O2 Review Loop
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
A skill your agent uses for rigorous pull request, branch, patch, or diff review.
$ npx skills add bbartling/open-fdd --skill multi-agent-pr-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bbartling/open-fdd multi-agent-pr-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/bbartling/open-fdd.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .claude/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .claude/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-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 bbartling/open-fdd --skill multi-agent-pr-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bbartling/open-fdd multi-agent-pr-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .agents/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .agents/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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 bbartling/open-fdd --skill multi-agent-pr-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bbartling/open-fdd multi-agent-pr-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .cursor/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .cursor/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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/bbartling/open-fdd.git --path .agents/skills/multi-agent-pr-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 bbartling/open-fdd --skill multi-agent-pr-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bbartling/open-fdd multi-agent-pr-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .gemini/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .gemini/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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 bbartling/open-fdd multi-agent-pr-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 bbartling/open-fdd --skill multi-agent-pr-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .github/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .github/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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 bbartling/open-fdd --skill multi-agent-pr-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 bbartling/open-fdd multi-agent-pr-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/multi-agent-pr-review .opencode/skills/multi-agent-pr-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 "multi-agent-pr-review" agent skill from https://github.com/bbartling/open-fdd/tree/master/.agents/skills/multi-agent-pr-review into .opencode/skills/multi-agent-pr-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "multi-agent-pr-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.
multi-agent-pr-reviewA skill your agent uses for rigorous pull request, branch, patch, or diff review.
Multi Agent PR Review is an agent skill from bbartling/open-fdd. Use for rigorous pull request, branch, patch, or diff review. Runs focused review subagents for correctness, security/reliability, tests, docs/API behavior, and release risk, then synthesizes actionable findings.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/output-contracts.md` and `references/severity-rubric.md`).
It sits in Agent Workflows, covering Pull requests, Subagents and Multi-agent orchestration. The repository describes itself as: Fault Detection Diagnostics (FDD) for HVAC datasets.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 45b362a. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Multi Agent PR Review loads about 1.4k tokens when it runs, and up to ~1.9k if it reads all its reference files. Until then it costs about 59 tokens; SKILL.md has 598 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.
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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 598 words (~1,398 tokens).
“When reviewing a PR, branch vs base, patch, diff, merge request, code change, or completed implementation.”
SKILL.md and 2 other files (references) in .agents/skills/multi-agent-pr-review of bbartling/open-fdd.
Open the folder on GitHubat commit 45b362a
Multi Agent PR 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 |
|---|---|---|---|---|---|---|
| Multi Agent PR Review this skillbbartling/open-fdd | 173 | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| O2 Review Loopopenobserve/openobserve | 22k | — | ~3.7k | Automated safety check: Pass | AGPL-3.0 | |
| Context Mode Opsmksglu/context-mode | 26k | — | ~6k | Automated safety check: Pass | Custom licence | |
| Kimi Code DelegationCherryHQ/cherry-studio | 52k | — | ~504 | Automated safety check: Pass | AGPL-3.0 | |
| Swarm Orchestrationruvnet/ruflo | 74k | 2 repos | ~779 | Automated safety check: Pass | MIT | |
| PRP Workstream OrchestratorWirasm/prp | 2.3k | — | ~3.5k | Automated safety check: Pass | MIT |
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
mksglu/context-mode
Runs maintenance for the context-mode project with parallel subagents: issue triage, PR review, releases, bug fixes, announcements and branch syncing.
CherryHQ/cherry-studio
Delegates one bounded repository task to Kimi Code in non-interactive prompt mode and reads back the final result from its JSON event stream.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
Wirasm/prp
Coordinates several PRP workstreams in isolated Git worktrees from one session, verifying proof, holding merge gates and sequencing the merges.
NVIDIA/aicr
Multi-agent PR review using Claude Code, Codex, and CodeRabbit.
bbartling/open-fdd
A skill your agent uses to evaluate architecture, design proposals, refactors, module boundaries, dependency direction, data flow, concurrency model, and maintainability tradeoffs across any codebase.
bbartling/open-fdd
A skill your agent uses for structured research on an unfamiliar or complex codebase before planning, reviewing, or editing.
bbartling/open-fdd
A skill your agent uses when implementation or review depends on external documentation, standards, protocols, APIs, SDKs, changelogs, or version-specific behavior.
bbartling/open-fdd
A skill your agent uses to design, run, or review performance work with reproducible A/B baselines.
bbartling/open-fdd
A skill your agent uses to compare any codebase against a specification, API contract, protocol, policy, RFC, security baseline, or product requirements document.
bbartling/open-fdd
A skill your agent uses when migrating or changing generic ECM math in openfdd.ecmengineering, publishing PyPI ECM workbook exports, or Compare honesty (FITTED vs industry).
Categories
A skill your agent uses for rigorous pull request, branch, patch, or diff review. Multi Agent PR Review is an agent skill from bbartling/open-fdd. Use for rigorous pull request, branch, patch, or diff review.
Multi Agent PR Review fits situations like: rigorous pull request; tasks that involve Pull requests; tasks that involve Subagents.
Run `npx skills add bbartling/open-fdd --skill multi-agent-pr-review -a claude-code`. Or copy the skill folder (.agents/skills/multi-agent-pr-review in bbartling/open-fdd) into .claude/skills/multi-agent-pr-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bbartling/open-fdd --skill multi-agent-pr-review -a codex`. Or copy the skill folder (.agents/skills/multi-agent-pr-review in bbartling/open-fdd) into .agents/skills/multi-agent-pr-review in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bbartling/open-fdd --skill multi-agent-pr-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/multi-agent-pr-review, .gemini/skills/multi-agent-pr-review, .github/skills/multi-agent-pr-review and .opencode/skills/multi-agent-pr-review in your project.
SKILL.md names no scripts, command-line tools or credentials: Multi Agent PR Review is instructions for the agent only.
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.
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.
Multi Agent PR Review has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 473 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Multi Agent PR Review: O2 Review Loop (openobserve/openobserve, 22k stars), Context Mode Ops (mksglu/context-mode, 26k stars), Kimi Code Delegation (CherryHQ/cherry-studio, 52k stars) and Swarm Orchestration (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
bbartling (a GitHub user) maintains it in bbartling/open-fdd, which has 173 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 8, 2026.
Source: bbartling/open-fdd on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.