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 Xiaoher-C/agentbnb --skill genesis-feedbackgit clone --depth 1 https://github.com/Xiaoher-C/agentbnbWrote 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/xiaoher-c/agentbnb/genesis-feedback)<a href="https://agentmods.dev/skills/xiaoher-c/agentbnb/genesis-feedback"><img src="https://agentmods.dev/badge/skills/xiaoher-c/agentbnb/genesis-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/xiaoher-c/agentbnb/genesis-feedback"><img src="https://agentmods.dev/badge/skills/xiaoher-c/agentbnb/genesis-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 | $0.00038 | $0.01431 |
| Opus 5.5 | $0.00015 | $0.00572 |
| Sonnet 5.5 | $0.00008 | $0.00286 |
| Haiku 4.5 | $0.00004 | $0.00143 |
Grade A, and why
genesis-feedback scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s "{{hubUrl}}/api/providers/<your_owner>/reliability" | jq '.' How it starts
The opening of the file, as written. The whole thing — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.
genesis-feedback — Quality Signal Engine
Purpose
Every transaction on the Hub should leave a feedback record. Without feedback, reputation is blind. Blind reputation = untrusted network.
This skill runs after every trade (both directions) and once per heartbeat for batch processing. Use Layer 0 only — feedback structuring does not need heavy reasoning.
Part A — As Requester (you rented someone, now rate them)
Trigger
After genesis-trader completes an outgoing rental (success or failure).
Evaluate the result (v7 Failure-Aware)
First check failure_reason from the rental result:
| failure_reason | Submit feedback? | Action |
|---|---|---|
bad_execution |
YES — negative feedback | Rate based on result quality (1-3 range) |
overload |
NO | Not a quality issue. Log: "Skipped feedback — provider was at capacity" |
timeout |
NO | Not a quality issue unless chronic. Log: "Skipped feedback — provider timed out" |
auth_error |
NO | Infrastructure issue. Log: "Skipped feedback — auth error" |
not_found |
NO | Stale listing. Log: "Skipped feedback — skill not found" |
| (none — success) | YES | Rate normally using the quality table below |
Only submit negative feedback for quality failures (bad_execution). Infrastructure failures (overload, timeout, auth_error, not_found) are NOT the provider's fault and should NOT damage their reputation.
Use Layer 0 to classify the result received from provider:
| Outcome | rating | result_quality | would_reuse | cost_value_ratio |
|---|---|---|---|---|
| Exactly what was needed, fast | 5 | excellent | true | great |
| Correct but slow or verbose | 4 | good | true | fair |
| Partially correct, needed cleanup | 3 | acceptable | maybe | fair |
| Wrong output, had to redo | 2 | poor | false | overpriced |
| Complete failure | 1 | failed | false | overpriced |
Submit to Hub
agentbnb feedback submit --json '{
"transaction_id": "<uuid>",
"provider_agent": "<agent_id>",
"skill_id": "<skill_id>",
"requester_agent": "<your_agent_id>",
"rating": <1-5>,
"latency_ms": <number>,
"result_quality": "<excellent|good|acceptable|poor|failed>",
"quality_details": "<one sentence, max 100 chars>",
"would_reuse": <true|false>,
"cost_value_ratio": "<great|fair|overpriced>",
"timestamp": "<ISO-8601>"
}'
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 · 196 lines · 38 tokens per session scan A eab347c31752
genesis-feedback is a skill published in the GitHub repository Xiaoher-C/agentbnb (33 stars, last pushed 4mo ago), licensed MIT. It adds 38 tokens to every session and 1,431 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
genesis-feedback compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| genesis-feedbackXiaoher-C/agentbnb | Skill | 33 | 4mo ago | MIT | A | 38 | Claude Code, Codex |
| nsauditor-ainsasoft/nsauditor-ai-agent-skill | Skill | 4 | 3d ago | MIT | B | 242 | Claude Code |
| shiplogdevallibus/shiplog | Skill | 56 | 6mo ago | MIT | B | 46 | Claude Code |
| x-tweet-by-conversationbrowser-act/skills | Skill | 6.3k | 2d ago | MIT | A | 218 | Claude Code, Codex |
| pkf-writingPrismer-AI/PrismerCloud | Skill | 1.4k | 15d ago | MIT | A | 78 | Claude Code, Codex |
| render-3d-product-showcasegooseworks-ai/goose-skills | Skill | 1.3k | 10d ago | MIT | A | 159 | Claude Code, Codex |
| email-lifecycle-flow-writergooseworks-ai/goose-skills | Skill | 1.3k | 10d ago | MIT | A | 50 | Claude Code, Codex |