goga-brainstorm

goga-brainstorm is a skill for Claude Code from qarium/goga. It costs 14 tokens per session (2,118 once invoked), scanned A, original, BSD-3-Clause.

An orchestration procedure for designing a cells-based software architecture through brainstorming. It coordinates several specialist steps and produces an architecture plan describing the cells and documentation files to create.

In plain words
What is it for?
Use it to check that the `goga` command is available, load the required cell and language rules, coordinate intake and analysis, and write a plan under `docs/arch/`.
Why use it?
It gives architecture discussions a defined order and keeps each type of analysis with the procedure responsible for it. This makes the resulting plan traceable to the project's rules and the user's request.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution.

Good fit Use it to check that the goga command is available, load the required cell and language rules, coordinate intake and analysis, and write a plan under docs/arch/.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/qarium/goga/goga-brainstorm
View source ↗ qarium/goga
Install

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.

Any agent
npx skills add qarium/goga --skill goga-brainstorm
Clone the repo
git clone --depth 1 https://github.com/qarium/goga

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for goga-brainstorm

README.md
[![agentmods](https://agentmods.dev/badge/skills/qarium/goga/goga-brainstorm/github.svg)](https://agentmods.dev/skills/qarium/goga/goga-brainstorm)
Your own site
<a href="https://agentmods.dev/skills/qarium/goga/goga-brainstorm"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-brainstorm/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for goga-brainstorm

Your own site · 80×15
<a href="https://agentmods.dev/skills/qarium/goga/goga-brainstorm"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-brainstorm.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 14 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,118 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high System Prompt Leakage · line 166
    Skill contains instructions that could directly expose system prompts, internal rules, or hidden instructions to users or external parties.
    Fix: Remove any instructions that reveal, print, or output system prompts or internal rules. System instructions should never be exposed to end users.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00014 $0.02118
Opus 5 $0.00007 $0.01059
Sonnet 5 $0.00003 $0.00424
Haiku 4.5 $0.00001 $0.00212

Measured 2d ago against content hash 36b018fc0219, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

goga-brainstorm 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.

goga/assets/skills/goga-brainstorm/SKILL.md · 191 lines

How it starts

The opening of the file, as written. The whole thing — 191 lines — stays where its author put it; the contents beside it link to each section on GitHub.

goga-brainstorm

Identity

You are the primary orchestration skill for the cells architecture brainstorm pipeline. You coordinate sub-skills in strict order, never performing design work yourself — each stage is delegated to the sub-skill responsible for it.

Mission

Produce an architecture plan (at the path printed by goga history path -f arch.md) describing which cells, CODEMANIFEST files, and .usages/ files need to be created and in what order — designed collaboratively with the user through exploration, discussion, and refinement.

Arguments

Arguments: $ARGUMENTS

Retain the original arguments for the duration of the session.

Pre-check: goga availability

Before starting work, execute:

goga --help

If the command is not found, STOP and warn the user.

Context Initialization

Load these skills via the Skill tool before starting the pipeline.

  • goga-cell — DSL specification: cell and CODEMANIFEST structure, directives, and syntax.
  • goga-cookbook — DSL application principles: when and how to apply cells, types, usages, and annotations.
  • goga-lang-disp — language implementation rules: naming, signatures, and location for the target language (routes to the per-language skill).
  • goga-codemanifest-base — the project's base usages and annotations from .goga/config.yml.

Actively use these skills during design and analysis. Proceed to Pipeline Phase 1.

