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 usefulmove/enso --skill generator-evaluator-loopgit clone --depth 1 https://github.com/usefulmove/ensoWrote 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/usefulmove/enso/generator-evaluator-loop)<a href="https://agentmods.dev/skills/usefulmove/enso/generator-evaluator-loop"><img src="https://agentmods.dev/badge/skills/usefulmove/enso/generator-evaluator-loop/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/usefulmove/enso/generator-evaluator-loop"><img src="https://agentmods.dev/badge/skills/usefulmove/enso/generator-evaluator-loop.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 | $0.00040 | $0.02439 |
| Opus 5.5 | $0.00016 | $0.00976 |
| Sonnet 5.5 | $0.00008 | $0.00488 |
| Haiku 4.5 | $0.00004 | $0.00244 |
Grade A, and why
generator-evaluator-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 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 — 272 lines — stays where its author put it; the contents beside it link to each section on GitHub.
generator-evaluator-loop
Automates the Generator→Evaluator→Generator feedback cycle for a single enso
story. The story's ### Verification section is the immutable contract. Tool
failures and convention violations trigger automatic retry. Subjective
disagreements on story intent or design principles pause the loop and escalate
to the human.
When to Use
- Story has a complete
### Verificationsection written by the Reasoner - Story
## Approach & Verification Planis finalized (planning phase complete) - Story
## Context ScopeWrite/Read/Exclude lists are defined - You want automated review with human escalation on disagreement
When NOT to Use
- Story is still in planning (Verification section incomplete or missing)
- Trivial single-step changes where review overhead exceeds value
- Story has no verifiable success criteria (commands, expected output, tests)
- Story is already in
reference/completed/— it's done
Roles
| Role | Mode | Responsibility |
|---|---|---|
| Generator | Generator | Executes story. Produces changes + execution notes. |
| Evaluator | Quality | Reads Verification criteria. Runs tools. Reviews conventions. Produces evaluation_result. |
| Arbiter | Human | Resolves Generator/Evaluator disagreements on story intent or design. |
The Reasoner writes the story before this skill is invoked. The Reasoner is not active during the loop.
The Loop
User invokes skill with story path
│
▼
┌─ VALIDATE ──────────────────────────────────────────┐
│ Story has complete Verification section? │
│ Context Scope defined? │
│ Branch/Worktree resolved (if applicable)? │
└──────────────────────────────────────────────────────┘
│ valid │ invalid
▼ ▼
Initialize Loop State Report + exit (do not start)
Append ## Loop State
to story
│
▼
┌─ GENERATOR (Generator mode) ────────────────────────────┐
│ Inputs: story + current context │
│ + prior evaluation_result (if iteration>0) │
│ Output: changes applied per Write scope │
│ + execution notes (what was done and why) │
└──────────────────────────────────────────────────────┘
│
▼
┌─ EVALUATOR (Quality mode) ──────────────────────────┐
│ 1. Load convention docs (see CONVENTIONS_MAP.md) │
│ 2. Run every tool in story Verification section │
│ 3. Review changes against loaded convention docs │
│ 4. Classify each finding: OBJECTIVE or SUBJECTIVE │
│ 5. Produce evaluation_result (see template) │
│ 6. Update Loop State iteration log │
└──────────────────────────────────────────────────────┘
│
├─── All criteria PASS ──────────────────────────▶ ACCEPTED
│ Check off Verification
│ boxes in story. Exit.
│
├─── OBJECTIVE rejections only ─────────────────▶ RETRY
│ (tool failure, cited convention violation) Increment iteration.
│ AND iteration < max Return to Generator
│ with feedback.
│
├─── Any SUBJECTIVE rejection ──────────────────▶ ESCALATE
│ (design judgment, story-intent ambiguity, Append escalation_notice
│ SOUL.md / project principle concern) to story. Exit. Await
│ human ruling.
│
└─── iteration ≥ max OR same finding 2× ────────▶ FORCE ESCALATE
(regardless of rejection type) Append escalation_notice
with full iteration
history. Exit.
What ships with it
5 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.
- 1mo ago First seen · 272 lines · 40 tokens per session scan A 8ae743dd0406
generator-evaluator-loop is a skill published in the GitHub repository usefulmove/enso (2 stars, last pushed 4mo ago), licensed MIT. It adds 40 tokens to every session and 2,439 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 2026-08-31.
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