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humanize

Humanize - An iterative development plugin that uses Codex to review Claude's work. Creates a feedback loop where Claude implements plans and Codex independently reviews progress, ensuring quality through continuous refinement.

ClaudePluginHub fallbackgenerated from the plugin's indexed repository (ianliuy/humanize-copilot) — no native marketplace selected

npx claudepluginhub ianliuy/humanize-copilot

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Stars

Med: 0·Avg: 495

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What's Inside

Slash Commands11

Cancel PR Loop

/cancel-pr-loop

Cancel active PR loop

Cancel RLCR Loop

/cancel-rlcr-loop

Cancel active RLCR loop

Generate Flow Definition

/gen-flow

Generate a structured flow-definition file for any task type

Generate Idea, Plan, and Auto-Start Implementation

/gen-idea-auto

Generate idea, plan, and auto-start RLCR loop — full pipeline

Generate Idea Draft from Loose Input

/gen-idea

Generate a repo-grounded idea draft via directed-swarm exploration

Agents4

bitlesson-selector

/bitlesson-selector

Selects required BitLesson entries for a specific sub-task. Use before execution for every task or sub-task.

draft-relevance-checker

/draft-relevance-checker

Checks if a draft document is relevant to the current repository. Use when validating draft content for gen-plan command.

plan-compliance-checker

/plan-compliance-checker

Checks plan relevance and compliance before RLCR loop. Use when validating plan files for start-rlcr-loop command.

plan-understanding-quiz

/plan-understanding-quiz

Analyzes a plan and generates multiple-choice technical comprehension questions to verify user understanding before RLCR loop. Use when validating user readiness for start-rlcr-loop command.

Skills9

ask-codex

/ask-codex

Consult Codex as an independent expert. Sends a question or task to codex exec and returns the response.

humanize-artifact-loop

/humanize-artifact-loop

Start an iterative artifact loop for non-code deliverables with Codex-based summary review.

humanize-gen-flow

/humanize-gen-flow

Generate a structured flow-definition file for any task type using the artifact loop.

humanize-gen-idea-auto

/humanize-gen-idea-auto

Full auto pipeline — generate idea draft, create plan, and start RLCR loop. Chains gen-idea → gen-plan-auto in one command.

humanize-gen-plan-auto

/humanize-gen-plan-auto

Generate a structured implementation plan and auto-start RLCR loop. Wraps gen-plan with auto-start always enabled, plus RLCR parameter pass-through.

Hooks1

Event Hooks

Bash

File writes

9 hooks across 4 events

The plugin manifest points to a different repository than the source indexed by ClaudePluginHub.

Stats

Version1.16.0

LanguageShell

Stars0

MaintenanceExcellent

LicenseMIT

Last CommitApr 28, 2026

AddedJul 15, 2026

Actions

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Safety Signals

Caution

Executes bash commands

Hook triggers when Bash tool is used

Modifies files

Hook triggers on file write and edit operations

README

Humanize

Current Version: 1.16.0

Derived from the GAAC (GitHub-as-a-Context) project.

A Claude Code plugin that provides iterative development with independent AI review. Build with confidence through continuous feedback loops.

What is RLCR?

RLCR stands for Ralph-Loop with Codex Review, inspired by the official ralph-loop plugin and enhanced with independent Codex review. The name also reads as Reinforcement Learning with Code Review -- reflecting the iterative cycle where AI-generated code is continuously refined through external review feedback.

Core Concepts

Iteration over Perfection -- Instead of expecting perfect output in one shot, Humanize leverages continuous feedback loops where issues are caught early and refined incrementally.
One Build + One Review -- Claude implements, Codex independently reviews. No blind spots.
Ralph Loop with Swarm Mode -- Iterative refinement continues until all acceptance criteria are met. Optionally parallelize with Agent Teams.
Begin with the End in Mind -- Before the loop starts, Humanize verifies that you understand the plan you are about to execute. The human must remain the architect. (Details)

How It Works

RLCR Workflow

The loop has two phases: Implementation (Claude works, Codex reviews summaries) and Code Review (Codex checks code quality with severity markers). Issues feed back into implementation until resolved.

Install

# Add PolyArch marketplace
/plugin marketplace add PolyArch/humanize
# If you want to use development branch for experimental features
/plugin marketplace add PolyArch/humanize#dev
# Then install humanize plugin
/plugin install humanize@PolyArch

Requires codex CLI for review. See the full Installation Guide for prerequisites and alternative setup options.

Quick Start

Generate a plan from your draft:

/humanize:gen-plan --input draft.md --output docs/plan.md

Or go full auto -- idea → plan → RLCR in one command:

/humanize:gen-idea-auto "Add undo/redo support"
/humanize:gen-plan-auto --input draft.md --output docs/plan.md --yolo

Refine an annotated plan before implementation when reviewers add CMT: ... ENDCMT comments:
```
/humanize:refine-plan --input docs/plan.md
```
Run the loop:
```
/humanize:start-rlcr-loop docs/plan.md
```

Monitor progress:

source <path/to/humanize>/scripts/humanize.sh
humanize monitor rlcr

Monitor Dashboard

Humanize Monitor

Documentation

Usage Guide -- Commands, options, environment variables
Install for Claude Code -- Full installation instructions
Install for Codex -- Codex skill runtime setup
Install for Kimi -- Kimi CLI skill setup
Configuration -- Shared config hierarchy and override rules
Bitter Lesson Workflow -- Project memory, selector routing, and delta validation

License

MIT

humanize

Popularity

What's Inside

Confidence

README

Humanize

What is RLCR?

Core Concepts

How It Works

Install

Quick Start

Monitor Dashboard

Documentation

License

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