate commits.
- Distinctive: line 74
When code supports a user-facing workflow, model the implementation around the user's intent rather than mirroring every field, option, or …
- Distinctive: line 81
Before adding a control, state variable, or abstraction, identify the user decision it owns.
- Distinctive: line 89
Write no comments by default.
- Very specific: line 96
After fixing a bug or receiving a correction, ask whether a lint rule could have caught it.
- Distinctive: line 106
Use examples only when a rule decision is unclear.
“Common” is measured: kept by at least 6 in 10 of the 22 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
Coding
Use this skill as the entrypoint for software work. Keep this file in context, then load the smallest relevant reference set for the task.
Routing
- For any implementation, refactor, review, debug, or design task, read
./references/principles.md. It owns the shared decision rules. The other references add task steps and point back there. - For writing new code or extending behavior, read
./references/implementation.md. - For refactoring, cleanup, simplification, extraction, restructuring, or
rewrite work, read
./references/refactoring.md. - For code review, PR review, diff critique, or risk assessment, read
./references/review.md. - For debugging, failing tests, regressions, runtime errors, CI failures, or
bug fixes, read
./references/debugging.md. - For architecture, API design, module boundaries, dependency direction, or
design-only discussion, read
./references/design.md. - For a consequential new data model, shared scaffold, or concurrent state,
also read
./references/foundations.md. - For a new application or subsystem, source file placement, package or module
placement, file moves, file splits, or layout discussion, read
./references/file-organization.md. - For Go code, application layout, package placement, or Go file organization,
also read
./references/go.md. - For choosing the kind of check, especially for persistence, framework,
service, CLI, or UI behavior, read
./references/verification.md. - Before calling a change done, prove the observable outcome in
./references/principles.md. When a person can see or operate the result, also load theeyes-onskill and finish its loop. - When the task is to create a project verification skill from the codebase,
load
create-verification-skill. When the task is to audit or update an existing one, loadmaintain-verification-skill. - Whether to add, keep, or remove a test is the
test-auditskill, including a test this task is about to write. It runs with this skill. The Tests section of./references/principles.mdowns what a test protects and how it proves that. - For shared code-quality rules, read
./references/standards.mdwhenever writing or changing code, and as needed during review/design. - For auditing a diff or files for comments, or deciding whether a comment
should stay, read
./references/no-comments.md. - For designing types, reviewing a function signature, or writing code in a
statically-typed language, read
./references/type-system-discipline.md. - For assertion strategy (invariant checks, debug-vs-production assert
decisions, and fail-fast contracts), read
./references/assertions.mdwhen writing or reviewing code that validates internal assumptions.
If a loaded reference describes ordered phases, run every remaining phase until its completion check. Load the next reference when that phase starts. Do not stop after the first phase, including subtraction.
Do not commit between phases unless the user asked to land the work as
separate commits. When they did, commit each coherent unit with
the git skill (commit reference), then continue. Otherwise finish the remaining phases in
the working tree.
Preserve The User's Mental Model
When code supports a user-facing workflow, model the implementation around the user's intent rather than mirroring every field, option, or state in the backing data model. Prefer one cohesive operation that expresses the user's decision over several controls or helpers that expose internal structure. Keep advanced state available behind the interaction that needs it, and make visible state reversible and consistent with the user's expectations.
Before adding a control, state variable, or abstraction, identify the user decision it owns. If an existing operation can express that decision directly, extend it instead of creating a parallel path. Verify the resulting workflow at its public boundary, including realistic content and the states that change the user's next action.
Comments Become Structure
Write no comments by default. Turn a would-be comment into a type, test or
lint rule. To audit existing comments, follow
no-comments. Use the encode-lessons skill to choose the guard, and see
standards.
Custom Lint Rules
After fixing a bug or receiving a correction, ask whether a lint rule could
have caught it. If yes, follow the lint-rules skill to add it (or set up
lint if the repo has none). Stock linters are the baseline; recurring bad
patterns become custom rules with a failing example and a catalog entry.
End-of-task summary must include one of:
lint rule: added <name> or lint rule: skipped: <why>.
Example Lookup
Use examples only when a rule decision is unclear.
./examples/README.mdindexes focused examples.- Open one matching example file at a time.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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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.

