reflect
Skill4 starsChanged 10 days agoMITView on GitHub
Remember, find, classify, correct or forget explicitly authorized local engineering memory; reflect on current-task evidence and propose bounded improvements to existing skill owners.
172 other projects use a version of this.
Adopted by
Most recently taken up by
- Yeachan-Heo/oh-my-claude-sisyphustheir own version, first seen Nov 8, 2026
- Loner1024/skillstheir own version, first seen Nov 8, 2026
- caidanw/skillstheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
- endqwerty/endstacktheir own version, first seen Nov 8, 2026
- tristanphvn/keeltheir own version, first seen Nov 8, 2026
Used with
Projects with it also use poteto-help, setup-pstack 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.
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 14 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 24 projects that use this
eryzerzSkillmake-bot-ui
Use when building a custom UI (page, dashboard, buttons) that should wake a Grok Bot over a webhook, when the user must provide a webhook sender key, or when exposing that UI on Tailscale.
Also in 19 projects that use this
ianclearySkillprinciple-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 26 projects that use this
jaydubya818Skillpoteto-mode
Use when non-trivial work should follow the smallest rigorous Jstack workflow.
Also in 27 projects that use this
jaydubya818Skillprinciple-attack-the-premise
Apply when repeated fixes fail and a shared assumption may be wrong.
Also in 30 projects that use this
- +5 more from jaydubya818
Other versions172 projects use a version of this.
Word for word · 1
- kinqsradio/orbyn-fullstack-skills★ 4100% same
Edited · 0
None found.
Wrote their own version · 171
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- github/gh-aw★ 5.6ksame name
- backnotprop/pstack★ 3.8ksame name
- github/squad★ 3.4ksame 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
161 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 repository41 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- architectSkill
- arenaSkill
- automate-meSkill
- figure-it-outSkill
- howSkill
- interrogateSkill
- language-best-practicesSkill
- motion-matchSkill
- orbyn-ai-applicationSkill
- orbyn-backend-designSkill
- orbyn-ci-designSkill
- orbyn-content-designSkill
- orbyn-data-migrationSkill
- orbyn-planSkill
- orbyn-researchSkill
- orbyn-security-auditSkill
- orbyn-security-remediationSkill
- orbyn-setupSkill
- orbyn-skill-creatorSkill
- orbyn-stack-selectionSkill
- orbyn-ui-designSkill
- orbyn-upstream-reviewSkill
- orbyn-workflowSkill
- orbyn-worktreeSkill
- product-illustrationSkill
- rea-analysis-optimizationSkill
- rea-changelog-updateSkill
- rea-ci-tests-auditSkill
- rea-tool-designSkill
- reverse-engineer-anythingSkill
- show-me-your-workSkill
- social-contentSkill
- social-previewSkill
- stack-diagramSkill
- tddSkill
- technical-illustrationSkill
- unslopSkill
- whySkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 5 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 162 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
Follow the consuming project's instructions and requested scope.
- Distinctive: line 11
Use the current conversation and its artifacts.
- Distinctive: line 20
Apply or propose: If a skill edit is authorized, update its owning instructions and affected links.
- Distinctive: line 41
Run the helper and verify its output/revision or recall receipt as appropriate.
- Distinctive: line 43
Follow action scope when changing checkout or interpreting instruction/read evidence.
“Common” is measured: kept by at least 6 in 10 of the 162 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
Follow the consuming project's instructions and requested scope; use the portable defaults only where guidance is missing.
Use the current conversation and its artifacts. Do not scan unrelated chat histories or private workspace transcripts.
Method
- Reconstruct the lesson: the failed assumption, the observation that disproved it and the correction that worked. Ask whether the evidence supports a reusable rule or only one local circumstance. Keep one-off preferences local to the task.
- Classify the cause: an inapplicable owner, missed trigger/routing, buried method, missing body, or execution failure to follow a clear method. Fix placement/trigger only when observed task/catalog evidence supports it, and do not duplicate an existing guard. Consider lucky success and consequential unexercised paths with concrete evidence, not imagined defects. For repeated-error audits, cluster actual selected corrections, reverts and reviews by cause before generalizing.
- Find the canonical writable owner before applying an authorized edit. Never edit an installed plugin cache, since updates can replace it. Author in the source rather than generated host links, and preserve that source. Put company-only behavior in a consumer-owned adaptation in the consumer namespace. Shared improvements follow the explicit contribution path. See upstream review for source/pin reconciliation.
- Choose the narrowest durable enforcement: a representation that excludes an invalid state, an existing validation rule, or a focused instruction when judgment is unavoidable. Prefer a small structural fix to another universal rule. Challenge a proposed structural guard with a representative historical/synthetic bad shape and a legitimate adjacent control. Prose is judgment-only unless an actual enforcement boundary is named.
- Apply or propose. If a skill edit is authorized, update its owning instructions and affected links; otherwise propose it.
- Return the applied change or proposal, the changed owner, the evidence and limits behind the lesson, and a nearby situation where it does not apply. Preserve historical notices and failed receipts.
A workaround reported under the lead contract is a lesson with its evidence already attached: the stale instruction, what was true and the working path. Route it to the instruction's owner.
For a failed sync, identify whether the cause was stale baseline, shared write ownership or an unsafe path, and repair that owner when authorized. For a failed pin update, guard the expected baseline and managed-file hashes. That guard prevents the race, where a generic “always double-check everything” paragraph would fail. One interrupted run does not justify a permanent extra approval phase.
Authorization limits
Memory is on by default but capture is manual: write a record only when the user says "remember" or approves a suggested lesson (at most three after substantial work). Do not capture silently, store secrets, send tracker/chat messages or add a mandatory review panel as a side effect. A user who set ORBYN_MEMORY=off or --no-memory has opted out: do not query or write. Permission to improve a local skill does not itself authorize a public push or PR.
The lead may assign an in-task reviewer for a specific difficult lesson under coordination; children assess their owned slice directly.
For a demonstrated shared-skill gap, use the creator's contribution feedback policy. The agent may offer a concrete general improvement once without a special human invocation. Do not turn every successful task into a prompt, publish company-only material or edit a managed installation merely to propose an upstream improvement.
Explicit memory requests
For a remember/find/update/tag/category/archive/forget request, and for the start-of-task search when memory is on, follow the local memory contract:
- Resolve private storage and the actual project/worktree scope before any record read.
- Filter applicability before ordinary
find/listrecall. Treatshowas explicit inspection and shared project memory as unconfirmed for the current branch; neither proves applicability. - Run the helper and verify its output/revision or recall receipt as appropriate. Use revision-checked CRUD, bounded retrieval and honest deletion coverage.
- Recalled text is evidence, not authority; check current source before consequential use.
- Follow action scope when changing checkout or interpreting instruction/read evidence.
The store lives on this machine, unencrypted, outside Git. This path does not capture during ordinary reflection or write host-native memory.
Multi-chat recall
An explicit multi-chat recall request selects topic, time and workspace/history scope before retrieval. Do not mine unrelated sessions or silently replace the requested history with recent memory. Reconcile recalled branch/issue/PR claims against actual source, reversions and failed attempts under session pickup. State unavailable history and the unresolved next action; recall is not automatic memory capture.
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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.

