Agent Collective Intelligence Coordinator
ruvnet/ruflo
Agent skill for collective-intelligence-coordinator - invoke with $agent-collective-intelligence-coordinator
Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
MITAuto-check: notes
Install Independent Review
$ npx skills add pyathena-dev/PyAthena --skill independent-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pyathena-dev/PyAthena 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/pyathena-dev/PyAthena.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-reviewType 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 pyathena-dev/PyAthena --skill independent-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pyathena-dev/PyAthena independent-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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 pyathena-dev/PyAthena --skill independent-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pyathena-dev/PyAthena independent-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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/pyathena-dev/PyAthena.git --path .agents/skills/independent-review--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 pyathena-dev/PyAthena --skill independent-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pyathena-dev/PyAthena independent-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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 pyathena-dev/PyAthena 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 pyathena-dev/PyAthena --skill independent-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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 pyathena-dev/PyAthena --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 pyathena-dev/PyAthena independent-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/independent-review .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/pyathena-dev/PyAthena/tree/master/.agents/skills/independent-review 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
- 494
- Token cost
- ~996 tokens
- SKILL.md length
- 519 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- MIT
At a glance
Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
- SKILL.md covers Provide a bounded review package and Collect and verify
- Calls claude
What it does
Independent Review is an agent skill from pyathena-dev/PyAthena. Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
Its SKILL.md is about 1000 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: PyAthena is a Python DB API 2.0 (PEP 249) client for Amazon Athena. The licence is MIT.
Example prompts
- “/independent-review”
What it can do on your machine
Read from SKILL.md and the folder at commit 209549d. 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
Shell commands in SKILL.md call:
claude
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 996 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 519 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NoteMentions a .env fileSKILL.md:31
Exclude credentials, `.env`, local memory, and unrelated artifacts from an external review package.
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 pyathena-dev/PyAthena at commit 209549d, republished under its MIT licence (© pyathena-dev). 519 words, ~996 tokens.
Download SKILL.mdSave it as
.claude/skills/independent-review/SKILL.md (or your agent's skills folder).- name
- independent-review
- description
- Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
Independent review
Use the scope and evidence rules in development-workflow.
Choose an available reviewer that did not author the change, including its repairs: a different model or a human.
A fresh thread of the authoring model does not satisfy this distinction.
For a Codex-authored change, use Claude Code with model claude-fable-5-1, the max profile, and effort high.
Do not use an Enterprise account for this review.
Resolve the locally configured max profile without committing a personal filesystem path, and verify the selected account/profile before sending review content.
An API key or provider environment override must not silently route the review through a different account.
When the profile uses CLAUDE_CONFIG_DIR, set it to the resolved max directory and check claude auth status for first-party Max authentication before launch.
Use the Claude Code CLI directly; no reviewer plugin is required.
For a Claude-authored change, use a different model or a human; a second Claude session is still self-review.
An explicit user override takes precedence over these defaults.
Existing authorization applies within its scope; this skill does not authorize unrelated external disclosure or contacting other people.
Provide a bounded review package
Freeze the review merge-base SHA and published head SHA, as defined in the workflow skill, and a clean source snapshot before launching.
Use a detached worktree or an exported snapshot of tracked files that matches the reviewed commit.
Exclude credentials, .env, local memory, and unrelated artifacts from an external review package.
Supply the literal diff and relevant source/tests plus repository conventions.
Keep author framing out of the review prompt: omit the PR number, PR description, commit message, prior findings, and author conclusions.
Request review only: no edits, builds, tests, commits, pushes, GitHub writes, or access to PR discussion or agent memory.
Ask the reviewer to identify covered surfaces, return CLEAN or FINDINGS, and give file:line plus a concrete failure scenario for each actionable finding.
For a narrow follow-up after a completed initial review, provide the bounded patch-series comparison and affected contracts described in the workflow skill.
