reverse-spec-for-rebuild SKILL.md skillA

reverse-spec-for-rebuild from blackbelttechnology/pi-agent-dashboard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add blackbelttechnology/pi-agent-dashboard/reverse-spec-for-rebuild@git:20261006.3a198d2

Pins git:20261006.3a198d2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
blackbelttechnology/pi-agent-dashboard
Path
packages/eng-disciplines/.pi/skills/reverse-spec-for-rebuild/SKILL.md
Versions recorded
3
Latest version
git:20261006.3a198d2, committed Oct 6, 2026
First version recorded
Oct 3, 2026
Size
19,760 bytes
Repository stars
341
License
MIT

Characterize existing code into a rebuild package a team can reimplement from without the source: behavior specs, domain model, BR-NNN rules (explicit/implicit), quirks, gaps, entry-point completeness, each claim cited file:line with confidence. Use on "reverse-engineer this for a rebuild", "extract the business rules", "reimplement X without the original code", "characterize code for a rewrite".

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

# reverse-spec-for-rebuild

Turn existing code into a **rebuild package**: enough data shapes, business
rules, implicit behavior, provenance and known unknowns that a team can rebuild
the same business logic and use cases without the original source. Works in any
git repository; a kb tree and the OpenSpec CLI are optional accelerators.

Not the same as a kb-oriented behavioral spec generator: those strip line
numbers and rule catalogs on purpose. This skill keeps them, so its output never
goes under a kb-indexed root.

Methodology (provenance citations, confidence levels, state/edge/error
checklists, entry-point completeness) adapted and rewritten from greenfield
(Apache-2.0); see the package `NOTICE`.

## When to use

- A system will be rewritten (new stack, new team, vendor exit) and its business
  logic must survive.
- You need a catalog of business rules, including the implicit ones that live in
  defaults, exception handlers and ordering.
- You need to know what is NOT known about a system (registered gaps).

Skip for a single trivial file, or when you only want searchable docs.

## Inputs

- Target directory (default: repository root) and an optional single capability.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add blackbelttechnology/pi-agent-dashboard/reverse-spec-for-rebuild@sha256:934266d37f501ab3

The line at the top of this page pins the label git:20261006.3a198d2, 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_caezceme2aj5hs2o.svg)](https://markdownregistry.com/a/art_caezceme2aj5hs2o)

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

Versions

The registry has recorded 3 versions of this file, between Oct 3, 2026 and Oct 6, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20261006.3a198d2 latest2026-10-06 3a198d2 19,760 BA view · diff
git:20261004.267689b2026-10-04 267689b 19,364 BA view · diff
git:20261003.124711f2026-10-03 124711f 17,011 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 (19760 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

blackbelttechnology/pi-agent-dashboard · 341 stars · license MIT · pushed 2026-11-06 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_caezceme2aj5hs2o
GET https://markdownregistry.com/api/v1/resolve?ref=blackbelttechnology/pi-agent-dashboard/reverse-spec-for-rebuild
GET https://markdownregistry.com/api/v1/blob/934266d37f501ab37e286aacfdbd8f07343d216c1fb71073e5b4716c51a4760f

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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