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 ihabkhaled/AI-Psychiatry --skill livelock-recoverygit clone --depth 1 https://github.com/ihabkhaled/AI-PsychiatryWrote 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/ihabkhaled/ai-psychiatry/livelock-recovery)<a href="https://agentmods.dev/skills/ihabkhaled/ai-psychiatry/livelock-recovery"><img src="https://agentmods.dev/badge/skills/ihabkhaled/ai-psychiatry/livelock-recovery/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/ihabkhaled/ai-psychiatry/livelock-recovery"><img src="https://agentmods.dev/badge/skills/ihabkhaled/ai-psychiatry/livelock-recovery.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 | $0.00037 | $0.00211 |
| Opus 5 | $0.00018 | $0.00105 |
| Sonnet 5 | $0.00007 | $0.00042 |
| Haiku 4.5 | $0.00004 | $0.00021 |
Grade A, and why
livelock-recovery 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 12d 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
Livelock Recovery
Core principle
Stop repeated activity, identify the unchanged outcome, change strategy materially, and reduce the search space.
Procedure
- Freeze the repeating action.
- Compare recent actions semantically.
- Name the outcome that did not change.
- Remove speculative branches and invalid assumptions.
- Choose a new hypothesis, evidence source, isolation, or layer.
- Reduce scope, retry once, then escalate or block if still unchanged.
Required output
Repeated cycle, unchanged metric, new strategy, reduced scope, and retry result.
Limits
Reset after 4 stalled cycles or 3 same-strategy attempts.
Common mistakes
Do not make recovery generate more hypotheses or perform a fourth equivalent attempt.
Stop condition
Stop when measurable progress resumes or an exact blocker is proven.
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.
- 12d ago First seen · 37 lines · 37 tokens per session scan A ddd731a3beb4
livelock-recovery is a skill published in the GitHub repository ihabkhaled/AI-Psychiatry (3 stars, last pushed 28d ago), licensed MIT. It adds 37 tokens to every session and 211 once invoked, about $0.0002 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 2026-08-31.
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