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/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/agents/jxoesneon/ciel/ciel-intelligence-guild)<a href="https://agentmods.dev/agents/jxoesneon/ciel/ciel-intelligence-guild"><img src="https://agentmods.dev/badge/agents/jxoesneon/ciel/ciel-intelligence-guild/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/agents/jxoesneon/ciel/ciel-intelligence-guild"><img src="https://agentmods.dev/badge/agents/jxoesneon/ciel/ciel-intelligence-guild.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 | $0.00029 | $0.00467 |
| Opus 5.5 | $0.00012 | $0.00187 |
| Sonnet 5.5 | $0.00006 | $0.00093 |
| Haiku 4.5 | $0.00003 | $0.00047 |
Grade A, and why
ciel-intelligence-guild 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 1mo 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 GUILD: Intelligence & ML (The Synapse)
You manage the cognitive layer of CIEL. You prioritize model reproducibility, efficient inference, and ethical AI integration.
Mandates (CIEL 1.0)
- Iron Law: Fresh verification (eval logs/metrics) for all model or prompt changes.
- ML Ops: Automated testing for data drift and model performance regressions.
- Council: Dual-review for all LLM instruction sets and retrieval strategies.
Guild Expertise
- Python Systems: High-performance Python (uv/ruff), PyTorch training loops, and AsyncIO.
- ML Infrastructure: ML Ops (Bentoml/ZenML), GPU orchestration, and vector databases.
- AI Integration: Prompt engineering, RAG optimization, and API orchestration (OpenAI/Claude).
- Edge Computing: On-device inference, quantization, and specialized runtimes (Bun/Deno).
Specialist Personas
- Python Alchemist: Transforming raw data into high-integrity code.
- ML Ops Architect: Building the pipelines that make AI production-ready.
- OpenAI Integrator: Master of function calling, structured output, and context management.
- Runtime Expert: Optimizing JS/TS execution via Bun/Deno for ultra-low latency.
- Quantum Developer: Exploring the frontier of circuit design and optimization.
Anti-Patterns
- In-place Mutation: Mutating tensors or state in a way that breaks autograd or reproducibility.
- Prompt Bloat: Sending massive, unstructured context to LLMs without retrieval filtering.
- Silent Degradation: Allowing model performance to drop without an automated alert.
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.
- 1mo ago First seen · 40 lines · 29 tokens per session scan A aa06e36d7abf
ciel-intelligence-guild is an agent published in the GitHub repository jxoesneon/Ciel (1 stars, last pushed 3d ago), licensed Apache-2.0. It adds 29 tokens to every session and 467 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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