ai-assisted-development SKILL.md skillA

ai-assisted-development from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add peterbamuhigire/chwezi-dev-engine/ai-assisted-development@git:20260929.65e3315

Pins git:20260929.65e3315 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
peterbamuhigire/chwezi-dev-engine
Path
skills/sdlc-meta/ai-assisted-development/SKILL.md
Versions recorded
5
Latest version
git:20260929.65e3315, committed Sep 29, 2026
First version recorded
Sep 7, 2026
Size
9,063 bytes
Repository stars
28
License
MIT

Use when coordinating AI-assisted planning, implementation, review of an AI-generated pull request before merge, onboarding an AI agent to a legacy codebase's implicit style, looking up current library docs instead of stale memory, modernisation, human approval, CI evidence, or bounded multi-agent work.

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

## Platform Notes

- Optional helper plugins may help in some environments, but they must not be treated as required for this skill.

# AI-Assisted Development Orchestration
Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

<!-- dual-compat-start -->
## Use When

- Orchestrate AI coding agents, human reviewers, CI, and delivery workflows for professional software work. Use when coordinating AI-assisted planning, implementation, code review, modernization, documentation, or multi-agent development.

## Evidence Produced

| Category | Artifact | Format | Example |
|----------|----------|--------|---------|
| Release evidence | AI agent orchestration record | Markdown doc capturing agent assignments, hand-offs, and review checkpoints across the project | `docs/ai/agent-orchestration-2026-04-16.md` |

## References

- Use the `references/` directory for deep detail after reading the core workflow below.
## Book-informed practice route

Apply the human-owned, scenario-constrained AI workflow in [the slice, review, and recovery practice](../world-class-engineering/references/slice-review-and-recovery-practice.md).
<!-- dual-compat-end -->
## Overview
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add peterbamuhigire/chwezi-dev-engine/ai-assisted-development@sha256:937cc7f207a3616e

The line at the top of this page pins the label git:20260929.65e3315, 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_c7n2xosyhvv55oub.svg)](https://markdownregistry.com/a/art_c7n2xosyhvv55oub)

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

Versions

The registry has recorded 5 versions of this file, between Sep 7, 2026 and Sep 29, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20260929.65e3315 latest2026-09-29 65e3315 9,063 BA view · diff
git:20260924.eb7972e2026-09-24 eb7972e 8,764 BA view · diff
git:20260924.29cdc2b2026-09-24 29cdc2b 7,921 BA view · diff
git:20260914.eeb43ee2026-09-14 eeb43ee 7,525 BA view · diff
git:20260907.1b775c12026-09-07 1b775c1 7,312 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 (9063 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

peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_c7n2xosyhvv55oub
GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-assisted-development
GET https://markdownregistry.com/api/v1/blob/937cc7f207a3616e5aebb5a084572cf28f43f9bddc354b50aa10f623820820e1

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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