ai-evaluation SKILL.md skillA
ai-evaluation from jnpiyush/agentx is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jnpiyush/agentx/ai-evaluation@v1.1.0Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jnpiyush/agentx
- Path
.github/skills/ai-systems/ai-evaluation/SKILL.md- Versions recorded
- 4
- Latest version
- v1.1.0, committed Sep 5, 2026
- First version recorded
- Mar 1, 2026
- Size
- 5,115 bytes
- Repository stars
- 18
- License
- Apache-2.0
Use when evaluating AI quality, safety, completeness and cost with held-out tasks, executable graders, calibrated judges and explicit release criteria.
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 ## When to Use Use before changing model/prompt/tool behavior and when evaluating agent completion or retrieval quality. Fluency alone is not an acceptance criterion. ## Prerequisites Provide versioned held-out tasks and expected outcomes. Mock provider calls in unit tests; live evaluation requires authorized access and a usage budget. ## Core Rules Define user-visible success before tuning models, prompts, tools or context. Version a held-out dataset with known expected outcomes, negative cases and integration checks. Keep train/tuning examples separate. Preserve failures in the denominator; never weaken a grader to improve a score. Record the actual deployment/model, host, prompt/tool version, dataset revision, parameters, usage source and timestamp. Seeds and zero temperature improve repeatability where supported but do not guarantee deterministic LLM output. ## Decision Guide | Output | Preferred evidence | |--------|--------------------| | Code or agent task | Requirement tests, execution trace, integration behavior, regression and negative tests | | Structured result/tool call | Schema plus semantic assertions and permission boundaries | …
Read the whole file at its exact version.
How to install
mdr add jnpiyush/agentx/ai-evaluation@sha256:a38e3d28bf9d0716The line at the top of this page pins the label v1.1.0, 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_bns6lagbxpodql6i)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Mar 1, 2026 and Sep 5, 2026, about one every 63 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.1.0 latest | 2026-09-05 | 586498e | 5,115 B | A | view · diff |
| v1.0.0 | 2026-04-22 | 7f3a017 | 12,166 B | A | view · diff |
| v1.0.0 | 2026-03-01 | 969f335 | 12,153 B | A | view · diff |
| v1.0.0 | 2026-03-01 | ac76f34 | 10,313 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 (5115 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
jnpiyush/agentx · 18 stars · license Apache-2.0 · pushed 2026-11-01 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_bns6lagbxpodql6i GET https://markdownregistry.com/api/v1/resolve?ref=jnpiyush/agentx/ai-evaluation GET https://markdownregistry.com/api/v1/blob/a38e3d28bf9d0716d34f747230d686179a417f91d9a73c124eeef2a87cec96a2
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.