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lithammerlithammer/ai/skills/develop/SKILL.md

develop

Skill0 starsChanged 52 days agoMITView on GitHub

Implement an agreed feature or fix, verify it, and resolve independent spec and standards reviews. Use when carrying a defined change through implementation.

28 other projects use a version of this.

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Used with

Projects with it also use scope, sync 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.
  • YuriNachosSkill

    scope

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  • MicrosoftSkill

    sync

    Sync the current session branch with its upstream branch, or publish the current session branch to a remote. Use when the user asks to sync a branch, pull latest changes, rebase onto upstream, push current branch, publish branch, or set upstream.

    Also in 6 projects that use this

  • nicolasestremSkill

    document

    Create focused documentation for specific components or features

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  • kt057Skill

    check

    lint, typecheck, test を一括実行して結果をサマリーする

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  • Harut8Skill

    architect

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  • AnthropicSkill

    debug

    Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the deploy", or when behavior diverges from expected and the cause isn't obvious.

    Also in 9 projects that use this

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 23 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
  1. Distinctive:

    Read the request, its spec or tickets, and the documented standards the review will hold the change to.

    line 10
  2. Distinctive:

    Encode meaning and invariants in the model: Use types, APIs, and enforced constraints to express distinctions callers would otherwise need …

    line 18
  3. Distinctive:

    Follow FINAL-REVIEW.md for fresh reviews against the spec and the documented standards.

    line 66

“Common” is measured: kept by at least 6 in 10 of the 23 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.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Develop

1. Establish the scope

Read the request, its spec or tickets, and the documented standards the review will hold the change to. Resolve ambiguities that would change observable behavior. Stay on the current branch unless the user asks otherwise; preserve unrelated changes and existing staging. Pin the review base before editing and record pre-existing changes.

2. Implement

Encode meaning and invariants in the model. Use types, APIs, and enforced constraints to express distinctions callers would otherwise need to remember: units, identities, valid states, and permitted operations. Prefer representations that prevent misuse over conventions, repeated checks, or tests that merely detect it. Validate external inputs at the boundary.

Shape the code for its production callers. Choose the cleanest design for the code that runs, then bring the tests to it. When that design breaks an existing test that pins internal structure rather than a contract, rewrite the test against the contract. Reach behavior and resolve uncertainty through real runs and throwaway probes; add a seam only tests use when nothing else can reach it, and name it in the report.

Keep evidence as you go. In a record outside the task's changes, note each run or probe that settles how something behaves: the step as you took it and its unedited output or screenshot, beside the claim it backs. What a run shows outranks what documentation says.

Continue until the requested behavior is implemented through the agreed interfaces.

3. Establish correctness

Prove each requirement with a real run through the change's entry point, the way its users drive it: the command, request, page, or public API. Tests show that logic meets a contract, not that the change works; they back a run, never replace it. Take one scenario per requirement from the requirements, not the code, in a case a plausible mistake would fail, and run against the base where the difference is the point. Derive expected results from the requirements, reviewed examples, or a trusted reference, rather than the implementation's current output. Add the runs to the evidence record, each beside the requirement it shows. Fix defects the runs expose, name each requirement no run could show and why, and delete the throwaway code; its output stays in the record.

A new test encodes your reading of the requirements, the same reading the implementation encodes. Retain one only when the user asks for a test. Propose a test only where a regression would go unnoticed by types, existing tests, or a quick real run, and an incidental edit, made while changing nearby code for another reason, could bring it back. Propose every test that meets this, each on its own line: the contract, the incidental edit that would break it, and how you verified it now.

Continue until the requirement runs and the relevant tests pass after the fixes; record pre-existing failures separately.

4. Review and finish

Follow FINAL-REVIEW.md for fresh reviews against the spec and the documented standards. Keep the reviewed files unchanged while reviewers work.

Assess each finding against its evidence. Fix confirmed issues and record why others do not apply. Send fixes back to the affected reviewers, including the other axis when a fix changes what it reviewed. Close findings on the final state; a report about an earlier version is not final verification.

On the final state, repeat the runs a later fix could change and run the repository's required checks. Leave the task's edits uncommitted and unstaged unless the user asks otherwise. Report for a user who must own the change without reading every line. Lead with the evidence: where the record lives, what each requirement's final run showed, and the probe results the change rests on. Then the decisions the requirements left open, the spec reviewer's and your own: where the code commits to one, what it chose, and what it passed over. Name the hunks that carry the behavior, in reading order, and what is mechanical. Then fixes beyond the request, each review's outcome, test proposals, and remaining limits. If a required check, a requirement run, or a review cannot complete, report that gap and leave the task open.

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