dev-ai-coding-metrics SKILL.md skillA
dev-ai-coding-metrics from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/dev-ai-coding-metrics@v1.3Pins v1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/dev-ai-coding-metrics/SKILL.md- Versions recorded
- 2
- Latest version
- v1.3, committed Oct 12, 2026
- First version recorded
- Oct 5, 2026
- Size
- 12,548 bytes
- Repository stars
- 101
- License
- MIT
Measures AI coding impact and extension robustness. Use when tracking delivery, quality trajectories, cost, experience, pilots, scorecards, or leadership reporting.
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 Coding Metrics Measures coding assistants and coding agents without collapsing results into vanity metrics or one blended score. The critical distinction is **mode**: assistants help inline or in chat; agents execute multi-step work and need task-level measurement. Do not measure them as if they were the same thing. ## When to Use This Skill | Trigger | Example | |---------|---------| | Designing a pilot or rollout scorecard | "We're rolling out Copilot to 200 engineers — what do we measure?" | | Diagnosing usage-up / outcomes-flat | "Seat utilization is 80% but PR throughput is unchanged" | | Comparing assistant vs. agent workflows | "Should we instrument these separately?" | | Building an ROI model or leadership report | "Finance wants a renewal decision by Q3" | | Designing an experiment better than vendor benchmarks | "We can't trust the vendor's numbers — how do we run our own study?" | ## Defaults | Rule | Rationale | |------|-----------| | Start from the decision, not the telemetry available | Prevents instrument-what-is-easy bias | | Separate assistant and agent funnels | Mixing hides which workflow drives results | …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/dev-ai-coding-metrics@sha256:756c8de7295bf89cThe line at the top of this page pins the label v1.3, 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_crdh7dlltxzi5yww)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 5, 2026 and Oct 12, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.3 latest | 2026-10-12 | 34b57f4 | 12,548 B | A | view · diff |
| v1.3 | 2026-10-05 | 5db538c | 12,302 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 (12548 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_crdh7dlltxzi5yww GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/dev-ai-coding-metrics GET https://markdownregistry.com/api/v1/blob/756c8de7295bf89c95568609b4a57e0c9b405618ce783ec46ac643ab02138b50
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.