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 DDS-Solutions/AI-TadPole-OS --skill brainstorminggit clone --depth 1 https://github.com/DDS-Solutions/AI-TadPole-OSWrote 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/dds-solutions/ai-tadpole-os/brainstorming)<a href="https://agentmods.dev/skills/dds-solutions/ai-tadpole-os/brainstorming"><img src="https://agentmods.dev/badge/skills/dds-solutions/ai-tadpole-os/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/dds-solutions/ai-tadpole-os/brainstorming"><img src="https://agentmods.dev/badge/skills/dds-solutions/ai-tadpole-os/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 | $0.00028 | $0.01717 |
| Opus 5.5 | $0.00011 | $0.00687 |
| Sonnet 5.5 | $0.00006 | $0.00343 |
| Haiku 4.5 | $0.00003 | $0.00172 |
Grade A, and why
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 — 146 lines — stays where its author put it; the contents beside it link to each section on GitHub.
[!IMPORTANT] AI Context & Knowledge Heritage
- Subsystem: Agent Skills Registry / brainstorming
- Architecture:
@docs ARCHITECTURE:Documentation- Failure Path: Premature implementation, unverified architectural assumptions, missing Socratic Gate.
- Observability: Traceability via
execution/parity_guard.py([SKILL])
🧠 Brainstorming & Communication Protocol
This protocol prevents premature execution—the tendency for an AI agent to immediately begin coding before validating scope, requirements, and constraints. It positions the agent as a technical consultant who validates the "What" and "Why" before executing the "How."
📚 Progressive Disclosure & L3 Reference Index
For deep question generation heuristics, domain decision banks, and deterministic validation tooling:
- Dynamic Question Generation: dynamic-questioning.md
- Socratic Decision Framework: socratic_decision_framework.md
- Deterministic Socratic Gate Validator: socratic_gate_validator.py
⛓️ The Development Pipeline
This skill serves as the entry gate to the Sovereign development lifecycle. Do not skip stages.
Brainstorming (Requirements & Socratic Gate) $\rightarrow$ Orchestrate (Decomposition) $\rightarrow$ Aletheia (Invariants & Logic) $\rightarrow$ Clean-Code (Implementation)
🛑 The Socratic Gate (Mandatory Halt)
1. Trigger Conditions
The Socratic Gate MUST be triggered whenever a request contains:
- Vague Verbs: "Build/Create/Make/Update/Optimize [feature]" without unambiguous API contracts or target files.
- High Complexity: Architectural transitions, new subsystems, or multi-file refactoring.
- Unknown Constraints: Unspecified latency targets, security boundaries, or deployment environments.
- Ambiguity Score $\ge 3$: Per the Socratic Decision Framework.
What ships with it
3 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.
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 Changed · +10 lines · +12 tokens per session c4765f501909
- 2mo ago First seen · 136 lines · 16 tokens per session scan A d9d276f2fd9c
brainstorming is a skill published in the GitHub repository DDS-Solutions/AI-TadPole-OS (8 stars, last pushed today), licensed MIT. It adds 28 tokens to every session and 1,717 once invoked, about $0.0001 per session on Opus 5.5. 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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