ai-evaluation SKILL.md skillA
ai-evaluation 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-evaluation@git:20260924.29cdc2bPins git:20260924.29cdc2b 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-evaluation/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260924.29cdc2b, committed Sep 24, 2026
- First version recorded
- Jul 12, 2026
- Size
- 17,213 bytes
- Repository stars
- 28
- License
- MIT
Use when building an AI/LLM evaluation harness, golden datasets, quality metrics, judge calibration, regression gates, production monitoring, drift detection, or user-feedback loops; use ai-llm-integration for provider calls.
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 Evaluation and Monitoring ## Operating contract ## Inputs | Input | Required | Purpose | |---|---|---| | Domain evidence | yes | feature contract, representative dataset, quality dimensions, baseline, thresholds, and risk class | ## Outputs - Produce: evaluation plan, scored results, confidence and failure slices, release verdict, and monitoring thresholds. ## 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 | |---|---| | Scope, owner, or threshold is missing | Stop the affected decision and request it | …
Read the whole file at its exact version.
How to install
mdr add peterbamuhigire/chwezi-dev-engine/ai-evaluation@sha256:353c9a602777d5d8The line at the top of this page pins the label git:20260924.29cdc2b, 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_3qi24zlif5nn6u24)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 12, 2026 and Sep 24, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260924.29cdc2b latest | 2026-09-24 | 29cdc2b | 17,213 B | A | view · diff |
| git:20260916.2b57163 | 2026-09-16 | 2b57163 | 16,610 B | A | view · diff |
| git:20260911.7afa6ea | 2026-09-11 | 7afa6ea | 15,604 B | A | view · diff |
| git:20260804.b65148c | 2026-08-04 | b65148c | 15,587 B | A | view · diff |
| git:20260712.a867952 | 2026-07-12 | a867952 | 15,153 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 (17213 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_3qi24zlif5nn6u24 GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-evaluation GET https://markdownregistry.com/api/v1/blob/353c9a602777d5d862d27e960827cecc92fdbd4caaab129b2f6262b9a8e8d50c
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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