Open Code Review Delegate
alibaba/open-code-review
Has the host agent do the code review itself while the ocr CLI handles file selection and rule lookup, covering workspace changes, branch ranges or single commits.
Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill.
MITAuto-check passed
Install Reflect
$ npx skills add uzairansaruzi/p3-stack --skill reflect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install uzairansaruzi/p3-stack reflect --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/uzairansaruzi/p3-stack.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reflect .claude/skills/reflect && 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 "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .claude/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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/uzairansaruzi/p3-stack/tree/main/skills/reflectType 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 uzairansaruzi/p3-stack --skill reflect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install uzairansaruzi/p3-stack reflect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uzairansaruzi/p3-stack.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/reflect .agents/skills/reflect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .agents/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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 uzairansaruzi/p3-stack --skill reflect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install uzairansaruzi/p3-stack reflect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uzairansaruzi/p3-stack.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/reflect .cursor/skills/reflect && 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 "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .cursor/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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/uzairansaruzi/p3-stack.git --path skills/reflect--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 uzairansaruzi/p3-stack --skill reflect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install uzairansaruzi/p3-stack reflect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uzairansaruzi/p3-stack.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/reflect .gemini/skills/reflect && 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 "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .gemini/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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 uzairansaruzi/p3-stack reflectInstalls 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 uzairansaruzi/p3-stack --skill reflect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/uzairansaruzi/p3-stack.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/reflect .github/skills/reflect && 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 "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .github/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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 uzairansaruzi/p3-stack --skill reflect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install uzairansaruzi/p3-stack reflect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uzairansaruzi/p3-stack.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/reflect .opencode/skills/reflect && 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 "reflect" agent skill from https://github.com/uzairansaruzi/p3-stack/tree/main/skills/reflect into .opencode/skills/reflect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reflect", 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
reflect- GitHub stars
- 143
- Token cost
- ~1k tokens
- SKILL.md length
- 530 words
- Files
- 5 (incl. references)
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- MIT
At a glance
Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill.
- Works in 6 steps: Locate the active transcript → Delegate three reviewers in parallel → Synthesize → …
- The user says reflect
- SKILL.md covers When to invoke and Process
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Reflect is an agent skill from uzairansaruzi/p3-stack. Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill. Use when the user says reflect.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/divergent-reviewer.md`, `references/judgment-reviewer.md` and `references/synthesizer.md`).
The repository describes itself as: pstack reworked for T3 Code: delegated subagents, worktree threads, PR watching, scheduled runs. The licence is MIT.
When your agent uses it
- The user says reflect
Example prompts
- “/reflect”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 09909eb. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Reflect loads about 1k tokens when it runs, and up to ~5k if it reads all its reference files. Until then it costs about 43 tokens; SKILL.md has 530 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 uzairansaruzi/p3-stack at commit 09909eb, republished under its MIT licence (© uzairansaruzi). 530 words, ~1,027 tokens.
Download SKILL.mdSave it as
.claude/skills/reflect/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- reflect
- description
- Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill. Use when the user says reflect.
- disable-model-invocation
- true
Reflect
Mine the current conversation for durable learnings, then route them into skill edits.
When to invoke
Invoke when the user says "reflect" or "/reflect". Skip when the conversation is trivial, off-topic, or already covered by an existing skill the parent followed correctly. One-offs are not learnings.
Process
1. Locate the active transcript
The transcript is the current T3 thread. Read it with t3_thread_read; use t3_thread_search to pull exact passages. Do not search across other threads. That crosses workspace boundaries and reads private chats from unrelated projects.
Reviewers get only their brief, never the parent's context. Pass the thread id and tell them to read it with t3_thread_read, or write a tight digest of the session and pass that instead.
2. Delegate three reviewers in parallel
One turn, three delegate_task calls with mode: "async". Reviewers need tool access for context lookups (tickets, chat threads, observability traces referenced in the transcript), so do not restrict their tools.
Resolve each model from the role line in p3-models.md via orchestrator_capabilities. Never hardcode a slug.
| Lens | Role line | Prompt template |
|---|---|---|
| Judgment | reflect judgment, divergent, synthesizer | references/judgment-reviewer.md |
| Tooling | reflect tooling | references/tooling-reviewer.md |
| Divergent | reflect judgment, divergent, synthesizer | references/divergent-reviewer.md |
Pass each template verbatim as the brief, substituting the thread id or digest where marked. Drain with task_status; reviewers return findings in their task result.
3. Synthesize
One delegate_task call, model from the reflect judgment, divergent, synthesizer line. The synthesizer's quality check includes spot-verifying citations, which can require tool access. Use references/synthesizer.md verbatim as the brief, with each reviewer's full output inlined where marked. The synthesizer returns a structured Accepted / Rejected / Backlog list.
4. Structural enforcement check
Sanity-check the synthesizer's Accepted list. For any item that would be enforced more reliably by a lint rule, script, metadata flag, or runtime check, move it from Accepted to Backlog. See the encode-lessons-in-structure principle skill.
