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 muratsilahtaroglu/claude-code-starter-kit --skill keel-researchgit clone --depth 1 https://github.com/muratsilahtaroglu/claude-code-starter-kitWrote 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/muratsilahtaroglu/claude-code-starter-kit/keel-research)<a href="https://agentmods.dev/skills/muratsilahtaroglu/claude-code-starter-kit/keel-research"><img src="https://agentmods.dev/badge/skills/muratsilahtaroglu/claude-code-starter-kit/keel-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/muratsilahtaroglu/claude-code-starter-kit/keel-research"><img src="https://agentmods.dev/badge/skills/muratsilahtaroglu/claude-code-starter-kit/keel-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 | $0.00031 | $0.00328 |
| Opus 5.5 | $0.00012 | $0.00131 |
| Sonnet 5.5 | $0.00006 | $0.00066 |
| Haiku 4.5 | $0.00003 | $0.00033 |
Grade A, and why
keel-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 2mo 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
/keel-research — structured, opt-in external research
HARD GATE: never run without the user's explicit opt-in in THIS session (rules.md §8.27). If the user hasn't opted in, stop and ask first. Produce a verified, cited evidence trail — never blind copy.
Workflow:
- Scope — confirm the question + which platforms to scan (
github,articles,linkedin,huggingface,web). Add/drop platforms to fit the question. - Fan out — one
researchersubagent (.claude/agents/researcher.md) per platform, in parallel. Each searches, reads real sources (not just snippets), and writesresearch/<platform>/findings.md. Large/raw artifacts go toresearch/<platform>/downloads/(git-ignored). - Cite + rate — every claim carries its source URL + a confidence note; flag low-signal/paywalled sources.
- Verify (rules.md §4) — as the main agent, don't accept sub-agent output blindly; sanity-check the load-bearing claims before they drive anything.
- Synthesize — a short cross-platform summary; conclusions that drive a decision go into an ADR
(
docs/adr/) ordocs/, not left buried underresearch/.
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.
- 2mo ago First seen · 22 lines · 31 tokens per session scan A 6569c29fd179
keel-research is a skill published in the GitHub repository muratsilahtaroglu/claude-code-starter-kit (9 stars, last pushed 1mo ago), licensed MIT. It adds 31 tokens to every session and 328 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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