implementation-review
Skill48 starsChanged 17 days agoMITView on GitHub
Use after an implementation pass lands — compare the original task spec or handoff against the delivered diff, classify each requested item, and produce an actionable follow-up report.
6 other projects use a version of this.
Adopted by
Most recently taken up by
- mqmalagris/agent-skillstheir own version, first seen Nov 5, 2026
- futex-ai/skillstheir own version, first seen Oct 25, 2026
- cellrishi-code/claude-skills-atlastheir own version, first seen Oct 4, 2026
- HugoLopes45/design-skillstheir own version, first seen Aug 26, 2026
- aku11i/skillstheir own version, first seen May 16, 2026
- ProviderProtocol/aitheir own version, first seen Jan 20, 2026
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 6
- cellrishi-code/claude-skills-atlas★ 6same name
- ProviderProtocol/ai★ 4same name
- aku11i/skills★ 1same name
- futex-ai/skills★ 1same name
- HugoLopes45/design-skills★ 1same name
- mqmalagris/agent-skills★ 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 repository111 other files it gives its agents.
- AGENTS.mdAGENTS.md
- COPILOT-INSTRUCTIONS.mdCopilot instructions
- .github/copilot-instructions.mdCopilot instructions
- ai-visibilitySkill
- content-strategySkill
- seoSkill
- actions-debuggingSkill
- agentic-engineeringSkill
- autopilot-patternsSkill
- background-agentSkill
- context-primeSkill
- copilot-memorySkill
- cross-session-memorySkill
- ecosystem-intakeSkill
- fleet-parallelSkill
- github-code-searchSkill
- github-codespaces-efficiencySkill
- github-issue-triageSkill
- github-pr-workflowSkill
- ide-switchingSkill
- knowledge-curatorSkill
- mcp-builderSkill
- mcp-ecosystemSkill
- multi-model-strategySkill
- plan-mode-masterySkill
- scope-guardSkill
- session-managementSkill
- stack-detectorSkill
- sub-agent-sandboxingSkill
- task-intake-routerSkill
- team-plannerSkill
- token-cost-optimizerSkill
- api-and-interface-designSkill
- code-reviewSkill
- context-engineeringSkill
- cpp-debuggingSkill
- deprecation-and-migrationSkill
- diagnoseSkill
- fix-build-errorsSkill
- fix-github-issueSkill
- implementSkill
- improve-codebase-architectureSkill
- nestjs-prismaSkill
- nextjs-prismaSkill
- performance-optimizationSkill
- pr-multi-perspective-reviewSkill
- prototypeSkill
- react-vitestSkill
- receiving-code-reviewSkill
- refactor-cleanSkill
- reviewSkill
- skill-creatorSkill
- source-driven-developmentSkill
- spec-driven-developmentSkill
- systematic-debuggingSkill
- tdd-workflowSkill
- zoom-outSkill
- add-to-changelogSkill
- api-documentationSkill
- architecture-decisionsSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 7 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 6 edited versions we read keep these.
7
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 42
Before reviewing the implementation, pin down:
- Distinctive: line 49
If there is no explicit spec, stop and say the review can only assess general quality, not compliance.
- Distinctive: line 54
Use a stable diff view rather than memory or a narrative summary:
- Distinctive: line 64
If the implementation arrived as a PR, review the changed files list first, then inspect the substantive diff.
- Distinctive: line 78
Do not collapse multiple items into one verdict if the spec separated them.
- Distinctive: line 113
Every non-approved item should tell the implementation side exactly what to do next.
- Very specific: line 181
If the original task grouped work into item IDs (A-1, N-2, etc.), preserve those IDs in the review report
- Distinctive: line 182
If the repository has a published philosophy section, quote it when a correction depends on that philosophy
“Common” is measured: kept by at least 6 in 10 of the 6 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
Implementation Review
Implementation review is not ordinary code review. The goal is to verify whether the delivered change actually matches the original task spec, handoff, or review report — and to turn any gaps into a precise follow-up the implementation machine can execute.
