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 jxoesneon/Ciel --skill skill-complygit clone --depth 1 https://github.com/jxoesneon/CielWrote 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/jxoesneon/ciel/skill-comply)<a href="https://agentmods.dev/skills/jxoesneon/ciel/skill-comply"><img src="https://agentmods.dev/badge/skills/jxoesneon/ciel/skill-comply/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/jxoesneon/ciel/skill-comply"><img src="https://agentmods.dev/badge/skills/jxoesneon/ciel/skill-comply.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 | $0.00024 | $0.00559 |
| Opus 5 | $0.00012 | $0.00280 |
| Sonnet 5 | $0.00005 | $0.00112 |
| Haiku 4.5 | $0.00002 | $0.00056 |
Grade A, and why
skill-comply 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
CIEL ADAPTATION: Skill Comply (Quality Audit)
This skill provides the data-backed answer to the question: "Is CIEL actually following its own rules?" It measures compliance by auto-generating scenarios and analyzing tool-call timelines against established behavioral specs.
Core Concepts
1. Spec Generation
The system auto-generates a "Behavioral Spec" from any .md rule or skill file, defining the expected sequence of actions (e.g., "Must grep_search before replace").
2. Prompt Independence
Compliance is measured at three strictness levels:
- Supportive: The user explicitly asks to follow the rule.
- Neutral: The user asks for a task without mentioning the rule.
- Competing: The user's request subtly conflicts with the rule (testing resilience).
3. Classification
The system runs the agent and captures the full tool-call trace. It then uses an LLM (not regex) to classify each tool call against the Spec steps and verify the temporal ordering.
Reporting
The final report provides:
- Compliance Score: % of steps correctly followed per strictness level.
- Tool Timeline: A visual trace of actions vs. expected behavior.
- Drift Detection: Identification of where the agent began to "hallucinate" or skip mandatory gates.
Usage
- Run
/skill-comply <path>to audit a specific rule or skill. - Used periodically by the Orchestrator to identify "soft" skills that need to be hardened or promoted into more rigid hooks.
Anti-Patterns
- Vibes-Based Auditing: Claiming a rule is followed because "it looks right" instead of checking the tool trace.
- Regex-Only Graders: Using brittle regex to find tool calls, missing the semantic intent of the agent.
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 · 62 lines · 24 tokens per session scan A b867eb7794d5
skill-comply is a skill published in the GitHub repository jxoesneon/Ciel (1 stars, last pushed 5d ago), licensed Apache-2.0. It adds 24 tokens to every session and 559 once invoked, about $0.0001 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 2026-09-03.
Other skills, from other repositories
surge
Use when a user provides a PRD, spec, or detailed requirements document and needs a full project delivered through iterative expert orchestration — multi-round analyze/research/design/implement/QA cycles with convergence detection. NOT for: single-file edits, quick prototypes, simple Q&A, or tasks without a written…
ai-native-software-dev
Use when the user asks to build, change, modernize, or reconstruct non-trivial software with an AI-native workflow, including greenfield development, work in an existing codebase, or authorized reference-based product reconstruction; also use when lifecycle planning, architecture, implementation, testing, review…
Code Quality Review
Conduct a comprehensive code quality review focused on clean code, architecture, and project standards.
redpolicy-guide
An editorial policy for turning webinar transcripts into self-contained guides. A transcript is a written record of spoken material, while a self-contained guide can be understood without watching the webinar.
write-overview
A workflow for researching and writing a review essay about a project topic when no finished source text exists. It gathers the facts, studies example essays when available and produces the article in a project output folder.
redpolicy-article
An editorial guide for writing comparison articles about services, tools, and products. It defines a consistent entry format covering the name, link, price, description, and notable features.