ponytail-review
Skill0 starsChanged 5 days agoMITView on GitHub
Quality review of a change: is the logic right, is it safe, does it hold under real load, is risky code tested, is it fast enough, and is every line needed. Reads the connected code, not only the diff. Each finding is explained in plain English. Use for "review this", "code review", "review the last commit", "review my PR", "is this over-engineered", /ponytail-review.
72 other projects use a version of this, 15 of them edited; 5 new projects in the last 4 weeks, against 3 the 4 before.
Adopted by
Rising: 5 new projects took it in the last 4 weeks, 1.7× the 4 weeks before.thin data
Most recently taken up by
- kortix-ai/sunatheir own version, first seen Nov 8, 2026
- gaoyu06/harnesstheir own version, first seen Nov 8, 2026
- dhruvsaxena1998/skillsedited, first seen Nov 8, 2026
- kazemcodes/skill-treetheir own version, first seen Nov 8, 2026
- MMACABRE/SKILLStheir own version, first seen Nov 8, 2026
- kortix-ai/CompanyOStheir own version, first seen Nov 8, 2026
Used with
Projects with it also use caveman-explore, migration and 9 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
JuliusBrusseeSkillcaveman-explore
Read-only repository explorer for cold-start orientation, broad cross-file localization, or when a direct search failed. Skip it when the exact file or symbol is already named. Returns path:line citations only; its reads stay out of main context.
Also in 4 projects that use this
ryu111Skillmigration
Migration planning expertise. Use when replacing tools/frameworks, upgrading versions, migrating databases, or planning transitions. Contains strategies, compatibility analysis methods, and rollback planning.
Also in 5 projects that use this
JuliusBrusseeSkillsurgical-patch
Fix bugs and small behavior changes at the narrowest responsible layer. Use when regression proof, preserved surrounding behavior, and task-relevant tests matter.
Also in 3 projects that use this
huangzidaSkillcaveman-help
Quick-reference card for all caveman modes, skills, and commands. One-shot display, not a persistent mode. Trigger: /caveman-help, "caveman help", "what caveman commands", "how do I use caveman".
Also in 6 projects that use this
huangzidaSkillcaveman-compress
Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file. Human-readable backup saved as FILE.original.md. Trigger: /caveman:compress <filepath> or "compress memory file"
Also in 5 projects that use this
Terryc21Skillsafe-refactor
Plan refactoring with blast radius analysis, dependency mapping, and rollback strategy. Triggers: "refactor", "safe refactor", "restructure", "rename type", "extract protocol".
Also in 3 projects that use this
- +2 more from JuliusBrussee
- +2 more from huangzida
Other versions72 projects use a version of this.
Word for word · 1
- josechifflet/setup★ 0100% same
Edited · 15
- DietrichGebert/ponytail★ 182k100% same
- Cygnux-Labs/Tracekit★ 602100% same
- engasnm111/lnwjud★ 20993% same
- Djarvur/go-ultimate★ 31100% same
- shaderera/shaderera★ 799% same
- ZerroDevs/AgentsHub★ 6100% same
- Jay-1409/skills★ 2100% same
- qihangzhang-272/agent-skill-library★ 2100% same
- dhruvsaxena1998/skills★ 1100% same
- Eclipter/agents★ 1100% same
5 more not listed
Wrote their own version · 56
- kortix-ai/suna★ 21ksame name
- kortix-ai/CompanyOS★ 21ksame name
- marmelab/atomic-crm★ 1.4ksame name
- mezotv/notra★ 256same name
- usenotra/notra★ 256same name
- jacred-fdb/jacred★ 139same name
- Wenaixi/dsh-ponytail★ 36same name
- KenSuh/open-agent-harness★ 30same name
- sampleXbro/agentsmesh★ 27same name
- mirkobozzetto/espresso★ 25same name
46 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository23 other files it gives its agents.
- AGENTS.mdAGENTS.md
- codex/AGENTS.mdAGENTS.md
- grok/AGENTS.mdAGENTS.md
- opencode/AGENTS.mdAGENTS.md
- src/AGENTS.mdAGENTS.md
- claude/CLAUDE.mdCLAUDE.md
- context-doctorSkill
- diagnoseSkill
- handoffSkill
- intentSkill
- paper-useSkill
- retroSkill
- skills-claudeSkill
- ui-principlesSkill
- verify-setupSkill
- wayfinderSkill
- agent-browserSkill
- grillingSkill
- ponytail-auditSkill
- ponytail-debtSkill
- ponytailSkill
- security-auditSkill
- thermo-nuclear-code-quality-reviewSkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 5 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 68 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 23
Read the diff, then the code it touches: callers of every changed function, the functions it calls, the tests, the README.
