prompt-engineer SKILL.md skillA

prompt-engineer from bastani-inc/atomic is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add bastani-inc/atomic/prompt-engineer@git:20261026.c93636e

Pins git:20261026.c93636e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
bastani-inc/atomic
Path
packages/workflows/skills/prompt-engineer/SKILL.md
Versions recorded
10
Latest version
git:20261026.c93636e, committed Oct 26, 2026
First version recorded
May 15, 2026
Size
5,708 bytes
Repository stars
880
License
a license file GitHub does not identify

Write, evaluate, migrate, or troubleshoot prompts for GPT and Claude models.

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

# Prompt engineering

Create or revise prompts for the user's target model. Keep the common prompt portable and load only the relevant model guide. Each page connects an observed behavior to a prompt adjustment, prompt wording, and caveats. Use the matching patterns rather than pasting the whole guide into a prompt. The guides cover prompts, not API request settings; behavior does not transfer automatically between models.

## Workflow

1. Establish the outcome, audience, model, authorization, output, and representative failures. Ask only for missing information that materially changes the prompt.
2. Read the needed shared reference and the target model's page below. Resolve paths from this skill directory.
3. Remove obsolete or redundant guidance before adding text. Preserve binding requirements.
4. For complex prompts, use `Role · Goal · Success criteria · Constraints · Tools · Output · Stop rules`; omit sections that do not change behavior.
5. Change one prompt or configuration variable at a time and compare representative cases. Measure task success, output validity, tool behavior, latency, tokens, and cost where available.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add bastani-inc/atomic/prompt-engineer@sha256:0cea74dd76db0776

The line at the top of this page pins the label git:20261026.c93636e, 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_2m5nohlak7yxqzle.svg)](https://markdownregistry.com/a/art_2m5nohlak7yxqzle)

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

Versions

The registry has recorded 10 versions of this file, between May 15, 2026 and Oct 26, 2026, about one every 18 days.

versioncommittedcommitsizeaudit
git:20261026.c93636e latest2026-10-26 c93636e 5,708 BA view · diff
git:20261008.38395db2026-10-08 38395db 5,484 BA view · diff
git:20260930.f8750372026-09-30 f875037 5,329 BA view · diff
git:20260929.3f4ad5e2026-09-29 3f4ad5e 5,152 BA view · diff
git:20260922.10ccc6b2026-09-22 10ccc6b 4,948 BA view · diff
git:20260922.e19b6dd2026-09-22 e19b6dd 4,916 BA view · diff
git:20260905.6a0c7df2026-09-05 6a0c7df 4,606 BA view · diff
git:20260905.186ad8e2026-09-05 186ad8e 5,462 BA view · diff
git:20260726.a025cf72026-07-26 a025cf7 5,374 BA view · diff
git:20260515.c4cb45d2026-05-15 c4cb45d 8,354 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 (5708 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

bastani-inc/atomic · 880 stars · license a license file GitHub does not identify · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2m5nohlak7yxqzle
GET https://markdownregistry.com/api/v1/resolve?ref=bastani-inc/atomic/prompt-engineer
GET https://markdownregistry.com/api/v1/blob/0cea74dd76db0776f3edd6c98587e007480e7aec14c95721e98e1954c24a04ef

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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