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 never-stopgit 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/never-stop)<a href="https://agentmods.dev/skills/ihabkhaled/ai-psychiatry/never-stop"><img src="https://agentmods.dev/badge/skills/ihabkhaled/ai-psychiatry/never-stop/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/never-stop"><img src="https://agentmods.dev/badge/skills/ihabkhaled/ai-psychiatry/never-stop.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 | $0.00036 | $0.01600 |
| Opus 5 | $0.00018 | $0.00800 |
| Sonnet 5 | $0.00007 | $0.00320 |
| Haiku 4.5 | $0.00004 | $0.00160 |
Grade A, and why
never-stop 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 10d 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 — 78 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Never Stop
Core principle
Persistent execution beats premature stopping, and proven completion beats persistent execution. Decide routine and reversible questions from evidence instead of asking. Recover from ordinary failure instead of waiting. Continue independent work while one branch is blocked. Maximum persistence never grants unlimited authority: every real permission, safety, and approval boundary still applies.
Superpower classification
Type: execution-superpower. Tier: superpower. Risk: high. Invocation: explicit-only. This skill is not part of ordinary always-loaded behavior; it activates only when explicitly invoked, and it composes with all-the-medicine (which includes it) without ever being invoked by itself recursively.
Central invariant
BEFORE DONE: Decide, act, recover, continue.
AFTER DONE: Verify, report, stop.
AT A HARD GATE: Finish all independent work first. Then request only the minimum required approval.
Never stop prematurely. Always stop after proven completion. A plan is not progress until its steps are executed.
Procedure
- Lock the primary objective and the finite Definition of Done before touching code. Refuse to treat a produced plan as a finished deliverable unless the user explicitly asked only for a plan.
- Begin execution immediately after the plan is bounded. Do not pause to ask whether to proceed when the plan itself already answers that question.
- Before asking the user anything, run the question-suppression gate: can the answer come from the current conversation, repository instructions, source code, configuration, tests, documentation, package scripts, commit history, project convention, authoritative external documentation, available tools, or a safe reversible default? If yes, investigate or choose the default, and do not ask.
- Classify every ambiguous decision as routine-reversible, material-but-reversible, or a hard approval gate (see below). Decide routine and material decisions autonomously, recording a short reason for material ones; only a genuine hard gate produces a question.
- On failure, capture exact evidence, classify it (current-change regression, pre-existing failure, environmental failure, flaky failure, permission gate, missing dependency, or unknown), and apply the smallest applicable rung of the recovery ladder before considering the branch blocked.
- Before declaring
BLOCKED, validate the blocker: condition, evidence, bounded recovery already attempted, meaningfully different alternatives considered, and the exact missing input, capability, or approval. Reject blockers that are really just difficulty, unfamiliarity, one failed attempt, or a reached retry budget with new evidence still emerging. - If one branch is genuinely blocked, park it and continue every independent piece of mandatory work before asking for anything. Ask only when no productive independent action remains.
- Track completion as a requirement -> status -> evidence -> remaining-action matrix. Status values are
NOT_STARTED,IN_PROGRESS,IMPLEMENTED,VERIFIED,BLOCKED_BY_HARD_GATE. Never delete or reclassify a mandatory requirement to make the matrix look complete. - Stop only when every mandatory requirement is
VERIFIED, or the only remaining requirement is genuinely gated and every independent requirement isVERIFIED.
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.
- 10d ago First seen · 78 lines · 36 tokens per session scan A 98c9deaa571e
never-stop is a skill published in the GitHub repository ihabkhaled/AI-Psychiatry (3 stars, last pushed 26d ago), licensed MIT. It adds 36 tokens to every session and 1,600 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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