- Distinctive: line 49
delete: dead code, unused options, speculative features
- Distinctive: line 61
Every finding needs a concrete case: "this input or situation leads to this wrong result".
- Distinctive: line 69
No style taste, no "consider", no vague worries.
- Very specific: line 76
Start with What this change does: in two or three sentences.
- Distinctive: line 85
Every finding has all four parts, each one or two short sentences:
“Common” is measured: kept by at least 6 in 10 of the 68 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Review a change like the senior developer who will be paged when it breaks. Order of importance: correct, safe, holds under load, tested, fast, lean. Lean still matters: every extra line must be read, tested and fixed later. This is a report the user asked for, so give it in full.
1. Understand first
- Review what the user names: uncommitted or staged changes, a branch, a PR link, or files. Nothing named: the uncommitted changes, or the last commit if there are none.
- Read the diff, then the code it touches: callers of every changed function, the functions it calls, the tests, the README.
- Trace the real flow: where data comes in, what is stored, what goes out.
- A change can break code it does not touch. When a signature, return value or behavior changes, grep every caller.
- Find the expected load in the repo (README, deploy config): one person running a script, or many users and processes at once. Judge scale against that, and say which load you assumed.
2. Look for
- Bug: wrong result, crash, missed edge case (empty, zero, last item, rounding, time zones), a caller broken by the change, a fix applied in one caller while the shared function stays broken.
- Risk: security holes (injection, weak randomness, secrets, missing checks on input from users), data loss (errors swallowed, writes in the wrong order, no transaction).
- Scale: fine for one user, wrong for many: check-then-write races, the same work done by every process, memory or lists that only grow, a query per item, O(n^2) on big input, per-process state that must be shared.
- Missing test: risky new logic (a branch, a parser, money, security, data writes, a bug fix) with no test that fails when it breaks. One good test, not coverage.
- Speed: big slowdowns are problems. Small wins (work repeated in a hot loop) are suggestions; some software counts every millisecond.
- Lean: code that should not exist or should be smaller.
- delete: dead code, unused options, speculative features
- reuse: the repo already has this helper (name the path)
- stdlib / native: the standard library or platform already does it; a new dependency for a few lines
- yagni: abstraction with one implementation, config nobody sets
- merge: near-copies that must change together
- split: one function doing several unrelated jobs, so it is hard to read or test. Split by job, never by line count, and never into helpers that exist only to make a function shorter.
3. Check before you report
- Every finding needs a concrete case: "this input or situation leads to this wrong result". No case, no finding.
- Re-read the lines and confirm: the caller exists, the value can really be empty, the code really is unused.
- A shortcut marked with a
shortcut:(or olderponytail:) comment that names its limit is a decision, not a finding, unless the expected load already crosses it. - Propose the smallest fix that works. Prefer fixes that delete code. Never add layers, frameworks or config the problem does not need.
- No style taste, no "consider", no vague worries.
4. Output
Very simple English: short sentences, everyday words. Explain a technical term the first time you use it. The reader may never have seen this code.
Start with What this change does: in two or three sentences.
Then the findings in three groups, skip empty groups:
- Must fix: bug, security, data loss, breaks at the expected load.
- Should fix: risky code without a test, real slowness, duplication, a function that mixes jobs, code that should not exist.
- Nice to have: small speed-ups, shorter forms.
Number findings across all groups, so the user can say "fix 2 and 5". Every finding has all four parts, each one or two short sentences:
- Orders land on the wrong day (
billing/close_day.py:L40-52)- What this is: At midnight this job closes the day and bills all orders of that day.
- Problem: It takes "today" from the server clock, which runs in UTC. An order placed at 00:30 in Berlin is billed on the day before.
- Fix: Compute the day once in the shop's time zone:
datetime.now(ZoneInfo("Europe/Berlin")).date(). One line, nothing else changes. - If we skip it: Late orders show the wrong date, and accounting fixes them by hand.
End with:
Verdict: Ship.orVerdict: fix 1 and 3 first.Lean: -<N> lines possible.when lean findings exist.Not checked:one line, if something mattered and you could not check it.
Nothing found: What this change does:, then Looks good. Ship. and one line
on what you checked.
Lists findings, changes no code.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