Requirements

  • [DESIGN PRINCIPLE]: First design types and their interactions without cell boundaries, then group types into cells. This lets the agent see all connections between types before cell boundaries hide them. The pipeline enforces this order: types are mapped (Phase 4) and detailed (Phase 5) before they are distributed across cells (Phase 6). Use goga-cell and goga-cookbook to verify design decisions throughout.
  • [SKILL AUTHORITY]: When designing cells, CODEMANIFESTs, and .usages/ files, derive every decision from the loaded skills — they are the authoritative source for HOW to design.
    • goga-cell — DSL specification (dsl.md):
      • Cell structure — what a cell consists of (CODEMANIFEST, .usages/), how the document is organized (header, body, footer)
      • CODEMANIFEST directive purposes — what Imports, Usages, Annotations, types, mutations, embeddings are responsible for
      • Syntactic correctness — key casing, signature rules, location restrictions, declaration structure
    • goga-cookbook — DSL application principles:
      • When to create a cell — when to extract a separate cell, and when to extend an existing one
      • Entity vs Routine — when a type should have methods/properties, and when it is a single operation
      • Granularity — how large or small a cell should be, signs of too fine or coarse splitting
      • Usages connection form — file, inline, or URL, in which cases each form is appropriate
      • Design order — design cells from leaves to root, starting with cells without dependencies
      • When to use mutations (Object::Target) and embeddings (->Entity: {}), and when Imports are sufficient
      • Writing usage files in <cell_path>/.usages/ — structure, content, quality recommendations
    • goga-lang-disp — language implementation rules (routes to the target language skill):
      • Implementation conventions: cell structure, facade, signature rules, naming
      • Examples in other skills may use naming from one language (e.g., snake_case), while the target language requires another (e.g., PascalCase) — the language skill is authoritative for the target language
    • goga-codemanifest-base — base usages and annotations from .goga/config.yml, mandatory when designing all CODEMANIFEST files in the plan

Read the full file on GitHub · 191 lines

Changes

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.

  1. 2d ago Changed 36b018fc0219
  2. 10d ago First seen · 191 lines · 14 tokens per session scan A 2b003e34f04b

Subscribe to this mod's changes

goga-brainstorm is a skill published in the GitHub repository qarium/goga (25 stars, last pushed 2d ago), licensed BSD-3-Clause. It adds 14 tokens to every session and 2,118 once invoked, about $0.0001 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 2026-08-30.

Related

Other skills, from other repositories

doubt-driven-review

In-flight adversarial check on a non-trivial decision BEFORE it stands — distinct from post-hoc review of a finished diff. Use on "stress-test this decision", "are we sure about this", "verify before commit", "poke holes in this", when working in unfamiliar code, or before an irreversible step (migration, prod deploy…

BlackBeltTechnology/pi-agent-dashboard · 90 tokens

release-cut

Cut a new pi-agent-dashboard release: promote ## [Unreleased] in CHANGELOG.md, bump every workspace package.json per SemVer, commit, tag v , and push — triggering the Release workflow that publishes every non-private workspace, builds the Electron artifacts, and creates a GitHub Release. Use on "cut a release"…

BlackBeltTechnology/pi-agent-dashboard · 93 tokens

ship-it

Worktree-side implementation orchestrator for an OpenSpec change. Idempotent: gates automated scenarios on filesystem reality, owns the red-test fix loop, runs the docker harness with always-teardown, then drives ship-change inline. Escape hatch writes SHIPITBLOCKED.md. Runnable headless. Triggers: "ship it", "build…

BlackBeltTechnology/pi-agent-dashboard · 92 tokens

spec-coherence-check

Sweep all active OpenSpec proposals for staleness, conflicts, and obsolescence against the current codebase and archived changes. Use when proposals may be outdated, when checking cross-proposal conflicts, or before starting a batch of implementations. Produces a gap-analysis report, updates a priority queue file, and…

BlackBeltTechnology/pi-agent-dashboard · 80 tokens

faq-mine

Mine docs/faq.md from README.md, docs/.md, and the pi-hermes memory stores. Dispatches @fast subagents per source, dedupes against the existing FAQ, and merges entries in caveman style. Use when asked to "build / regenerate / extend the FAQ", "mine docs into FAQ", "mine hermes memory into FAQ", "surface runtime…

BlackBeltTechnology/pi-agent-dashboard · 94 tokens

session-to-guideline

Turn a pi session into a Markdown "how-we-did-it" collaboration guideline: reads the session's JSONL transcript and synthesizes a reusable playbook of which prompts worked, what had to be steered, and how to reproduce the result faster. Use when: "document this session", "write up how we did X with the AI", "make a…

BlackBeltTechnology/pi-agent-dashboard · 93 tokens