Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/gaelic-ghost/socket/choose-project-shapenpx skills add gaelic-ghost/socket --skill choose-project-shapegit clone --depth 1 https://github.com/gaelic-ghost/socketWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00077 | $0.01321 |
| Opus 5 | $0.00039 | $0.00660 |
| Sonnet 5 | $0.00015 | $0.00264 |
| Haiku 4.5 | $0.00008 | $0.00132 |
Grade A, and why
choose-project-shape scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Choose Android Project Shape
Purpose
Pick the smallest correct Android-owned shape before code changes begin.
The practical decision is whether the work belongs in an Android app, Android library, multi-module Android project, Kotlin-first implementation, Java-only maintenance, UI workflow, Gradle/AGP maintenance pass, test/lint pass, release-readiness pass, or a handoff to server-side JVM guidance.
Source Check
Use repo-local files, checked-out dependency sources, and Dash.app docsets opportunistically when they cover the exact Android-adjacent surface, especially Gradle, Java, or command-line reference material. Treat current official Android and Google documentation as authoritative for Android-specific behavior, APIs, release policy, permissions, privacy, Play delivery, and version-sensitive guidance:
- Android Developers documentation
- Android build and Android Gradle Plugin documentation
- Jetpack Compose documentation
- Gradle User Manual
- Kotlin documentation
- Java documentation
Translate documentation into the concrete module, command, or implementation decision it changes.
Classification Workflow
- Inspect the repository shape:
settings.gradle,settings.gradle.kts,build.gradle,build.gradle.ktsgradle/libs.versions.toml,gradle.properties,gradlewAndroidManifest.xmlsrc/main/java,src/main/kotlin,src/main/ressrc/test,src/androidTest- Compose markers such as
androidx.compose,@Composable, or Compose compiler configuration - XML view markers such as
layout/, AppCompat, fragments, view binding, or data binding - CI, signing, lint, release, and Play delivery files
- Identify the user-visible job:
- Android app
- Android library
- multi-module Android project
- Kotlin-first app or library
- Java-only app or library
- mixed Kotlin and Java app
- Compose UI implementation
- XML/AppCompat UI implementation
- AndroidX library maintenance
- Gradle/AGP, dependency, test, lint, signing, or release work
- Route non-Android JVM work away from this plugin:
- backend services
- shared non-Android JVM libraries
- server frameworks
- Maven or SBT backend workflows
- Choose language posture:
- Preserve existing repository language choices.
- Prefer Kotlin for new Android work when no repo default conflicts.
- Preserve Java-only Android codebases unless the user asks for migration.
- Ask before large Kotlin/Java migrations.
- Explain interop when APIs cross Kotlin and Java.
- Choose validation:
- Gradle wrapper commands from the affected module first.
test,lint,assemble,bundle, or connected-device tasks only when they match the change.- Emulator/device validation as a handoff to the Android testing plugin, not duplicated here.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 115 lines · 77 tokens per session scan A 7ebea6a64dad
choose-project-shape is a skill published in the GitHub repository gaelic-ghost/socket (7 stars, last pushed 7d ago), licensed Apache-2.0. It adds 77 tokens to every session and 1,321 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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