Home / owenob1 / prompt-improver · skills/prompt-improver/SKILL.md · GitHub

prompt-improver skillA

prompt-improver is agent-read markdown (skill) from owenob1/prompt-improver: Transform vague prompts into precise, verifiable structured XML prompts that coding agents execute reliably. Modes: execute (default — generate then run) and plan (generate XML for review first). Use when the user says improve prompt, make this work better, prompt engineer, structure a request, plan a complex change before coding, or when a rough request needs verification criteria before execution. Do not use when the input is already a well-structured XML prompt or detailed implementation spec.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# prompt-improver

Turn rough user intent into high-quality, executable XML specifications via a **headless generator** (improvement-only), then execute or review that result in the host agent.

## Modes and per-prompt flags

Leading tokens (like `plan`) are stripped before treating the rest as the raw request. Order does not matter; both may appear.

| Token | Effect |
|-------|--------|
| *(none)* | **Execute** — headless-generate, brief plan, host executes |
| `plan` | **Plan** — headless-generate, show XML, wait for decision |
| `model:<id>` or `model=<id>` | Override generator model **for this run only** |

Examples:

```text
/prompt-improver "Fix the flaky auth tests"
/prompt-improver plan "Fix the flaky auth tests"
/prompt-improver model:fable "Fix the flaky auth tests"
/prompt-improver plan model:gpt-6-sol "Refactor payments"
```
…

Read the whole file at its exact version.

How to install

Latest version
mdr add owenob1/prompt-improver/prompt-improver@v1.1.0
Exact content
mdr add owenob1/prompt-improver/prompt-improver@sha256:72b7008fdb7a2e6f

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yzxmw67ygbb3iez5.svg)](https://markdownregistry.com/a/art_yzxmw67ygbb3iez5)

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Versions

versioncommittedcommitsizeaudit
v1.1.0 latest2026-09-23 2533046 11,026 BA view · diff
v1.1.02026-09-23 7b35ff7 10,776 BA view · diff
v1.0.02026-07-31 1543555 9,562 BA view · diff
v1.0.02026-07-09 b5ab4ee 9,550 BA view · diff
v1.0.02026-07-09 fdb70de 9,439 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (11026 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

owenob1/prompt-improver · 6 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yzxmw67ygbb3iez5
GET https://markdownregistry.com/api/v1/resolve?ref=owenob1/prompt-improver/prompt-improver
GET https://markdownregistry.com/api/v1/blob/72b7008fdb7a2e6f70833236350116298a6a7caa924d0f8094e9b0deb30637bc

Your agent 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.

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Every file in owenob1/prompt-improver

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