Show full SKILL.md (226 more words)Show less
5. Apply
Before applying any Accepted edit, present the synthesizer's full Accepted/Rejected/Backlog output to the user and wait for explicit approval. The user picks which subset to apply and may redirect routings. Skill changes affect every future agent in the org. Do not auto-apply.
Backlog items file to whatever devex / backlog tracker your team uses automatically. Only the Accepted list waits for approval.
For each approved Accepted item, follow the Routing field exactly:
- Trivial existing-skill edit (a one-line bullet, a tightened sentence, a stale fact corrected): parent does directly.
- Substantive existing-skill edit (a new section, a new pattern table, more than ~10 lines): follow the authoring-a-skill playbook and run its draft / test / iterate loop.
tune description: <skill path>(the skill exists but didn't trigger when it should have): follow the authoring-a-skill playbook and run its description-optimization loop.new skill via authoring-a-skill: <kebab-name>: hand creation to the authoring-a-skill playbook. Do not invent the shape ad hoc.
If your environment ships a SKILL.md validator, run it on every touched skill before declaring done. Skip this step if it doesn't.
6. Summarize for the user
Short list, no preamble:
- Edits applied:
<skill path>. What changed, one line each. - New skills created:
<skill path>. One line each (rare). - Backlog filed to the devex tracker:
<issue title>(<tags>). One line each. - Dropped: one line per rejected finding + reason from the synthesizer.
© uzairansaruzi, MIT. 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 4 other files (references) in skills/reflect of uzairansaruzi/p3-stack.
- SKILL.md
- references/divergent-reviewer.md
- references/judgment-reviewer.md
- references/synthesizer.md
- references/tooling-reviewer.md
Open the folder on GitHubat commit 09909eb
Compare with similar skills
Reflect 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 |
|---|---|---|---|---|---|---|
| Reflect this skilluzairansaruzi/p3-stack | 143 | — | ~1k | Automated safety check: Pass | MIT | |
| Open Code Review Delegatealibaba/open-code-review | 46k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Review Codepenpot/penpot | 61k | — | ~1k | Automated safety check: Pass | MPL-2.0 | |
| Review Pending PR Reviewsnrwl/nx | 29k | — | ~3.9k | Automated safety check: Pass | MIT | |
| Parallel Adversarial Change Reviewben-manes/caffeine | 18k | — | ~1.9k | Automated safety check: Notes | Apache-2.0 | |
| Reviewthedaviddias/Front-End-Checklist | 74k | — | ~556 | Automated safety check: Pass | MIT |
Similar skills
Review Code
penpot/penpot
Code review flow — review a diff, PR, or code change, delegating the review to a subagent that follows the code-review-criteria skill.
Review Pending PR Reviews
nrwl/nx
Review, grill, edit, and post pending PR review drafts saved by /review-pr (or its batch/cron runners).
Parallel Adversarial Change Review
ben-manes/caffeine
Runs three parallel reviewers on a diff or branch, one blind, one design-aware and one matching past bug patterns, then triages their findings.
Review
thedaviddias/Front-End-Checklist
A skill your agent uses when applies to product pages, local business pages, recipes, apps, books, and any page that aggregates user reviews.
API Surface Review
polarsource/polar
Review changes to Polar's API contract — Pydantic schemas, FastAPI endpoints, OpenAPI output and the generated SDKs.
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Questions about Reflect
What does Reflect do?
Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill. Reflect is an agent skill from uzairansaruzi/p3-stack. Delegate three parallel reviewers over the active thread, surface learnings, and route each to a concrete edit on an existing skill.
When should I use Reflect?
Reflect fits situations like: the user says reflect.
How do I install Reflect in Claude Code?
Run `npx skills add uzairansaruzi/p3-stack --skill reflect -a claude-code`. Or copy the skill folder (skills/reflect in uzairansaruzi/p3-stack) into .claude/skills/reflect in your project. Claude Code loads it when a task matches its description.
How do I install Reflect in Codex?
Run `npx skills add uzairansaruzi/p3-stack --skill reflect -a codex`. Or copy the skill folder (skills/reflect in uzairansaruzi/p3-stack) into .agents/skills/reflect in your project. Codex loads it when a task matches its description.
Can I use Reflect 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 uzairansaruzi/p3-stack --skill reflect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reflect, .gemini/skills/reflect, .github/skills/reflect and .opencode/skills/reflect in your project.
What does Reflect need to run?
SKILL.md names no scripts, command-line tools or credentials: Reflect is instructions for the agent only.
Does Reflect 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 Reflect 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 Reflect use?
Reflect 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 Reflect use?
About 1k tokens (SKILL.md is roughly 4.1k 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 4k tokens, read only when the agent opens those files.
What are the alternatives to Reflect?
Skills that share tags, products or a category with Reflect: Open Code Review Delegate (alibaba/open-code-review, 46k stars), Review Code (penpot/penpot, 61k stars), Review Pending PR Reviews (nrwl/nx, 29k stars) and Parallel Adversarial Change Review (ben-manes/caffeine, 18k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Reflect?
uzairansaruzi (a GitHub user) maintains it in uzairansaruzi/p3-stack, which has 143 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 5, 2026.
Source: uzairansaruzi/p3-stack on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.