ai-economic-value-engine SKILL.md skillA

ai-economic-value-engine 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-economic-value-engine@git:20260911.7afa6ea

Pins git:20260911.7afa6ea 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/ai/ai-economic-value-engine/SKILL.md
Versions recorded
4
Latest version
git:20260911.7afa6ea, committed Sep 11, 2026
First version recorded
May 19, 2026
Size
7,841 bytes
Repository stars
28
License
MIT

Use when discovering, designing, prioritizing, or auditing AI-powered products for measurable business value. Applies to AI opportunity mapping, ROI cases, product strategy, client workshops, and deciding whether an AI feature should be built.

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

# AI Economic Value Engine

## Operating contract

## Inputs

| Input | Required | Purpose |
|---|---|---|
| Domain evidence | yes | business outcome, baseline process, demand volume, cost and benefit assumptions, risk constraints, and decision horizon |

## Outputs

- Produce: prioritised opportunity register, value model, sensitivity cases, evidence gaps, and build/no-build recommendation.

## Capability and permission boundaries

Default to read-only analysis. Read only scoped records; redact secrets and regulated data. Writes, execution, network calls, production configuration, customer communication, billing changes, and delegation require explicit authority and an identified owner. Never widen tenant, time-window, or system scope implicitly.

## Degraded mode

When required telemetry, evidence, execution, network access, or write authority is unavailable, return a partial result with each unassessed item labelled, preserve the safest existing state, and state the evidence or approval needed to continue. Never convert missing evidence into a pass.

## Decision rules

| Condition | Action |
|---|---|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add peterbamuhigire/chwezi-dev-engine/ai-economic-value-engine@sha256:bab1d1e72671dc38

The line at the top of this page pins the label git:20260911.7afa6ea, 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_umq776dga3jwcpk3.svg)](https://markdownregistry.com/a/art_umq776dga3jwcpk3)

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

Versions

The registry has recorded 4 versions of this file, between May 19, 2026 and Sep 11, 2026, about one every 38 days.

versioncommittedcommitsizeaudit
git:20260911.7afa6ea latest2026-09-11 7afa6ea 7,841 BA view · diff
git:20260907.1b775c12026-09-07 1b775c1 7,579 BA view · diff
git:20260718.4d4f6c12026-07-18 4d4f6c1 7,573 BA view · diff
git:20260519.0f7f7562026-05-19 0f7f756 5,597 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 (7841 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_umq776dga3jwcpk3
GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-economic-value-engine
GET https://markdownregistry.com/api/v1/blob/bab1d1e72671dc38becf06a90982f783690d91c2ccd734f75fcbb91780c672ed

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.

More from peterbamuhigire/chwezi-dev-engine

00-meta-initialization SKILL.md skill
peterbamuhigire/chwezi-dev-engine · 00-meta-initialization/SKILL.md · Use when initialising documentation and a methodology roadmap for a brand-new project by detecting project type…
git:20260911.7afa6ea · audit A · 28 stars
new-project SKILL.md skill
peterbamuhigire/chwezi-dev-engine · 00-meta-initialization/new-project/SKILL.md · Use when the task matches skill: new project scaffold and this skill''s local workflow.
git:20260929.68d1fe1 · audit A · 28 stars
AGENTS.md AGENTS.md file
peterbamuhigire/chwezi-dev-engine · AGENTS.md
git:20260929.68d1fe1 · audit A · 28 stars
CLAUDE.md CLAUDE.md file
peterbamuhigire/chwezi-dev-engine · CLAUDE.md
git:20260924.29cdc2b · audit A · 28 stars
chwezi-dev-engine SKILL.md skill
peterbamuhigire/chwezi-dev-engine · SKILL.md · Top-level router for the Chwezi Core Systems web-development and software-engineering skills engine. Use for AI…
git:20260929.68d1fe1 · audit A · 28 stars
ai-agent-commercial-operations SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-commercial-operations/SKILL.md · Use when pricing, billing, refunding, recognizing revenue, or packaging commercial terms for agentic AI services, or…
git:20260924.eb7972e · audit A · 28 stars
ai-agent-compliance-controls SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-compliance-controls/SKILL.md · Use when mapping AI agent operations to SOC 2, ISO 27001, HIPAA, audit logs, control testing, attestations, and…
git:20260924.eb7972e · audit A · 28 stars
ai-agent-governance-and-limits SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-governance-and-limits/SKILL.md · Use when defining agent budgets, step limits, reversibility, blast-radius controls, kill switches, and governance…
git:20260924.29cdc2b · audit A · 28 stars
ai-agent-multi-agent-coordination SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-multi-agent-coordination/SKILL.md · Use when designing systems where multiple agents collaborate on one task — supervisor/worker, debate, plan-execute…
git:20260907.1b775c1 · audit A · 28 stars
ai-agent-observability-evaluation SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-observability-evaluation/SKILL.md · Use when measuring, evaluating, replaying, evidencing, or tracking success for AI agent tasks, steps, traces, and…
git:20260911.7afa6ea · audit A · 28 stars
ai-agent-runtime-architecture SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-runtime-architecture/SKILL.md · Use when designing multi-tenant agent runtimes, control loops, state machines, retries, idempotency, step caps, durable…
git:20260929.c29972d · audit A · 28 stars
ai-agent-safety-and-red-team SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-safety-and-red-team/SKILL.md · Use when red-teaming agent tool and data perimeters for indirect prompt injection, action escalation, tenant…
git:20260924.eb7972e · audit A · 28 stars

Every file in peterbamuhigire/chwezi-dev-engine

Browse by kind, by grade A, or by owner.