Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add Zane-0x5a/remotion-director/plugin install remotion-directorWrote 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/zane-0x5a/remotion-director/critic-loop)<a href="https://agentmods.dev/skills/zane-0x5a/remotion-director/critic-loop"><img src="https://agentmods.dev/badge/skills/zane-0x5a/remotion-director/critic-loop.svg" alt="Measured on agentmods" 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 | $0.00119 | $0.00852 |
| Opus 5 | $0.00060 | $0.00426 |
| Sonnet 5 | $0.00024 | $0.00170 |
| Haiku 4.5 | $0.00012 | $0.00085 |
Grade A, and why
critic-loop 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 8d 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 — 31 lines — stays where its author put it; the contents beside it link to each section on GitHub.
critic-loop
This stage turns N rendered draws into one refined piece. Two protocols govern it; both are the authoritative wording and are used verbatim (⟨…⟩ = slots the orchestrator fills, the rest unchanged). Do NOT paraphrase them — Read the files and use their exact text.
1 · Blind select — pick the most promising base
Read ${CLAUDE_PLUGIN_ROOT}/skills/critic-loop/BLIND-SELECT-PROTOCOL.md. Spawn the blind-selector agent (fresh, one-shot) with the brief + the N candidate dirs (each has 6 still-*.png + strip/). It selects for potential (the base whose ceiling after the loop is highest), not fewest current flaws — fixable execution nits must not count against a strong base. It returns { winner, reason }. The orchestrator does NOT judge; it hands over candidates and takes back the winner.
2 · Critic loop (甲乙环) — refine the winner until it converges
Read ${CLAUDE_PLUGIN_ROOT}/skills/critic-loop/CRITIC-PROTOCOL.md (条带规格 harness contract + the verbatim 甲 prompt + the per-round ferry message + 乙环纪律).
- 甲 (critic) = the
aesthetic-criticagent. Spawn ONE instance for the piece and continue the SAME instance across rounds (it is persistent — retained memory across rounds is the point — but design-blind: it sees only the frame strip + the brief, never DESIGN.md or code). It reports phenomena + severity and never prescribes a fix; its last line isCONVERGED: YES|NO. - 乙 (builder) = the SAME continuous-context builder instance that designed and built the winning draw (do NOT spawn a fresh agent to read-back context — that is the degraded rescue form). It receives 甲's verdict and adjudicates each item per §5 环纪律.
- The orchestrator ferries verbatim, both ways, and never judges aesthetics:
- 甲's verdict text → the builder's conversation, and archive it to
⟨RUN_DIR⟩/CRITIC-VERDICTS.md. - The builder's pixel-grounded rebuttal → 甲 (甲's INTEGRITY forbids it from reading any file other than the frames + its own crops, so it cannot fetch the rebuttal itself).
- 甲's verdict text → the builder's conversation, and archive it to
- The builder re-renders each round to
out/r⟨N⟩(render-arm then render-strip), confirms non-white, appends fixes to⟨RUN_DIR⟩/FIXES.md. - Loop until
CONVERGED: YES— no round cap. 甲's retained cross-round memory is what drives fast convergence (typically a few rounds); never stop it while high-/med-severity items remain. The result is the latestout/rN.
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 8d ago First seen · 31 lines · 119 tokens per session scan A 9c2ba85815eb
critic-loop is a skill published in the GitHub repository Zane-0x5a/remotion-director (28 stars, last pushed 16d ago), licensed MIT. It adds 119 tokens to every session and 852 once invoked, about $0.0006 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 2026-08-30.
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