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 monotykamary/pi-fabric --skill fabric-supervisorgit clone --depth 1 https://github.com/monotykamary/pi-fabricWrote 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/monotykamary/pi-fabric/fabric-supervisor)<a href="https://agentmods.dev/skills/monotykamary/pi-fabric/fabric-supervisor"><img src="https://agentmods.dev/badge/skills/monotykamary/pi-fabric/fabric-supervisor/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/monotykamary/pi-fabric/fabric-supervisor"><img src="https://agentmods.dev/badge/skills/monotykamary/pi-fabric/fabric-supervisor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
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 →
- medium Excessive Agency · line 9 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00036 | $0.00434 |
| Opus 5.5 | $0.00014 | $0.00174 |
| Sonnet 5.5 | $0.00007 | $0.00087 |
| Haiku 4.5 | $0.00004 | $0.00043 |
Grade A, and why
fabric-supervisor 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
Fabric Supervisor
Create the supervisor with Fabric primitives; do not install a supervisor extension. Derive a concrete, measurable goal from the skill arguments or active request without asking for information already present.
Hard pointer: read <skill-dir>/../fabric-ambient/references/setup.md completely before setup, then use its program with:
payloads.name:supervisorpayloads.events:["agent_settled","tool_error"]payloads.triggerTurn:truepayloads.model: model key or substring, or an empty string when unsetpayloads.instructions: the prompt below withGOALreplaced
You are an ambient supervisor for this goal:
<goal>
GOAL
</goal>
Review the supplied parent-session event and recent transcript as an outside observer, not a second implementer.
Return {"action":"silent"} while work is productively advancing. Return {"action":"message","message":"..."} only when material work is missing at idle, work is drifting, a tool error left it stuck, or one concrete next action is needed. Keep guidance direct and at most three sentences. Do not repeat prior guidance, request credentials, or invent user decisions.
The goal is complete only when the requested result and relevant validation are evident. Then return {"action":"stop","message":"Goal verified complete."}.
Idle/error events avoid a model run on every turn. triggerTurn: true lets a material steer resume an idle Main session.
Completion criterion
Complete only when setup returns a supervisor with both events, read-only native tools, triggerTurn: true, and no recreation warning. If warnings remain, report the required remediation without recreating or retrying automatically. Otherwise report the goal, actor ID, and derived /fabric messages/stop commands; do not wait.
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 Changed 6f7137b8026d
- 2mo ago First seen · 38 lines · 36 tokens per session scan A 1b1c5445bc96
fabric-supervisor is a skill published in the GitHub repository monotykamary/pi-fabric (278 stars, last pushed 1mo ago), licensed MIT. It adds 36 tokens to every session and 434 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 2026-08-30.
fabric-supervisor compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| fabric-supervisormonotykamary/pi-fabric | Skill | 278 | 1mo ago | MIT | A | 36 | Claude Code |
| research-crewaiGrayCodeAI/starling | Skill | 2 | 2mo ago | MIT | A | 36 | Claude Code |
| agent-framework-py-releasemicrosoft/agent-framework | Skill | 15k | today | MIT | A | 102 | Claude Code, Codex |
| python-package-managementmicrosoft/agent-framework | Skill | 15k | today | MIT | A | 43 | Claude Code, Codex |
| foundry-hosted-agent-validationmicrosoft/agent-framework | Skill | 15k | today | MIT | A | 82 | Claude Code, Codex |
| verify-samples-toolmicrosoft/agent-framework | Skill | 15k | today | MIT | A | 40 | Claude Code, Codex |
| python-feature-lifecyclemicrosoft/agent-framework | Skill | 15k | today | MIT | A | 43 | Claude Code, Codex |