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 gioviat/research-toolkit --skill research-ideationgit clone --depth 1 https://github.com/gioviat/research-toolkitWrote 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/gioviat/research-toolkit/research-ideation)<a href="https://agentmods.dev/skills/gioviat/research-toolkit/research-ideation"><img src="https://agentmods.dev/badge/skills/gioviat/research-toolkit/research-ideation.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00055 | $0.00483 |
| Opus 5 | $0.00028 | $0.00242 |
| Sonnet 5 | $0.00011 | $0.00097 |
| Haiku 4.5 | $0.00006 | $0.00048 |
Grade A, and why
research-ideation 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 8d 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.
What it actually says
Research ideation
Where ideas come from
Start from something concrete: an anomaly in your own results, a gap recorded in papers/related-work/, an assumption every existing method makes that might not be necessary, or a mismatch between theory and observed behavior. Not from "what's trendy".
Procedure
- Generate at least 3–5 candidate questions before evaluating any of them. Evaluating the first idea before alternatives exist anchors the session on it.
- For each candidate, fill in every field below. A field that cannot be filled is itself a verdict on the candidate.
- Rank the candidates and state plainly which are weak and why. Your own ideas get no false balance: if one candidate is clearly better, say so; if all are weak, say that.
Required fields per candidate
- Question: falsifiable and specific. Not "can X help Y" but "does X improve metric M by an amount that matters under condition C".
- Why it might be true, and why now: the mechanism or observation suggesting it, and what changed (new data, tool, or result) that makes it tractable today.
- Closest prior work: found by actually searching (literature-review skill or literature-scout agent), never asserted from memory. State exactly how the candidate differs. "Nobody has done this" without a recorded search is not a novelty claim.
- Cheapest decisive experiment: the smallest experiment whose outcome would change your belief in the question. If the cheapest informative experiment is expensive, that is a cost of the idea — record it.
- Kill criterion: the result that would make you drop the idea, stated before running anything.
- If true / if false: what changes in either case. If nothing changes when false, the question may not be worth asking.
Output
One doc per surviving candidate at ideas/<slug>.md with the fields above, plus the ranking rationale across candidates. Have the skeptical-reviewer agent review the doc before any implementation starts.
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.
- 8d ago First seen · 26 lines · 55 tokens per session scan A 26f70d65cd3b
research-ideation is a skill published in the GitHub repository gioviat/research-toolkit (2 stars, last pushed 1mo ago), licensed MIT. It adds 55 tokens to every session and 483 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 2026-08-31.
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