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…
A skill your agent uses when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill isca-review-process -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills isca-review-process --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/ISCA-Skills/skills/isca-review-process .claude/skills/isca-review-process && 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 "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .claude/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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/ISCA-Skills/skills/isca-review-processType 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 isca-review-process -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills isca-review-process --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/ISCA-Skills/skills/isca-review-process .agents/skills/isca-review-process && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .agents/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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 isca-review-process -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills isca-review-process --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/ISCA-Skills/skills/isca-review-process .cursor/skills/isca-review-process && 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 "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .cursor/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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 ISCA-Skills/skills/isca-review-process--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 isca-review-process -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills isca-review-process --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/ISCA-Skills/skills/isca-review-process .gemini/skills/isca-review-process && 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 "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .gemini/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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 isca-review-processInstalls 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 isca-review-process -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/ISCA-Skills/skills/isca-review-process .github/skills/isca-review-process && 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 "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .github/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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 isca-review-process -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 isca-review-process --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/ISCA-Skills/skills/isca-review-process .opencode/skills/isca-review-process && 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 "isca-review-process" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/ISCA-Skills/skills/isca-review-process into .opencode/skills/isca-review-process/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isca-review-process", 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.
isca-review-processA skill your agent uses when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision…
Isca Review Process is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision window means for decisions, PC-meeting dynamics at a flagship architecture venue, and how to read the eventual outcome.
Its SKILL.md is about 1.6k 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.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Isca Review Process loads about 1.6k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 749 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 749 words, ~1,635 tokens.
.claude/skills/isca-review-process/SKILL.md (or your agent's skills folder).Knowing the pipeline changes author behavior at three points: how the paper is written (for two waves of readers), how the February window is used (it permits revision, not just argument), and how the decision is interpreted. The stage structure below is the verified ISCA 2026 calendar; internal committee mechanics are described as community-typical practice, labeled as such, because programs rarely publish them.
| Stage | 2026 dates | Author-visible? |
|---|---|---|
| Abstract registration | Nov 10, 2025 | yes — HotCRP |
| Paper submission | Nov 17, 2025 | yes |
| Round 1 reviews written | due Dec 19, 2025 | no (delivered later) |
| Round 2 reviews written | due Feb 13, 2026 | no |
| Rebuttal + revision window | Feb 16 - Mar 6, 2026 | yes — the pack's pivot point |
| PC deliberation and decisions | after the window; exact 2026 date 待核实 | outcome only |
| Conference | Jun 27 - Jul 1, 2026, Raleigh | yes |
A two-round structure typically means an early wave of reviews on every paper, after which papers that remain viable receive additional expert reviews in the second round. Two operational consequences for authors:
isca-writing-style): a paper that requires subarea
fluency to appreciate may not reach the readers who have it.The distinctive verified fact of the 2026 cycle: authors got a three-week
window (Feb 16 - Mar 6) described as a rebuttal/revision period — long enough
to run experiments and change the PDF, not merely to file 500 words of protest.
Venues design such windows so the committee can conditionally like a paper:
reviewers name concrete deficiencies, authors demonstrate the fix is real, and
the PC judges the demonstrated fix rather than a promise. Strategy and mechanics
for the author side live in isca-author-response; the process-level points:
Flagship architecture PCs conventionally work discussion lists ordered by average score, with each paper championed or buried in minutes of conversation. Patterns worth internalizing:
isca-experiments) is cheaper than any rebuttal.isca-submission).ACCEPT -> isca-camera-ready + isca-artifact-evaluation immediately;
June presentation logistics.
ACCEPT-with-shepherd (if used) -> the shepherd's list is a contract; satisfy it
completely and visibly in the camera-ready.
REJECT, reviews engage the mechanism -> the idea was heard; fix the named
deficiencies and retarget (MICRO spring / HPCA summer)
with the reviews as a to-do list.
REJECT, reviews dispute the premise -> the community doesn't buy the problem;
more results won't help — reframe or re-venue
(isca-topic-selection).
REJECT, reviews are thin/confused -> often a routing casualty; check whether
your abstract-step topics steered assignment badly before
blaming the idea.Whether ISCA 2027 uses the same round structure, offers a revision phase at all, or publishes different outcome categories is unverified — the 2027 CFP was not posted at check time (待核实).
Submissions are confidential review material: do not publicize reviews, do not contact suspected reviewers, and route irregularities (leaked identity, hostile review, suspected conflict violation) to the program chairs through official channels only. Public deadline-week complaints are read by exactly the community that reviews your next five papers.
isca-workflow makes this a named role).isca-reproducibility).isca-author-response); no experiments before
triage completes.Calendar facts from ../../resources/official-source-map.md (verified
2026-07-08); committee-mechanics paragraphs are labeled community practice and
should be re-weighed against any process description the 2027 chairs publish.
Whenever a live 2027 reviewer-instructions page appears, it supersedes every
"typical practice" paragraph in this file — update the source map first, then
this skill.
© 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
Just SKILL.md in ISCA-Skills/skills/isca-review-process of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Isca Review Process 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 |
|---|---|---|---|---|---|---|
| Isca Review Process this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 1 repos | ~8.1k | Automated safety check: Notes | MIT | |
| LLM Evaluationdavila7/claude-code-templates | 32k | 12 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Agent Evaluationsickn33/agentic-awesome-skills | 47k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Deepseek Reasonruvnet/ruflo | 74k | — | ~626 | Automated safety check: Notes | MIT | |
| EvaluatorsArize-ai/phoenix | 12k | — | ~1.7k | Automated safety check: Pass | Custom licence |
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…
davila7/claude-code-templates
Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing.
sickn33/agentic-awesome-skills
Evaluate agent behavior with versioned cases and explicit verifiers.
ruvnet/ruflo
Reasoning-mode completion against DeepSeek's deepseek-reasoner model (R1) via /v1/chat/completions.
Arize-ai/phoenix
Author or refine a Phoenix evaluator — code or LLM-as-a-judge — that scores a run's output.
sickn33/agentic-awesome-skills
A skill your agent uses when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and comparable.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
A skill your agent uses when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision…. Isca Review Process is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision window means for decisions, PC-meeting dynamics at a flagship architecture venue, and how to read the eventual outcome.
Isca Review Process fits situations like: reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves; what the combined rebuttal-and-revision window means for decisions; PC-meeting dynamics at a flagship architecture venue; how to read the eventual outcome.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill isca-review-process -a claude-code`. Or copy the skill folder (ISCA-Skills/skills/isca-review-process in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/isca-review-process in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill isca-review-process -a codex`. Or copy the skill folder (ISCA-Skills/skills/isca-review-process in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/isca-review-process in your project. Codex loads it when a task matches its description.
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 isca-review-process -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/isca-review-process, .gemini/skills/isca-review-process, .github/skills/isca-review-process and .opencode/skills/isca-review-process in your project.
SKILL.md names no scripts, command-line tools or credentials: Isca Review Process is instructions for the agent only.
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.
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.
Isca Review Process is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Isca Review Process: Arize Evaluator (github/awesome-copilot, 40k stars), LLM Evaluation (davila7/claude-code-templates, 32k stars), Agent Evaluation (sickn33/agentic-awesome-skills, 47k stars) and Deepseek Reason (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.