ai-feature-spec SKILL.md skillA
ai-feature-spec from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add peterbamuhigire/chwezi-dev-engine/ai-feature-spec@git:20260916.2b57163Pins git:20260916.2b57163 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-feature-spec/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260916.2b57163, committed Sep 16, 2026
- First version recorded
- Jul 18, 2026
- Size
- 11,205 bytes
- Repository stars
- 28
- License
- MIT
Use when specifying one AI-powered feature end to end, including model choice, prompt and context contracts, output schema, fallbacks, human oversight, UX states, and evaluation.
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 Feature Specification ## Operating contract ## Inputs | Input | Required | Purpose | |---|---|---| | Domain evidence | yes | named user problem, workflow context, data sensitivity, acceptance criteria, budget, latency target, and oversight need | ## Outputs - Produce: feature blueprint, model and prompt contract, output schema, fallback states, oversight path, and test plan. ## 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
mdr add peterbamuhigire/chwezi-dev-engine/ai-feature-spec@sha256:a5c3eaf913547e20The line at the top of this page pins the label git:20260916.2b57163, 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.
[](https://markdownregistry.com/a/art_i44esxj25oknstk4)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 18, 2026 and Sep 16, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260916.2b57163 latest | 2026-09-16 | 2b57163 | 11,205 B | A | view · diff |
| git:20260907.1b775c1 | 2026-09-07 | 1b775c1 | 10,481 B | A | view · diff |
| git:20260806.6e31e23 | 2026-08-06 | 6e31e23 | 10,475 B | A | view · diff |
| git:20260804.b65148c | 2026-08-04 | b65148c | 10,475 B | A | view · diff |
| git:20260718.4d4f6c1 | 2026-07-18 | 4d4f6c1 | 10,011 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11205 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
peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i44esxj25oknstk4 GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-feature-spec GET https://markdownregistry.com/api/v1/blob/a5c3eaf913547e20387bae3e3b5e9163e76661cc6c70eb64df686baa68ee9fb5
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.