Arize Evaluator
github/awesome-copilot
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and…
Agent skill
Ppopp Artifact Evaluation
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results…
MITAuto-check passed
Install Ppopp Artifact Evaluation
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .claude/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .claude/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .agents/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .agents/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .cursor/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .cursor/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path PPoPP-Skills/skills/ppopp-artifact-evaluation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .gemini/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .gemini/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .github/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .github/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-artifact-evaluation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-artifact-evaluation .opencode/skills/ppopp-artifact-evaluation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ppopp-artifact-evaluation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-artifact-evaluation into .opencode/skills/ppopp-artifact-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-artifact-evaluation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ppopp-artifact-evaluation- GitHub stars
- 1.2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 469 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results…
- Packaging a PPoPP artifact for the post-acceptance
- SKILL.md covers PPoPP's badge policy (verify…, What makes a parallel artifact…, What evaluators open first and Packaging plan, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- CGO-shared artifact-evaluation track
What it does
Ppopp Artifact Evaluation is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results Reproduced, no "Results Replicated"; Available granted by the publisher from a deposit link), reproducible parallel measurements on evaluators' hardware, and the separate AE deadline.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Packaging a PPoPP artifact for the post-acceptance
- CGO-shared artifact-evaluation track
- Covering PPoPPs specific badge policy (Functional
- Reusable plus Results Reproduced
Example prompts
- “Results Replicated”
- “/ppopp-artifact-evaluation”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Ppopp Artifact Evaluation loads about 1.5k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 469 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 469 words, ~1,451 tokens.
Download SKILL.mdSave it as
.claude/skills/ppopp-artifact-evaluation/SKILL.md (or your agent's skills folder).- name
- ppopp-artifact-evaluation
- description
- Use when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results Reproduced, no "Results Replicated"; Available granted by the publisher from a deposit link), reproducible parallel measurements on evaluators' hardware, and the separate AE deadline.
PPoPP Artifact Evaluation
Use this for the artifact track. PPoPP runs a post-acceptance artifact evaluation with its own deadline (PPoPP 2026: artifact submission 17 November 2025, notification 5 January 2026), separate from the camera-ready and shared in culture with co-located CGO. Two things to internalize: PPoPP has a distinctive badge policy, and the hard part of a parallel artifact is that the results must reproduce on someone else's hardware, where core counts and topology differ from yours.
PPoPP's badge policy (verify the current set each cycle)
| Badge | Colour | What it certifies | How it is awarded |
|---|---|---|---|
| Artifacts Available | green | The artifact is publicly, permanently retrievable | By the publisher, from a deposited-artifact link — no formal audit |
| Artifacts Evaluated — Functional | lighter red | The artifact runs, is documented, consistent, complete, exercisable | AE committee runs it |
| Artifacts Evaluated — Reusable | darker red | Functional plus quality that exceeds minimal functionality; carefully documented and structured for reuse | AE committee runs it |
| Results Reproduced | darker blue | The paper's main results were obtained by the evaluators (within tolerance) | AE committee re-runs and matches |
Two PPoPP-specific facts to get right:
- The committee awards one of Functional / Reusable (Reusable is the higher bar) plus possibly Results Reproduced.
- PPoPP does not award the lighter-blue "Results Replicated" badge — do not target or claim it. Available is not evaluated; it is publisher-granted from a link, so it is the cheapest badge to secure and worth doing regardless.
What makes a parallel artifact hard
An evaluator does not have your machine. A speedup that depended on your 96-core dual-socket node will not reproduce on a reviewer's 16-core laptop, and "Results Reproduced" requires agreement within a stated tolerance. Design for portability of the conclusion, not the absolute numbers:
[Hardware doc] state the exact machine you used (CPU/GPU model, sockets, cores, NUMA, memory,
interconnect) and the minimum config on which the trend still holds
[Scaled runs] provide a small/fast configuration whose *shape* (linear region, saturation)
matches the paper, so an evaluator can reproduce the claim on modest hardware
[Tolerance] state explicitly what "reproduced" means for your numbers (e.g. within 10%, or
"monotone speedup to the machine's core count")
[Determinism] fix seeds; pin threads; document warm-up; make runs repeatable
[GPU] document driver/CUDA/ROCm versions and the GPU class needed; provide a CPU
fallback path where possibleShow full SKILL.md (188 more words)Show less
What evaluators open first
| Claim type | First thing inspected | Common failure caught |
|---|---|---|
| A concurrent structure | README + a one-command throughput run | Only builds on the authors' toolchain; hardcoded core count |
| A runtime/scheduler | The script that reproduces a scaling figure | Numbers in the PDF that no script regenerates |
| A GPU technique | Build + a small kernel run | Requires a specific GPU with no fallback; missing driver versions |
| A parallel algorithm | Build + a scaled input run | Data missing; topology assumptions undocumented |
Assume a bounded time budget on a clean machine; make the first ten minutes succeed.
