PR Babysitter
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Incorporate feedback from an independent code reviewer to improve your solution.
Install Independent Review
$ npx skills add benchflow-ai/benchflow --skill independent-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install benchflow-ai/benchflow independent-review --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/benchmarks/followup-bench .claude/skills/independent-review && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .claude/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-benchType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add benchflow-ai/benchflow --skill independent-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install benchflow-ai/benchflow independent-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .agents/skills && cp -r skills-src/benchmarks/followup-bench .agents/skills/independent-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .agents/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add benchflow-ai/benchflow --skill independent-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install benchflow-ai/benchflow independent-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/benchmarks/followup-bench .cursor/skills/independent-review && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .cursor/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/benchflow-ai/benchflow.git --path benchmarks/followup-bench--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add benchflow-ai/benchflow --skill independent-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install benchflow-ai/benchflow independent-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/benchmarks/followup-bench .gemini/skills/independent-review && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .gemini/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install benchflow-ai/benchflow independent-reviewInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add benchflow-ai/benchflow --skill independent-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .github/skills && cp -r skills-src/benchmarks/followup-bench .github/skills/independent-review && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .github/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add benchflow-ai/benchflow --skill independent-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install benchflow-ai/benchflow independent-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benchflow-ai/benchflow.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/benchmarks/followup-bench .opencode/skills/independent-review && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "independent-review" agent skill from https://github.com/benchflow-ai/benchflow/tree/main/benchmarks/followup-bench into .opencode/skills/independent-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "independent-review", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
independent-review- GitHub stars
- 356
- Token cost
- ~232 tokens
- SKILL.md length
- 110 words
- Files
- 4
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Incorporate feedback from an independent code reviewer to improve your solution.
- Works in 5 steps: Read the reviewer's feedback carefully → Identify each specific issue raised → Fix only what the reviewer flagged —… → …
- Tasks that involve Code review
- SKILL.md covers Process, When reviewer finds bugs and When reviewer approves
- Runs Python scripts from its folder
What it does
Independent Review is an agent skill from benchflow-ai/benchflow. Incorporate feedback from an independent code reviewer to improve your solution. The reviewer is a different agent that analyzed your work.
Its SKILL.md is about 230 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `evals/evals.json`, `followup-bench.md` and `runner.py`).
It sits in Development, covering Code review. The repository describes itself as: Research infra for creating RL environments, post-training, and evals. The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Code review
Example prompts
- “/independent-review”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read the reviewer's feedback carefully
- Identify each specific issue raised
- Fix only what the reviewer flagged — don't refactor unrelated code
- If the reviewer says the code is correct, don't make unnecessary changes
- Verify your fixes address each point
What it can do on your machine
Read from SKILL.md and the folder at commit e965eee. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Independent Review loads about 232 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 110 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from benchflow-ai/benchflow at commit e965eee, republished under its Apache-2.0 licence (© benchflow-ai). 110 words, ~232 tokens.
Download SKILL.mdSave it as
.claude/skills/independent-review/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.- name
- independent-review
- description
- Incorporate feedback from an independent code reviewer to improve your solution. The reviewer is a different agent that analyzed your work.
Independent Review Skill
When an independent reviewer provides feedback on your code, incorporate it effectively.
Process
- Read the reviewer's feedback carefully
- Identify each specific issue raised
- Fix only what the reviewer flagged — don't refactor unrelated code
- If the reviewer says the code is correct, don't make unnecessary changes
- 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"
© benchflow-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 3 other files in benchmarks/followup-bench of benchflow-ai/benchflow.
