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.
git clone --depth 1 https://github.com/primeline-ai/claude-adaptive-researchWrote 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/commands/primeline-ai/claude-adaptive-research/cancel-loop)<a href="https://agentmods.dev/commands/primeline-ai/claude-adaptive-research/cancel-loop"><img src="https://agentmods.dev/badge/commands/primeline-ai/claude-adaptive-research/cancel-loop/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/commands/primeline-ai/claude-adaptive-research/cancel-loop"><img src="https://agentmods.dev/badge/commands/primeline-ai/claude-adaptive-research/cancel-loop.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 | $0.00007 | $0.00114 |
| Opus 5 | $0.00003 | $0.00057 |
| Sonnet 5 | $0.00001 | $0.00023 |
| Haiku 4.5 | $0.00001 | $0.00011 |
Grade A, and why
cancel-loop 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 9d 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
/cancel-loop
Stops the currently active research loop.
Steps
- Check if
_autonomous/loop.state.mdexists - If yes:
- Delete
_autonomous/loop.state.md - Run
tmux kill-session -t autorun 2>/dev/nullto clean up any tmux session - Confirm: "Research loop cancelled. State file removed and tmux session killed."
- Delete
- If no: "No active research loop found."
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.
- 9d ago First seen · 17 lines · 7 tokens per session scan A 23fb03526123
cancel-loop is a command published in the GitHub repository primeline-ai/claude-adaptive-research (12 stars, last pushed 3mo ago), licensed MIT. It adds 7 tokens to every session and 114 once invoked, about $0.0000 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.
Other commands, from other repositories
recall-save
Generate / overwrite .recall/context.md with Recall's local offline summarizer.
notebook-query
Query the notebook knowledge base (SQLite) built by /agy:notebook — precise, grounded, cited. Ask in natural language ("sum the amounts by category", "which docs mention 'Acme Corp'", "build a project timeline") or pass raw SQL. Read-only. Use this when you need exact aggregates/lookups across a document corpus…
ccc-orchestrate
Sequential and tmux/worktree orchestration guidance for multi-agent workflows.
standup
Show a daily standup summary with completed, in-progress, and blocked tasks across all active epics.
design
A command that turns an existing plan into a detailed technical design for building the feature.
complete
Signal that a skill's work is complete. Triggers downstream subscriptions with "when": "complete" timing. Automatically invoked — do not run manually.