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 skills add bgauryy/octocode --skill octocode-brainstorminggit clone --depth 1 https://github.com/bgauryy/octocodeWrote 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.
[](https://agentmods.dev/skills/bgauryy/octocode/octocode-brainstorming)<a href="https://agentmods.dev/skills/bgauryy/octocode/octocode-brainstorming"><img src="https://agentmods.dev/badge/skills/bgauryy/octocode/octocode-brainstorming/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.
<a href="https://agentmods.dev/skills/bgauryy/octocode/octocode-brainstorming"><img src="https://agentmods.dev/badge/skills/bgauryy/octocode/octocode-brainstorming.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00064 | $0.01158 |
| Opus 5 | $0.00032 | $0.00579 |
| Sonnet 5 | $0.00013 | $0.00232 |
| Haiku 4.5 | $0.00006 | $0.00116 |
Grade A, and why
octocode-brainstorming 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 12d 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 — 50 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Octocode Brainstorming
Evidence-grounded idea exploration.
Flow: FRAME → DIVERGE → RESEARCH → CROSS-POLLINATE → STRESS-TEST → SYNTHESIZE → DECIDE.
Modes and lobby rules
- Generate: create 6–10 angles, then validate the best 2–3. Validate: produce 2–4 reframings, then investigate deeply. Map: expand adjacent terms and landscape existing solutions.
- Capture framing before judging. When direction, audience, or research surface is unclear, ask the user to choose before deep research.
- Declare a Surface Plan: mark local, top resources/web, and repository/package/code evidence active or skipped with a reason.
- Treat snippets and summaries as leads; cite exact sources or mark claims weak. Track
claim → source → confidence → next query. - Cross-pollinate across each active surface and run Critical Architect, Visionary Entrepreneur, and Product lenses before verdict.
- Recall potentially useful context first and validate it; capture only durable lessons that survive rebuttal.
Hard gate
Stop, recommend one option, and wait when the idea spans three unrelated spaces, active evidence stays thin after synonym retries, evidence materially conflicts, or delegation would exceed five workers.
Smart routes — load only what the current step needs
- When framing the idea and diverging into angles, build the Surface Plan with
references/tools.md; when code/repository/package evidence is active, loadreferences/octocode.md— choose sources deliberately and delegate technical research correctly. - When generic results cannot prove momentum, crowdedness, publication, or shipped prior art, load
references/trend-sources.md— add time-sensitive evidence without domain lock-in. - When cross-pollinating leads from one active surface into another, stay in
references/tools.mdandreferences/web-search-workers.md— carry each finding across surfaces instead of closing a surface early. - When stress-testing, load
references/debate.md— run the three lenses and cross-examination before converging. - When research is substantial, multi-turn, or delegated, load
references/hook-communication.mdand runscripts/brainstorm-run.mjs— preserve a resumable claim/source/decision ledger. - When synthesizing and deciding, load
references/output.mdand score every prior-art claim withreferences/confidence.md; if the user approves a durable artifact, loadreferences/brief-template.md— match chat brevity or saved decision depth. - When methods or source contracts are challenged, load
references/grounding.md— make the process falsifiable. - When improving this skill, prefer
octocode-graph-eval; otherwise loadreferences/improve-loop.md— require measurable acceptance.
What ships with it
18 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 301 B
- hooks/hooks.json 1.7 KB
- README.md 5.5 KB
- references/brief-template.md 2.0 KB
- references/confidence.md 1004 B
- references/debate.md 2.4 KB
- references/grounding.md 4.0 KB
- references/hook-communication.md 3.2 KB
- references/improve-loop.md 756 B
- references/octocode.md 903 B
- references/output.md 1.7 KB
- references/tools.md 3.8 KB
- references/trend-sources.md 2.2 KB
- references/web-search-workers.md 1.9 KB
- scripts/brainstorm-run.mjs 5.1 KB runs code
- scripts/exa-search.mjs 906 B runs code
- scripts/serper-search.mjs 924 B runs code
- scripts/tavily-search.mjs 924 B runs code
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.
- 12d ago First seen · 50 lines · 64 tokens per session scan A 7c615f9b338a
octocode-brainstorming is a skill published in the GitHub repository bgauryy/octocode (932 stars, last pushed yesterday), licensed MIT. It adds 64 tokens to every session and 1,158 once invoked, about $0.0003 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.
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