Agent skill

Judge Promote Flywheel

by jianzhichun in jianzhichun/emerge

A skill your agent uses when Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

MITAuto-check passed

Install Judge Promote Flywheel

skills CLI
$ npx skills add jianzhichun/emerge --skill judge-promote-flywheel -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jianzhichun/emerge judge-promote-flywheel --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/judge-promote-flywheel .claude/skills/judge-promote-flywheel && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
judge-promote-flywheel
GitHub stars
104
Token cost
~298 tokens
SKILL.md length
139 words
Files
1
Skills in repo
14
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

  • Works in 5 steps: Read the intent's current registry entry… → Inspect success rate, verify rate, human… → Compare the evidence with… → …
  • Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition
  • SKILL.md covers Workflow, Rules and Output
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Judge Promote Flywheel is an agent skill from jianzhichun/emerge. Use when Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The licence is MIT.

When your agent uses it

  • Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition

Example prompts

  • “/judge-promote-flywheel”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Read the intent's current registry entry and recent transition history.
  2. Inspect success rate, verify rate, human fixes, bridge failures, and recent outcomes.
  3. Compare the evidence with connector-local risk notes.
  4. If promotion is justified, call the explicit stage mechanism tool provided by the runtime.
  5. If not justified, leave state unchanged and explain the missing evidence.

What it can do on your machine

Read from SKILL.md and the folder at commit 035db30. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Judge Promote Flywheel loads about 298 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 139 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~43
When it runs · the whole SKILL.md, loaded when a task matches
~298

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jianzhichun/emerge at commit 035db30, republished under its MIT licence (© jianzhichun). 139 words, ~298 tokens.

Download SKILL.mdSave it as .claude/skills/judge-promote-flywheel/SKILL.md (or your agent's skills folder).
name
judge-promote-flywheel
description
Use when Emerge emits evidence_applied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

Judge Promote Flywheel

Use this when evidence_applied is visible. The registry stores facts; Claude evaluates whether they are enough for a requested transition.

Workflow

  1. Read the intent's current registry entry and recent transition history.
  2. Inspect success rate, verify rate, human fixes, bridge failures, and recent outcomes.
  3. Compare the evidence with connector-local risk notes.
  4. If promotion is justified, call the explicit stage mechanism tool provided by the runtime.
  5. If not justified, leave state unchanged and explain the missing evidence.

Rules

  • Never edit intents.json directly.
  • Treat silent-empty bridge regressions as safety failures.
  • Reads can tolerate smaller blast radius than irreversible writes, but evidence still must be real.
  • This skill is guidance only until the runtime exposes an approved explicit stage transition tool.

Output

Return the recommended target stage or no_change, evidence reviewed, and the safety rationale.

© jianzhichun, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/judge-promote-flywheel of jianzhichun/emerge.

Open the folder on GitHubat commit 035db30

Compare with similar skills

Judge Promote Flywheel next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Judge Promote Flywheel compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Judge Promote Flywheel this skilljianzhichun/emerge104—~298Automated safety check: PassMIT
Promotealirezarezvani/claude-skills28k1 repos~1.1kAutomated safety check: PassMIT
Fact Check X Unifiedsickn33/agentic-awesome-skills47k1 repos~1.7kAutomated safety check: PassApache-2.0
Fact Check X Completesickn33/agentic-awesome-skills47k1 repos~2.3kAutomated safety check: PassApache-2.0
Fact CheckTHU-MAIC/OpenMAIC40k—~1.9kAutomated safety check: WarnMIT
Fact Checkgarrytan/gbrain31k—~5.2kAutomated safety check: PassMIT

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Questions about Judge Promote Flywheel

What does Judge Promote Flywheel do?

A skill your agent uses when Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition. Judge Promote Flywheel is an agent skill from jianzhichun/emerge. Use when Emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

When should I use Judge Promote Flywheel?

Judge Promote Flywheel fits situations like: emerge emits evidenceapplied facts and Claude must review intent evidence before asking mechanism tools for an explicit stage transition.

How do I install Judge Promote Flywheel in Claude Code?

Run `npx skills add jianzhichun/emerge --skill judge-promote-flywheel -a claude-code`. Or copy the skill folder (skills/judge-promote-flywheel in jianzhichun/emerge) into .claude/skills/judge-promote-flywheel in your project. Claude Code loads it when a task matches its description.

How do I install Judge Promote Flywheel in Codex?

Run `npx skills add jianzhichun/emerge --skill judge-promote-flywheel -a codex`. Or copy the skill folder (skills/judge-promote-flywheel in jianzhichun/emerge) into .agents/skills/judge-promote-flywheel in your project. Codex loads it when a task matches its description.

Can I use Judge Promote Flywheel in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jianzhichun/emerge --skill judge-promote-flywheel -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/judge-promote-flywheel, .gemini/skills/judge-promote-flywheel, .github/skills/judge-promote-flywheel and .opencode/skills/judge-promote-flywheel in your project.

What does Judge Promote Flywheel need to run?

SKILL.md names no scripts, command-line tools or credentials: Judge Promote Flywheel is instructions for the agent only.

Does Judge Promote Flywheel access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Judge Promote Flywheel safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Judge Promote Flywheel use?

Judge Promote Flywheel is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Judge Promote Flywheel use?

About 298 tokens (SKILL.md is roughly 1.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Judge Promote Flywheel?

Skills that share tags, products or a category with Judge Promote Flywheel: Promote (alirezarezvani/claude-skills, 28k stars), Fact Check X Unified (sickn33/agentic-awesome-skills, 47k stars), Fact Check X Complete (sickn33/agentic-awesome-skills, 47k stars) and Fact Check (THU-MAIC/OpenMAIC, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Judge Promote Flywheel?

jianzhichun (a GitHub user) maintains it in jianzhichun/emerge, which has 104 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on April 26, 2026.

Source: jianzhichun/emerge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.