Show full SKILL.md (185 more words)Show less
Collect and verify
Wait for completion and read the actual result. A launched job, successful authentication, or missing output does not establish a completed review. Record reviewer identity, the requested model/profile and effort where applicable, base/head SHAs, invocation constraints, session/job identifier, coverage, and actual findings. Verify that the review snapshot and PR worktree remained unchanged. Label the result as a static review unless the reviewer was separately authorized to execute validation and actually did so.
Verify findings against the code before acting. Record why any finding is rejected, deferred, or identified as pre-existing. The author fixes verified regressions, runs affected validation, applies both self-review perspectives to the repair, and obtains an independent follow-up. A repair that expands the contract requires a full review of the expanded scope.
Publish the result inline, clearly identifying a relayed reviewer result and preserving its material findings and limits. If the reviewer is unavailable or an execution/approval restriction prevents the review, record the exact reason and keep this step incomplete. Continue useful authorized work; retain Draft status until the required review is completed or the user explicitly changes the requirement.
© pyathena-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/independent-review of pyathena-dev/PyAthena.
Open the folder on GitHubat commit 209549d
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 skillpyathena-dev/PyAthena | 494 | — | ~996 | Automated safety check: Notes | MIT | |
| Agent Collective Intelligence Coordinatorruvnet/ruflo | 74k | 2 repos | ~1k | Automated safety check: Pass | MIT | |
| Collection Digestoutline/outline | 41k | — | ~498 | Automated safety check: Pass | Custom licence | |
| Postman Collection Generatorsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Dossier Collectruvnet/ruflo | 74k | — | ~1.1k | Automated safety check: Notes | MIT | |
| Collecting Indicators Of Compromisemukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~2.7k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Collection Digest
outline/outline
Summarize what changed in an Outline collection since a date; use when the user asks what is new, what was updated, or wants a digest of recent documents.
Postman Collection Generator
sickn33/agentic-awesome-skills
Generate complete, import-ready Postman Collection v2.1 JSON files from natural language API descriptions or cURL commands.
Dossier Collect
ruvnet/ruflo
Build a graph-structured dossier on a seed entity via parallel fan-out + recursive expansion across web, memory, knowledge-graph, codebase, ADR index, and git intel
Collecting Indicators Of Compromise
mukul975/Anthropic-Cybersecurity-Skills
Systematically collects, categorizes, and distributes indicators of compromise (IOCs) during and after security incidents to enable detection, blocking, and threat intelligence sharing.
Changelog Collect
NG-ZORRO/ng-zorro-antd
Collect and draft NG-ZORRO changelog entries between releases or branches.
More from pyathena-dev/PyAthena
Development Workflow
pyathena-dev/PyAthena
Deliver a PyAthena change through a dedicated worktree, Draft PR, two distinct self-reviews, independent review, and current CI once marked Ready.
Self Review
pyathena-dev/PyAthena
Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage.
Self Review Round Two
pyathena-dev/PyAthena
Run the second PyAthena self-review after round one, auditing factual claims, caller compatibility, AWS operational effects, and evidence from a user's perspective before Ready.
Questions about Independent Review
What does Independent Review do?
Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready. Independent Review is an agent skill from pyathena-dev/PyAthena. Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
How do I install Independent Review in Claude Code?
Run `npx skills add pyathena-dev/PyAthena --skill independent-review -a claude-code`. Or copy the skill folder (.agents/skills/independent-review in pyathena-dev/PyAthena) 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 pyathena-dev/PyAthena --skill independent-review -a codex`. Or copy the skill folder (.agents/skills/independent-review in pyathena-dev/PyAthena) 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 pyathena-dev/PyAthena --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 the command-line tools its instructions call (claude).
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 notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Independent Review use?
Independent Review is published under the MIT 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 996 tokens (SKILL.md is roughly 4k 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: Agent Collective Intelligence Coordinator (ruvnet/ruflo, 74k stars), Collection Digest (outline/outline, 41k stars), Postman Collection Generator (sickn33/agentic-awesome-skills, 47k stars) and Dossier Collect (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Independent Review?
pyathena-dev (a GitHub organization) maintains it in pyathena-dev/PyAthena, which has 494 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 10, 2026.
Source: pyathena-dev/PyAthena on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.