ralph SKILL.md skillA

ralph from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add naimkatiman/continuous-improvement/ralph@git:20260517.966ce51

Pins git:20260517.966ce51 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
naimkatiman/continuous-improvement
Path
plugins/continuous-improvement/skills/ralph/SKILL.md
Versions recorded
5
Latest version
git:20260517.966ce51, committed May 17, 2026
First version recorded
Apr 27, 2026
Size
8,670 bytes
Repository stars
9
License
MIT

Enforces Law 6 (Iterate Means One Thing) of the 7 Laws of AI Agent Discipline at PRD scale. Ralph is an autonomous AI agent loop that runs repeatedly until all PRD items are complete. Converts PRDs to executable JSON, implements stories iteratively with quality checks, and tracks progress.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Ralph — Autonomous Agent Loop

Ralph runs iteratively until all PRD stories are complete. Each iteration: picks highest priority story, implements, runs quality checks, commits if passing, updates progress, repeats.

## When to Use

- Large features that exceed a single context window
- Multi-story PRDs that need consistent implementation
- Tasks requiring repeated verification and commit cycles
- Long-running development that benefits from persistence across interruptions

## Do NOT Use When

- Task is a one-shot fix completable in a single edit — just edit the file
- You haven't written a PRD yet — write the PRD first, then run Ralph against it
- The work spans fewer than 3 stories — single-iteration verification is enough
- You need to explore or plan before committing to scope — use a planning skill first; Ralph is for execution, not discovery
- You want manual control over each iteration — run quality checks yourself, no need for Ralph's loop

## Prerequisites

- Git repository
- PRD document (markdown format)
- `jq` installed (`brew install jq` on macOS)

## Workflow

### 1. Create a PRD

Generate a detailed requirements document using the PRD skill:

```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add naimkatiman/continuous-improvement/ralph@sha256:ab334428065c8e16

The line at the top of this page pins the label git:20260517.966ce51, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_iq2qupy6dfoocxwr.svg)](https://markdownregistry.com/a/art_iq2qupy6dfoocxwr)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Apr 27, 2026 and May 17, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20260517.966ce51 latest2026-05-17 966ce51 8,670 BA view · diff
git:20260503.b7b2ed12026-05-03 b7b2ed1 8,639 BA view · diff
git:20260503.e12848d2026-05-03 e12848d 6,260 BA view · diff
git:20260429.4947cb82026-04-29 4947cb8 3,817 BA view · diff
git:20260427.56c3ed42026-04-27 56c3ed4 3,725 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8670 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

naimkatiman/continuous-improvement · 9 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_iq2qupy6dfoocxwr
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/ralph
GET https://markdownregistry.com/api/v1/blob/ab334428065c8e16677f8122bada88777cd329bc569cabecf6e4158879c0b82a

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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