Packaging plan
[Container] a Dockerfile or pinned environment (spack/conda/lockfile); avoid manual 40-step builds
[README] one-screen orientation: what it is, how to build, how to run the demo, how to
reproduce each figure, expected runtime, and the hardware each run needs
[Mapping] an explicit table: paper claim/figure -> script -> expected result (+ tolerance)
[Scaling kit] scripts that sweep thread/core count and emit the paper's curve on the eval machine
[Provenance] exact hardware used, compiler/flags, driver versions, seeds, pinning policy
[License] an OSI-approved license so the artifact can be badged Reusable
[Archive] deposit in a DOI-issuing repository (Zenodo/figshare/Software Heritage) for AvailableAnonymized review artifact vs. badge artifact
- At paper submission: the artifact (if attached for reviewers) is anonymized — no owner strings, cluster/account paths, lab names, or identifying links.
- At the AE track (post-acceptance): the de-anonymized, licensed, DOI-archived version is what evaluators badge and the camera-ready cites.
Calibration
- The AE deadline is after acceptance and independent of the camera-ready; do not conflate them.
- Confirm each cycle whether AE is run jointly with CGO, the exact badge set and colours, and whether Available is auto-granted by the publisher (as verified) or handled by the committee.
Output format
[Target badges] Available (publisher) / Functional or Reusable / Results Reproduced (NOT Replicated)
[Artifact role] anonymized review artifact / public badge artifact
[Portability] scaled config whose trend matches the paper on modest hardware? tolerance stated?
[Ten-minute test] build + demo succeeds on a clean machine? yes/no
[Claim mapping] each figure -> script -> expected result (+ tolerance) present? yes/no
[Fixes before upload] <ordered list>© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in PPoPP-Skills/skills/ppopp-artifact-evaluation of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Ppopp Artifact Evaluation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ppopp Artifact Evaluation this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 1 repos | ~8.1k | Automated safety check: Notes | MIT | |
| Artifacts Buildernexu-io/open-design | 100k | — | ~347 | Automated safety check: Pass | Apache-2.0 | |
| Ccs Artifact Evaluationbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~969 | Automated safety check: Pass | MIT | |
| Micro Artifact Evaluationbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Oopsla Artifact Evaluationbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.1k | Automated safety check: Pass | MIT |
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Questions about Ppopp Artifact Evaluation
What does Ppopp Artifact Evaluation do?
A skill your agent uses when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results…. Ppopp Artifact Evaluation is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when packaging a PPoPP artifact for the post-acceptance, CGO-shared artifact-evaluation track, covering PPoPP's specific badge policy (Functional or Reusable plus Results Reproduced, no "Results Replicated"; Available granted by the publisher from a deposit link), reproducible parallel measurements on evaluators' hardware, and the separate AE deadline.
When should I use Ppopp Artifact Evaluation?
Ppopp Artifact Evaluation fits situations like: packaging a PPoPP artifact for the post-acceptance; CGO-shared artifact-evaluation track; covering PPoPPs specific badge policy (Functional; reusable plus Results Reproduced.
How do I install Ppopp Artifact Evaluation in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a claude-code`. Or copy the skill folder (PPoPP-Skills/skills/ppopp-artifact-evaluation in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ppopp-artifact-evaluation in your project. Claude Code loads it when a task matches its description.
How do I install Ppopp Artifact Evaluation in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a codex`. Or copy the skill folder (PPoPP-Skills/skills/ppopp-artifact-evaluation in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ppopp-artifact-evaluation in your project. Codex loads it when a task matches its description.
Can I use Ppopp Artifact Evaluation in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-artifact-evaluation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ppopp-artifact-evaluation, .gemini/skills/ppopp-artifact-evaluation, .github/skills/ppopp-artifact-evaluation and .opencode/skills/ppopp-artifact-evaluation in your project.
What does Ppopp Artifact Evaluation need to run?
SKILL.md names no scripts, command-line tools or credentials: Ppopp Artifact Evaluation is instructions for the agent only.
Does Ppopp Artifact Evaluation access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Ppopp Artifact Evaluation safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Ppopp Artifact Evaluation use?
Ppopp Artifact Evaluation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ppopp Artifact Evaluation use?
About 1.5k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ppopp Artifact Evaluation?
Skills that share tags, products or a category with Ppopp Artifact Evaluation: Arize Evaluator (github/awesome-copilot, 40k stars), Artifacts Builder (nexu-io/open-design, 100k stars), Ccs Artifact Evaluation (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Micro Artifact Evaluation (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ppopp Artifact Evaluation?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.