Borrowing it
Nothing to install: this file belongs to huifer/zeus. 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/huifer/zeus/main/.claude/skills/zeus-feedback/SKILL.mdgit clone --depth 1 https://github.com/huifer/zeusWrote 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/huifer/zeus/zeus-feedback)<a href="https://agentmods.dev/skills/huifer/zeus/zeus-feedback"><img src="https://agentmods.dev/badge/skills/huifer/zeus/zeus-feedback/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/huifer/zeus/zeus-feedback"><img src="https://agentmods.dev/badge/skills/huifer/zeus/zeus-feedback.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 | $0.00047 | $0.00609 |
| Opus 5.5 | $0.00019 | $0.00244 |
| Sonnet 5.5 | $0.00009 | $0.00122 |
| Haiku 4.5 | $0.00005 | $0.00061 |
Grade A, and why
zeus-feedback 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.
How it starts
The opening of the file, as written. The whole thing — 110 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Zeus Feedback - Attribution and Evolution Trigger
Use this skill to convert real-world feedback into traceable product decisions.
Core rule
Never recommend roadmap actions before attribution analysis is complete.
Preconditions
.zeus/{version}/task.jsonexists..zeus/{version}/feedback/is writable..zeus/{version}/evolution.mdis writable.
Deterministic workflow
1) Capture raw feedback
Accept natural language, structured metrics, or mixed input.
2) Fill missing context
If essential details are missing, ask one question at a time:
- time window,
- observed metric deltas,
- user segment affected.
3) Optional metrics enrichment
If .zeus/scripts/collect-metrics.sh exists, ask for permission and run:
bash .zeus/scripts/collect-metrics.sh
Merge output into feedback evidence.
4) Run attribution analysis
Read:
- completed tasks in
.zeus/{version}/task.json - recent
.zeus/{version}/ai-logs/* - previous feedback history
- recent git commits (
git log --oneline -20)
Compute candidate task attribution with confidence score:
- high >= 0.80
- medium 0.50-0.79
- low < 0.50
5) Evaluate evolution signal
Set requires_new_version true when:
- gap is structural (not a normal iteration),
- repeated unmet need appears across feedback cycles,
- target segment diverges from current version strategy.
6) Write feedback artifact
Create .zeus/{version}/feedback/{YYYY-MM-DD-HHmmss}.json including:
- raw data,
- attribution list,
- evolution signal,
- roadmap absorption flag.
7) Append evolution timeline
Append a FEEDBACK record in .zeus/{version}/evolution.md.
8) Write AI log
Create .zeus/{version}/ai-logs/{ISO-ts}-feedback.md.
9) Ask for decision
If evolution signal is true, offer:
- A) start
/zeus:evolve - B) backlog in current roadmap
- C) ignore suggestion
10) Apply selected action
- A: invoke evolve with gap context
- B: append roadmap backlog item
- C: record-only outcome
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 · 110 lines · 47 tokens per session scan A 5c4b4aee1aa9
zeus-feedback is a skill published in the GitHub repository huifer/zeus (22 stars, last pushed 6mo ago), licensed MIT. It adds 47 tokens to every session and 609 once invoked, about $0.0002 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.
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