orient
Skill1 starsChanged 2 months agoMITView on GitHub
Get up to speed in an unfamiliar codebase fast — find the entry points, trace the main data flow, learn the local conventions and the landmines, then write it down as the project's CONTEXT.md. Use when starting work in a repo you don't know, when asked to "explain this codebase" / "how does this project work", or before an agent's first task in a new project.
27 other projects use a version of this.
Adopted by
Most recently taken up by
- nguyenvanphituoc/shapeup-sdlc-plugintheir own version, first seen Nov 8, 2026
- blinkboxhq/Blinkboxtheir own version, first seen Nov 8, 2026
- emergent-wisdom/understanding-graphtheir own version, first seen Nov 1, 2026
- Braydenh563/Tessellatetheir own version, first seen Nov 1, 2026
- AN0099/toothpaste-kittheir own version, first seen Oct 24, 2026
- jimy-r/agent-workspace-startertheir own version, first seen Oct 15, 2026
Used with
Projects with it also use retro, ui-ux-pro-max and 1 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.
AWSSkillretro
Conduct a retrospective on a coding session.
Also in 3 projects that use this
StrayDragonSkillui-ux-pro-max
UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient.
Also in 3 projects that use this
AWSSkillship
Finalize dev work on an issue branch — update docs, push, and open a PR.
Also in 3 projects that use this
Other versions27 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 27
- seandavi/lifeos-template★ 46same name
- jcottam/agent-resources★ 25same name
- wrg32786/aigent-os★ 25same name
- sergeeey/Claude-cod-top-2026★ 9same name
- ramboz/jig★ 7same name
- blinkboxhq/Blinkbox★ 4same name
- david-vrba/claude-power-skills★ 4same name
- ntholm86/principles-of-earned-autonomy-skills-suite★ 4same name
- Braydenh563/MemoryMap-AI★ 3same name
- Braydenh563/Tessellate★ 3same name
17 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 repository73 other files it gives its agents.
- AGENTS.mdAGENTS.md
- bigquery-analyticsSkill
- cache-invalidationSkill
- mongo-aggregationSkill
- mongo-modelingSkill
- postgres-aggregationSkill
- postgres-indexingSkill
- redis-coordinationSkill
- redis-patternsSkill
- review-querySkill
- code-migrationSkill
- cut-releaseSkill
- data-migrationSkill
- deploy-serviceSkill
- hotfixSkill
- rollbackSkill
- design-endpointSkill
- design-eventSkill
- design-schemaSkill
- evolve-contractSkill
- scaffold-nestjs-moduleSkill
- scaffold-projectSkill
- incident-responseSkill
- investigate-bugSkill
- on-callSkill
- postmortemSkill
- audit-skillsSkill
- distill-review-styleSkill
- write-skillSkill
- debug-with-tracesSkill
- define-alertsSkill
- instrument-serviceSkill
- evaluate-dependencySkill
- grillSkill
- handoffSkill
- phased-deliverySkill
- spikeSkill
- to-questionnaireSkill
- write-adrSkill
- write-prdSkill
- devops-pr-reviewSkill
- go-backend-pr-reviewSkill
- nestjs-backend-pr-reviewSkill
- python-backend-pr-reviewSkill
- react-frontend-pr-reviewSkill
- bisectSkill
- break-couplingSkill
- dead-code-sweepSkill
- deslopifySkill
- extract-moduleSkill
- rebase-cleanSkill
- resolve-merge-conflictsSkill
- split-commitSkill
- tddSkill
- wait-whatSkill
- wide-renameSkill
- bullmqSkill
- kafkaSkill
- sqs-consumerSkill
- audit-dependenciesSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 25 edited versions we read keep these.
1
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 20
Follow it: route → controller → service → repository → datastore.
“Common” is measured: kept by at least 6 in 10 of the 25 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
Orient in a codebase
Adapted in spirit from mattpocock/skills
wayfinder. The output is a first-draft CONTEXT.md
(CONTEXT.md (repo root) as the template) — the thing every later session needs.
Order of operations
- Read the README, then the package manifest. Stack, framework, package
manager, scripts, key dependencies. Note the version-pin files
(
.nvmrc,.python-version,go.mod). - Find the entry points.
main.ts/main.go/app.module.ts/main.tsx. For a service: how does a request get from the edge to a handler? - Trace one real flow end to end. Pick a representative endpoint or job. Follow it: route → controller → service → repository → datastore. Note the layers and where the boundaries are.
- Map the directories that matter. Usually a handful — skip the obvious ones
(
node_modules, generated). For unfamiliar dependencies, DeepWiki over guessing. - Learn the conventions from the code, not the docs. Casing at the wire
layer, how errors propagate, how config/env is read, test layout and style,
the logging pattern. Cross-check against
AGENTS.md— note every deviation. - Hunt the landmines. Migrations in flight,
// don't touchcomments, code that looks wrong but has a reason, known-fragile areas,.out-of-scope/if it exists. - Build the glossary. The domain terms the code uses — pull the real ones, define them, list the synonyms to avoid.
Output — CONTEXT.md
Fill the template's sections: Overview, Language (glossary), Stack, Where things
live, Deviations from AGENTS.md, Landmines, How to run it. Mark genuine unknowns
as TBD rather than guessing.
For a deep glossary pass, hand off to Matt's domain-modeling
(.agents/external-skills.md).
Anti-patterns
- ❌ Reading files at random instead of tracing one flow.
- ❌ Documenting the framework's structure instead of this project's.
- ❌ Inventing domain terms the code doesn't use.
- ❌ Skipping the landmines section — it's the highest-value part for the next session.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
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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.

