Incorporate feedback from an independent code reviewer to improve your solution. The reviewer is a different agent that analyzed your work.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Independent Review Skill
When an independent reviewer provides feedback on your code, incorporate it effectively.
## Process
1. Read the reviewer's feedback carefully
2. Identify each specific issue raised
3. Fix only what the reviewer flagged — don't refactor unrelated code
4. If the reviewer says the code is correct, don't make unnecessary changes
5. Verify your fixes address each point
## When reviewer finds bugs
- Fix each bug the reviewer identified
- Add edge case handling if reviewer pointed out missing cases
- Test mentally that the fix resolves the specific issue
## When reviewer approves
- Acknowledge the positive review
- Do NOT introduce unnecessary changes to working code
- "If it ain't broke, don't fix it"
The line at the top of this page pins the label git:20260420.eb5b1af, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_un2zmwdd3zan5xhi
GET https://markdownregistry.com/api/v1/resolve?ref=benchflow-ai/benchflow/independent-review
GET https://markdownregistry.com/api/v1/blob/71538c88739bf808770ab85a348bbfe8185fd456a1b0b462e2a0a127d1dee18f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
benchflow-ai/benchflow · .agents/skills/benchflow-experiment-review/SKILL.md · Review Benchflow or SkillsBench task-run trajectories and integration-test Benchflow code changes. Use this skill…
benchflow-ai/benchflow · .agents/skills/benchflow-traj-upload-ops/SKILL.md · Operate, test, troubleshoot, and explain `bench traj upload` for public or trusted-direct trajectory contributions…
benchflow-ai/benchflow · .agents/skills/benchflow-traj-upload/SKILL.md · Find a local Claude Code or Codex session, open the BenchFlow trajectory viewer, and submit it after the user reviews…
benchflow-ai/benchflow · .agents/skills/benchflow/SKILL.md · Run agent benchmarks, create tasks, analyze results, and manage agents using BenchFlow. Use when asked to benchmark an…
benchflow-ai/benchflow · .agents/skills/benchflow/tasks/benchflow-knowledge/environment/benchflow/SKILL.md · Run agent benchmarks, create tasks, analyze results, and manage agents using BenchFlow. Use when asked to benchmark an…
benchflow-ai/benchflow · .agents/skills/benchflow/tasks/create-simple-task/environment/benchflow/SKILL.md · Run agent benchmarks, create tasks, analyze results, and manage agents using BenchFlow. Use when asked to benchmark an…
benchflow-ai/benchflow · .agents/skills/skill-creator/SKILL.md · Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a…
benchflow-ai/benchflow · .agents/skills/task-creator/SKILL.md · SkillsBench task authoring — walk a contributor from idea to submission-ready task following CONTRIBUTING.md and the…
benchflow-ai/benchflow · .agents/skills/thermo-nuclear-code-quality-review/SKILL.md · Run an extremely strict maintainability review for abstraction quality, giant files, and spaghetti-condition growth…
minimax-ai/mcode-stack · stacks/ronny/skills/independent-review/SKILL.md · Review a code change from a clean context, the way an outside reviewer would. Use after the agent finishes an…
lawzava/megapowers · plugins/megapowers/skills/independent-review/SKILL.md · Use when security, auth, billing, concurrency, data integrity, or another high-stakes artifact needs adversarial review…
ramboz/jig · hosts/copilot/.github/skills/independent-review/SKILL.md · Build the standardized prompt for a fresh reviewer subagent that evaluates implemented work against its spec without…
ramboz/jig · hosts/claude/skills/independent-review/SKILL.md · Build the standardized prompt for a fresh reviewer subagent that evaluates implemented work against its spec without…
ramboz/jig · hosts/codex/plugins/jig/skills/independent-review/SKILL.md · Build the standardized prompt for a fresh reviewer subagent that evaluates implemented work against its spec without…
ramboz/jig · skills/independent-review/SKILL.md · Build the standardized prompt for a fresh reviewer subagent that evaluates implemented work against its spec without…
rizwanzafaris/product-manager-os · skills/runtime/independent-review/SKILL.md · Challenge product artifacts for unsupported claims and gate omissions. Use when an independent review must report…