github/awesome-copilot · skills/arize-prompt-optimization/SKILL.md

arize-prompt-optimization skillB

arize-prompt-optimization is agent-read markdown (skill) from github/awesome-copilot: Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performance signal, and runs a data-driven optimization loop using the ax CLI. Use when the user mentions optimize prompt, improve prompt, make AI respond better, improve output quality, prompt engineering, prompt tuning, or system prompt improvement..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add github/awesome-copilot/arize-prompt-optimization@v1.0
Exact content
mdr add github/awesome-copilot/arize-prompt-optimization@sha256:c46bfbea3014681c

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xrl3opyqv7srfiwx.svg)](https://markdownregistry.com/a/art_xrl3opyqv7srfiwx)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-05-13 a4d0afc 19,208 BB view · diff
git:20260504.c7b2aec2026-05-04 c7b2aec 19,059 BB view · diff
git:20260401.d7918312026-04-01 d791831 18,386 BA view

Audit of the latest version

B  16 of 17 checks passed. Deterministic, no model, same answer every run.
  • fail: No instruction to read or print local credentials (matched: read `.env)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (19208 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 base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

github/awesome-copilot · 39,108 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xrl3opyqv7srfiwx
GET https://markdownregistry.com/api/v1/resolve?ref=github/awesome-copilot/arize-prompt-optimization
GET https://markdownregistry.com/api/v1/blob/c46bfbea3014681cc140827d9bed11834371b74dc26d792a31ba615bb60f919e

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.