reflect
Skill2 starsChanged 8 months agoMITView on GitHub
Use when approved session lessons should become durable workflow improvements.
We split this skill into the rules it gives an agent
3 rules. 0 are common, 0 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 151 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 31
Run the finder at skills/reflect/scripts/find-transcript.mjs under the installed plugin with the projects directory and a fragment of the …
- Very specific: line 61
Before applying any Accepted edit, present the synthesizer's full Accepted/Rejected/Backlog output to the user and wait for explicit …
- Very specific: line 72
If your environment ships a SKILL.md validator, run it on every touched skill before declaring done.
“Common” is measured: kept by at least 6 in 10 of the 151 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
Reflect
On Codex, Cursor, or another non-Claude runtime, read the runtime mapping, including its per-skill notes, before following this skill.
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 parent finds its own transcript file before fanning out. The system prompt names Claude Code's per-project transcripts directory at ~/.claude/projects/<encoded-cwd>/; use that path. Do not glob across ~/.claude/projects/. That crosses workspace boundaries and reads private chats from unrelated projects.
Run the finder at skills/reflect/scripts/find-transcript.mjs under the installed plugin with the projects directory and a fragment of the conversation's opening user prompt:
node <plugin>/skills/reflect/scripts/find-transcript.mjs ~/.claude/projects/<encoded-cwd> "<opening prompt fragment>"It covers the three layouts (flat <id>.jsonl, nested <id>/<id>.jsonl, subagent <parent>/subagents/<child>.jsonl), newest first, and prints the first path whose opening user record carries the fragment. Do not reimplement the scan by hand: the first line of a transcript is session metadata, not a message, and files run to several megabytes, so the finder streams each candidate and stops at its first user record. If it exits 1, write a tight digest of the session and pass that instead.
2. Spawn three reviewers in parallel
One message, three Agent calls, subagent_type: "general-purpose", explicit model: on each. Reviewers need MCP access for context lookups (tickets, chat threads, observability traces referenced in the transcript); pick a subagent_type that retains MCP access. The prompt forbids file writes; the parent applies edits.
| Lens | model | Prompt template |
| Judgment | your configured reflect-judgment model (default in Models) | references/judgment-reviewer.md |
| Tooling | your configured reflect-tooling model (default in Models) | references/tooling-reviewer.md |
| Divergent | your configured reflect-judgment model (default in Models) | references/divergent-reviewer.md |
Pass each template verbatim, substituting the transcript path or digest where marked. Reviewers return findings in the Agent response body.
3. Synthesize
One Agent call, subagent_type: "general-purpose", using your configured reflect-judgment model (default in Models). Pick a subagent_type that retains MCP access — the synthesizer's quality check includes spot-verifying citations, which can require MCP access. Use references/synthesizer.md verbatim, 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.
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.
File Backlog items only when the task authorizes writes to the named devex or backlog tracker. Otherwise return them as proposed backlog entries. The Accepted list always 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): hand to the plugin-dev:skill-development skill and run its draft / test / iterate loop.
tune description: <skill path>(the skill exists but didn't trigger when it should have): hand toplugin-dev:skill-developmentand run its description-optimization loop.new skill via plugin-dev:skill-development: <kebab-name>: hand creation toplugin-dev:skill-development. 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.
Models
Role defaults originate from the upstream plugins/pstack/models.json. Refresh them through scripts/vendor_jstack.py after reviewing the upstream change. A matching role line in ~/.claude/jstack-models.md overrides each at runtime; see /setup-jstack.
- reflect tooling:
claude-opus-5 - reflect judgment, divergent, synthesizer:
claude-opus-5
Other versions160 projects use a version of this.
Word for word · 0
None found.
Edited · 43
- backnotprop/pstack★ 3.3k24% same
- jtaroreh/agystack★ 12849% same
- uzairansaruzi/p3-stack★ 12656% same
- dsebban/skills★ 7124% same
- Scino/fstack★ 1867% same
- creedants/pstack-t3★ 1725% same
- mariusflorescu/pstack-t3★ 1326% same
- adjohn/pstack★ 932% same
- kkgogogo17/pi-pstack★ 953% same
- 0xrsydn/pstack-pi★ 649% same
33 more not listed
Wrote their own version · 117
- github/gh-aw★ 5.5ksame name
- bradygaster/squad★ 3.3ksame name
- microsoft/Generative-AI-for-beginners-dotnet★ 3.2ksame name
- rilldata/rill★ 3ksame name
- microsoft/waza★ 1.5ksame name
- llama-farm/llamafarm★ 837same name
- haddock-development/claude-reflect-system★ 373same name
- egregore-labs/egregore★ 293same name
- akitaonrails/my-skills★ 283same name
- Azure/fleet★ 227same name
107 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.