When to Use
- A delegated implementation task already landed and you need to check it against the original spec
- Another machine or session reported "done" and shared a commit, branch, or PR
- A task file contained multiple required items and you need item-by-item status
- You want to separate approved, needs correction, missing, and validly excluded
When NOT to Use
| Instead of implementation-review | Use |
| Reviewing code quality or correctness without a prior task spec | code-review |
| Proving that a fix works by rerunning commands | verification-before-completion |
| Turning upstream ecosystem changes into backlog candidates | ecosystem-intake |
| Security-specific review of a change | pr-security-review or agent-owasp-check |
Prerequisites
- You have the original task spec, handoff doc, issue, or review report
- You have the delivered commit hash, branch, PR, or diff range
- You know the intended scope well enough to judge exclusions
Workflow
1. Gather the canonical inputs
Before reviewing the implementation, pin down:
- the original request or task file
- the success criteria or required items
- the delivered commit, branch, or PR
- any stated exclusions or tradeoffs from the implementation pass
If there is no explicit spec, stop and say the review can only assess general quality, not compliance.
2. Inspect the delivered change
Use a stable diff view rather than memory or a narrative summary:
git --no-pager show <commit-hash> --stat
git --no-pager show <commit-hash> --unified=3
# or compare a range
git --no-pager diff <base>...<head>If the implementation arrived as a PR, review the changed files list first, then inspect the substantive diff.
3. Compare the implementation item by item
For each requested item, assign exactly one status:
| Status | Meaning |
| ✅ Approved | Implemented correctly and matches intent |
| ⚠️ Needs correction | Implemented, but scope, wording, or behavior is off |
| ❌ Missing | Requested in the spec but not implemented |
| 🔄 Validly excluded | Not implemented, but the exclusion is justified |
Do not collapse multiple items into one verdict if the spec separated them.
4. Check stated constraints and repository philosophy
Review the delivered change against the constraints that mattered in the original task:
- platform-neutral vs platform-specific placement
- repository conventions and category fit
- stated safety or validation requirements
- multi-model or provider-agnostic language, if the repository claims that as part of its philosophy
Example checks:
- a generic workflow was not placed under
copilot-exclusive/without a real Copilot-only dependency - a requested multi-model pattern was not rewritten back into a single-provider assumption
- a task that required actionable output did not stop at vague observations
5. Assess exclusions explicitly
An exclusion can be valid. It still needs to be reviewed.
Typical valid exclusions:
- the requested concept already exists locally
- the proposed change conflicts with current repository structure or conventions
- the task spec depended on an unavailable or unverified platform primitive
Weak exclusions:
- "didn't seem necessary"
- "felt redundant" without a cited local path
- "too much work" when the requested item was core scope
6. Produce an actionable review report
Every non-approved item should tell the implementation side exactly what to do next.
## Implementation Review — <commit / PR / branch>
### Approved ✅
- [item ID]: [what was implemented correctly]
### Needs Correction ⚠️
- [item ID]: [specific problem] → [exact fix required]
File: path/to/file.md
Current: [what it says now]
Should be: [what it should say or do]
### Missing ❌
- [item ID]: [why it matters] → [implement or justify exclusion]
### Exclusions Assessed 🔄
- [item ID]: [valid / should be reconsidered] — [reasoning]7. Hand the result back cleanly
The implementation side should be able to act on the report without follow-up questions.
Bad:
Some parts look off. Please review.Good:
N-2 is missing from the workflow catalog table.
Add a row for `implementation-review` under README.md and localized README workflow sections,
then update the total skill count from 75 to 76.Common Rationalizations
| Rationalization | Reality |
| "The diff looks mostly right" | Implementation review is item-by-item, not vibe-based. |
| "It was pushed, so it must be done" | A pushed diff can still miss scope or misclassify files. |
| "I already reviewed the code quality" | Quality review and spec-compliance review are different jobs. |
| "The exclusion sounds reasonable" | Reasonable claims still need evidence from the repo or spec. |
Red Flags
- The original task file had multiple items, but the review gives one overall verdict
- "Needs correction" entries describe a problem but not the required fix
- Exclusions are accepted without checking the local repo
- The review drifts into generic style commentary instead of scope compliance
- Repository philosophy was explicit, but the review never checked whether the change preserved it
Verification
- The original task spec or handoff was read before inspecting the implementation
- The review used a real diff, commit, branch, or PR range
- Every requested item received an explicit status
- Every correction or missing item includes an actionable next step
- Exclusions were evaluated, not merely repeated
Tips
- Pair this with
verification-before-completionwhen the implementation side must rerun commands after corrections - Pair this with
code-reviewwhen a spec-compliant change still needs a logic review - If the original task grouped work into item IDs (
A-1,N-2, etc.), preserve those IDs in the review report - If the repository has a published philosophy section, quote it when a correction depends on that philosophy
See Also
verification-before-completion— prove the corrected change is actually doneecosystem-intake— create adopt/adapt/reject task inputs before implementationcode-review— substantive quality and correctness review
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