curator-evolution

curator-evolution is a skill for Claude Code, Codex from pingchesu/hermes-curator-evolver. It costs 41 tokens per session (965 once invoked), scanned A, original, MIT.

A tool for examining evidence from Hermes Curator Evolver, a system that proposes guarded improvements to coding-agent skills. It helps interpret reports, proposals, candidate matches, verification results, and automatic runs.

In plain words
What is it for?
Use it to review historical session data, assess improvement proposals, search for related skills, inspect automatic-run output, and apply approved changes with backups, verification, and rollback.
Why use it?
It separates observed evidence from conclusions and adds checks around proposed skill changes, reducing the risk of changing a skill because of one misleading failure.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review historical session data, assess improvement proposals, search for…

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Install with agentmods
npx agentmods add skills/pingchesu/hermes-curator-evolver/curator-evolution
Install

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.

Any agent
npx skills add pingchesu/hermes-curator-evolver --skill curator-evolution
Clone the repo
git clone --depth 1 https://github.com/pingchesu/hermes-curator-evolver

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for curator-evolution

README.md
[![agentmods](https://agentmods.dev/badge/skills/pingchesu/hermes-curator-evolver/curator-evolution.svg)](https://agentmods.dev/skills/pingchesu/hermes-curator-evolver/curator-evolution)
Your own site
<a href="https://agentmods.dev/skills/pingchesu/hermes-curator-evolver/curator-evolution"><img src="https://agentmods.dev/badge/skills/pingchesu/hermes-curator-evolver/curator-evolution.svg" alt="Measured on agentmods" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 965 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00041 $0.00965
Opus 5 $0.00020 $0.00483
Sonnet 5 $0.00008 $0.00193
Haiku 4.5 $0.00004 $0.00097

Measured 2d ago against content hash 21be8e51dc40, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

curator-evolution 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 2d 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.

hermes_curator_evolver/skills/curator-evolution/SKILL.md · 47 lines

How it starts

The opening of the file, as written. The whole thing — 47 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Curator Evolution

Hermes Curator Evolver starts from evidence and keeps mutation guarded. Reports and proposals are review artifacts. auto-run can make skills actually improve, but only through low-risk bounded managed blocks, reference spillover for bulky evidence, and guarded apply.

Interpretation Checklist

  1. Separate evidence from conclusions.
  2. Repeated tool errors suggest a possible missing pitfall or verification step in a skill.
  3. Repeated skill reads suggest the skill is active and worth keeping discoverable.
  4. A single failure is not enough evidence to rewrite a skill.
  5. If the skill was correct but the agent ignored it, improve triggers/descriptions only when evidence repeats.
  6. Candidate search is advisory; embedding/reranker models only find candidates and do not decide edits.
  7. backfill-sessions reads current Hermes state.db sessions through the read-only SessionDB API and retains explicit legacy session_*.json support; it is model-free and does not mutate skills.
  8. auto-run --semantic-candidates and --rerank-candidates are explicit opt-ins that only reorder evidence-eligible candidates.
  9. Guarded apply requires approval, backup, verifier/validation pass, and rollback.
  10. auto-run mutates only when both --apply-low-risk and --approve-auto-apply are set.
  11. Even with write flags, unattended auto-apply writes only local agent-created skills. Official/bundled skills (.bundled_manifest), hub-installed skills (.hub/lock.json), plugin-provided skills, skills.external_dirs, pinned skills, and unknown sources are skipped.
  12. Core-name allowlists only operate inside that local agent-created source boundary; they do not override provenance.
  13. Size guardrails target a 90k SKILL.md soft cap, spill bulky autorun evidence into references/, and skip unattended writes when the target skill is already over the 100k hard cap.
  14. install-auto --enable creates a native user scheduler: systemd user timer on Linux, launchd LaunchAgent on macOS; remove it with uninstall-auto before plugin uninstall.

Read the full file on GitHub · 47 lines

Changes

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.

  1. 2d ago Changed 21be8e51dc40
  2. 7d ago First seen · 47 lines · 41 tokens per session scan A f259e871311a

Subscribe to this mod's changes

curator-evolution is a skill published in the GitHub repository pingchesu/hermes-curator-evolver (38 stars, last pushed 6d ago), licensed MIT. It adds 41 tokens to every session and 965 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 2026-08-30.

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