Used alongsideProjects with it also use poteto-help, principle-explain-the-number and 4 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.
ianclearySkillpoteto-help
Guides users through pstack setup, /poteto-mode, and picking the skill, playbook, or principle for a task. Type /poteto-help with a question.
Also in 9 projects that use this
juancamiloqhzSkillprinciple-explain-the-number
Apply before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think.
Also in 18 projects that use this
Xia-AtaraxiaSkillmake-bot-ui
Builds a small web page whose buttons wake an agent over a webhook: a local server keeps the sender key server-side and POSTs JSON to a webhook-triggered routine, and the page is exposed on the existing Tailscale node. Use for \"make a bot UI\", \"a dashboard with buttons that trigger the agent\", \"wake the bot from a page\", handing a webhook sender key to the server without pasting it in chat, or putting that UI on the tailnet. Not for general frontend work - use principle-frontend; not for tailnet health or reachability - use tailscale.
Also in 17 projects that use this
bnemaSkillsetup-pstack
Configure which Pi models pstack uses per role. Detects available provider/model specs and writes pstack's user configuration. Use for /setup-pstack, "configure pstack models", or changing pstack model choices.
Also in 22 projects that use this
Xia-AtaraxiaSkillbenchmark-checklist
Vets performance measurements for the limiter, tuning, physical limits, errors, repeatability, relevance, and proof that timed work happened. It applies to 'check this benchmark', 'report this speedup', measured regressions, and choosing a library or configuration from numbers. It reports spread and gaps before drawing a conclusion. Not for general testing policy or choosing test oracles - use principle-testing.
Also in 18 projects that use this
alexnthnzSkillin-your-own-words
Restate in your own words what you think the user's goals are and what problem they're trying to solve. Use for /keel:in-your-own-words.
Also in 8 projects that use this
In this repository93 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .cursor/rules/code-simplifier.mdcCursor rule
- .cursor/rules/tdd-verification.mdcCursor rule
- ckm:banner-designSkill
- ckm:brandSkill
- ckm:designSkill
- ckm:design-systemSkill
- ckm:slidesSkill
- ckm:ui-stylingSkill
- ui-ux-pro-maxSkill
- mission-control-agent-integrationSkill
- agent-watchdogSkill
- architectSkill
- arenaSkill
- automate-meSkill
- babysitSkill
- before-and-afterSkill
- blast-radiusSkill
- broSkill
- code-structureSkill
- create-verification-skillSkill
- deslopSkill
- evidence-driven-testingSkill
- factory-babysit-prSkill
- factory-collectSkill
- factory-human-digestSkill
- factory-lookbackSkill
- factory-recoverSkill
- factory-review-prsSkill
- factory-shipSkill
- factorySkill
- factory-watchdogSkill
- figure-it-outSkill
- fix-ciSkill
- fix-merge-conflictsSkill
- get-pr-commentsSkill
- greploop-appsSkill
- greploopSkill
- howSkill
- interrogateSkill
- maintain-verification-skillSkill
- make-pr-easy-to-reviewSkill
- mission-control-budget-controlSkill
- mission-control-deliverySkill
- mission-control-heartbeatSkill
- mission-control-record-memorySkill
- mission-control-register-agentSkill
- mission-control-request-approvalSkill
- mission-control-run-loggingSkill
- mission-control-submit-deliverableSkill
- mission-control-task-lifecycleSkill
- new-featureSkill
- no-commentsSkill
- plan-arbiterSkill
- poteto-modeSkill
- principle-attack-the-premiseSkill
- principle-boundary-disciplineSkill
- principle-build-the-leverSkill
- principle-encode-lessons-in-structureSkill
- The first 60 shown.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
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.

