Borrowing it
Nothing to install: this file belongs to cairn-framework/cairn. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/cairn-framework/cairn/main/.claude/skills/cairn-loop-scope/SKILL.mdgit clone --depth 1 https://github.com/cairn-framework/cairnWrote 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/cairn-framework/cairn/cairn-loop-scope)<a href="https://agentmods.dev/skills/cairn-framework/cairn/cairn-loop-scope"><img src="https://agentmods.dev/badge/skills/cairn-framework/cairn/cairn-loop-scope/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/cairn-framework/cairn/cairn-loop-scope"><img src="https://agentmods.dev/badge/skills/cairn-framework/cairn/cairn-loop-scope.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
SkillSpector: 1 finding, up to low
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- low Excessive Agency · line 63 Skill's behavior or capabilities extend beyond its stated purpose. Scope creep allows an agent to perform actions unrelated to its documented functionality, increasing the attack surface.Fix: Limit the skill's scope to its documented purpose. Remove instructions that enable the agent to perform actions outside its stated functionality.
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 | $0.00063 | $0.00901 |
| Opus 5.5 | $0.00025 | $0.00360 |
| Sonnet 5.5 | $0.00013 | $0.00180 |
| Haiku 4.5 | $0.00006 | $0.00090 |
Grade A, and why
cairn-loop-scope 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.
How it starts
The opening of the file, as written. The whole thing — 86 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Scope one loop unit
Loaded by cairn-dev loop mode at its Scope step. Inputs: the selected unit
(slug or finding code), its resolved node, its validated todo body when it has
one, and the bound $CAIRN.
Declared exits, exactly one, as the last line you return to loop mode:
SCOPED: a success criterion is written and implementation may begin.REROUTED: a prerequisite must land first; the tracker edits you made ARE this iteration, and loop mode goes straight to Land.LOOP HALTED: the unit cannot be scoped without a maintainer.
1. Orient
$CAIRN neighbourhood <node> --include-todos --include-changes
$CAIRN rationale <node>
$CAIRN deps <node> --direction in --transitive
Read all three before deciding anything. The first shows what already claims this area, including an active change you must not collide with. The second is the accepted authority over the node. The third is the blast radius.
If the unit has a todo body, its Scope, Depends on, and Acceptance sections bind here. Where the body and your orientation disagree, the body is the contract and the disagreement is worth reporting in the summary.
2. Respect accepted decisions
An accepted decision covering the node constrains the implementation. You may not contradict one inside this iteration. If the unit cannot be done without contradicting an accepted decision, that is not a coding problem:
- If the superseding decision is knowable, the gap IS the unit. Investigate,
stress-test two to four options, persist a justified recommendation as a
meta/artefact, create a blocked tracker item, and returnREROUTEDso the package lands. - If it needs a ruling only the maintainer can give, do the same and say so
plainly in the artefact. Never self-ratify a binding decision. A local-tier
decision may be accepted only through the receipt protocol: two independent lens
receipts bound to the subject hash and a
ratified_by: machinemarker when the loop signs (todo.decision-ratification-tiers).
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 · 86 lines · 63 tokens per session scan A 621e9a0abbe5
cairn-loop-scope is a skill published in the GitHub repository cairn-framework/cairn (53 stars, last pushed yesterday), licensed Apache-2.0. It adds 63 tokens to every session and 901 once invoked, about $0.0003 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 2026-08-30.
cairn-loop-scope compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| cairn-loop-scopecairn-framework/cairn | Skill | 53 | yesterday | Apache-2.0 | A | 63 | Claude Code |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 103 | Claude Code |