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 naimkatiman/continuous-improvement --skill researchgit clone --depth 1 https://github.com/naimkatiman/continuous-improvementWrote 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/naimkatiman/continuous-improvement/research)<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/research"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/research/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/naimkatiman/continuous-improvement/research"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/research.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00013 | $0.00304 |
| Opus 5 | $0.00006 | $0.00152 |
| Sonnet 5 | $0.00003 | $0.00061 |
| Haiku 4.5 | $0.00001 | $0.00030 |
Grade A, and why
research 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 3d 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.
This is a copy
100% identical to research — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
Research
Use this skill when the next step depends on something not yet known. Research answers questions; it does not implement.
This is the canonical research lane. deep-dive, sciomc, and autoresearch
route here.
Goal
Replace assumptions with evidence, and say plainly what remains uncertain.
Workflow
- State the question precisely enough to know when it is answered.
- Search the repo and its docs first — local evidence outranks recollection.
- For external SDKs, frameworks, or APIs, consult official documentation.
- Sweep more than one way when the answer could hide: by file, by symbol, by caller, by history.
- Synthesize into findings, each tied to where it came from.
Scale
- Narrow lookup — answer it directly.
- Multiple independent questions — investigate in parallel.
- Unknown-size discovery — keep going until additional passes surface nothing new.
Rules
- Cite the source: file and line, or the document consulted.
- Distinguish what was verified from what was inferred.
- Report contradicting evidence rather than picking the tidier story.
- Do not implement as a side effect of researching.
Output
- The question
- Findings, each with its source
- What remains unknown or unverifiable
- Recommended next step, if one follows
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.
- 3d ago First seen · 40 lines · 13 tokens per session scan A c449ecaa9357
research is a skill published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed 4d ago), licensed MIT. It adds 13 tokens to every session and 304 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to research, differing in 0 lines, and is treated as a copy.
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