- SKILL.md
- evals/evals.json
- followup-bench.md
- runner.py
Open the folder on GitHubat commit e965eee
Compare with similar skills
Independent Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Independent Review this skillbenchflow-ai/benchflow | 356 | — | ~232 | Automated safety check: Pass | Apache-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Backend Code Reviewlangflow-ai/langflow | 155k | — | ~3.5k | Automated safety check: Notes | MIT | |
| Mole Bug Patternstw93/Mole | 70k | — | ~2k | Automated safety check: Pass | GPL-3.0 | |
| Backend Code Reviewlanggenius/dify | 158k | — | ~676 | Automated safety check: Pass | Custom licence |
Similar skills
Code Review Checklist
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
Backend Code Review
langflow-ai/langflow
Review backend code for quality, security, maintainability, and best practices based on established checklist rules.
Mole Bug Patterns
tw93/Mole
A catalog of recurring bug shapes in the Mole Mac cleaner, used to review safety-sensitive diffs for deletion safety, unbounded commands, shell traps and weak tests.
Backend Code Review
langgenius/dify
Reviews backend code under api/ for concrete, reproducible defects, routes to rule packs for architecture, schema, repositories and SQLAlchemy, and ranks findings from P0 to P3.
WooCommerce Code Review
woocommerce/woocommerce
Reviews WooCommerce code changes against the project's standards, flagging backend PHP architecture, naming, documentation, data integrity and testing violations.
More from benchflow-ai/benchflow
All 8 skills in this repoTask Creator
benchflow-ai/benchflow
SkillsBench task authoring — walk a contributor from idea to submission-ready task following CONTRIBUTING.md and the task-implementation rubric.
Task Review
benchflow-ai/benchflow
SkillsBench task PR review — classifies the task track (standard / research / multimodal), runs static policy checks against the track-specific rubric, benchmarks the task across oracle plus Claude…
Benchflow Experiment Review
benchflow-ai/benchflow
Review Benchflow or SkillsBench task-run trajectories and integration-test Benchflow code changes.
Benchflow
benchflow-ai/benchflow
Run agent benchmarks, create tasks, analyze results, and manage agents using BenchFlow.
Benchflow Traj Upload Ops
benchflow-ai/benchflow
Operate, test, troubleshoot, and explain bench traj upload for public or trusted-direct trajectory contributions, including interactive and fully specified commands, dry runs, input validation…
Benchflow Traj Upload
benchflow-ai/benchflow
Find a local Claude Code or Codex session, open the BenchFlow trajectory viewer, and submit it after the user reviews it.
Related
Categories
Questions about Independent Review
What does Independent Review do?
Incorporate feedback from an independent code reviewer to improve your solution. Independent Review is an agent skill from benchflow-ai/benchflow. Incorporate feedback from an independent code reviewer to improve your solution.
When should I use Independent Review?
Independent Review fits situations like: tasks that involve Code review.
How do I install Independent Review in Claude Code?
Run `npx skills add benchflow-ai/benchflow --skill independent-review -a claude-code`. Or copy the skill folder (benchmarks/followup-bench in benchflow-ai/benchflow) into .claude/skills/independent-review in your project. Claude Code loads it when a task matches its description.
How do I install Independent Review in Codex?
Run `npx skills add benchflow-ai/benchflow --skill independent-review -a codex`. Or copy the skill folder (benchmarks/followup-bench in benchflow-ai/benchflow) into .agents/skills/independent-review in your project. Codex loads it when a task matches its description.
Can I use Independent Review in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add benchflow-ai/benchflow --skill independent-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/independent-review, .gemini/skills/independent-review, .github/skills/independent-review and .opencode/skills/independent-review in your project.
What does Independent Review need to run?
Going by SKILL.md and its folder, Independent Review needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Independent Review access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Independent Review safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Independent Review use?
Independent Review is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Independent Review use?
About 232 tokens (SKILL.md is roughly 928 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Independent Review?
Skills that share tags, products or a category with Independent Review: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars), Backend Code Review (langflow-ai/langflow, 155k stars) and Mole Bug Patterns (tw93/Mole, 70k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Independent Review?
benchflow-ai (a GitHub organization) maintains it in benchflow-ai/benchflow, which has 356 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 6, 2026.
Source: benchflow-ai/benchflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.