Siftrank
noperator/siftrank
Find needles in haystacks with SiftRank. An agent skill from noperator/siftrank.
Evaluate JSON state with Noul, Choice or Score questions for ticket triage, classification and graded judgments through the selected judge provider (TypeSafe JEV by default), or cancel an active…
$ npx skills add iii-hq/workers --skill judge -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install iii-hq/workers judge --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/iii-hq/workers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/judge/skills .claude/skills/judge && 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 "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .claude/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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/iii-hq/workers/tree/main/judge/skillsType 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 iii-hq/workers --skill judge -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install iii-hq/workers judge --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iii-hq/workers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/judge/skills .agents/skills/judge && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .agents/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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 iii-hq/workers --skill judge -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install iii-hq/workers judge --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iii-hq/workers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/judge/skills .cursor/skills/judge && 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 "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .cursor/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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/iii-hq/workers.git --path judge/skills--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 iii-hq/workers --skill judge -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install iii-hq/workers judge --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iii-hq/workers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/judge/skills .gemini/skills/judge && 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 "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .gemini/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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 iii-hq/workers judgeInstalls 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 iii-hq/workers --skill judge -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/iii-hq/workers.git skills-src && mkdir -p .github/skills && cp -r skills-src/judge/skills .github/skills/judge && 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 "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .github/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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 iii-hq/workers --skill judge -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install iii-hq/workers judge --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iii-hq/workers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/judge/skills .opencode/skills/judge && 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 "judge" agent skill from https://github.com/iii-hq/workers/tree/main/judge/skills into .opencode/skills/judge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge", 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.
judgeEvaluate JSON state with Noul, Choice or Score questions for ticket triage, classification and graded judgments through the selected judge provider (TypeSafe JEV by default), or cancel an active…
Judge is an agent skill from iii-hq/workers. Evaluate JSON state with Noul, Choice or Score questions for ticket triage, classification and graded judgments through the selected judge provider (TypeSafe JEV by default), or cancel an active request owned by the caller.
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.
It sits in Sales & Support, covering Customer support. The licence is Apache-2.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ebfe027. 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 (its code samples are bash).
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 these keys or tokens, usually read from environment variables:
TYPESAFE_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Judge loads about 1.5k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 615 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 iii-hq/workers at commit ebfe027, republished under its Apache-2.0 licence (© iii-hq). 615 words, ~1,470 tokens.
.claude/skills/judge/SKILL.md (or your agent's skills folder).judge::evaluate evaluates supplied state with mixed Noul, Choice and Score
questions. judge::cancel signals cancellation of an identified evaluation owned
by the same caller. Each call is forwarded to judge-<provider>:
the Default provider under Console Settings → Workers → judge (seeded from
JUDGE_PROVIDER, default typesafe) or a top-level provider field selects it. Credentials and the default model live with the
provider: for TypeSafe, configure api_key in the judge-typesafe entry under
Console Settings → Workers or supply TYPESAFE_API_KEY to that worker process.
An unregistered provider returns code: "provider_unavailable".
iii trigger engine::functions::info --json '{"function_id":"judge::evaluate"}'.
Use judge::cancel as function_id for that contract.
For unfamiliar question/reply shapes,
read the mixed request and typed response examples.timeout_ms within the operator's max_timeout_ms
(default 300000). For queued work, also set expires_at_unix_ms, an absolute
Unix deadline in milliseconds. Omit model to use the worker default.
options.attempt_timeout_ms bounds each network attempt; retries are the
provider's fixed policy, see Request options and retries.--json, then inspect status
before reading results. Completion requires all requested typed answers or a
reported failure; keep stats.usage_complete with the observed usage.| Primitive | Question criteria | Typed answer |
|---|---|---|
noul | Optional true and/or false descriptions; omitted, null or empty criteria are accepted. | noul in [0, 1]. |
choice | 1–255 named options. | choice, probabilities, confidence. |
score | 2–10 ordered, non-null levels. | score in [0, levels - 1], probabilities, confidence, legend. |
For all primitives, instructions may be omitted or contain strings, objects, arrays or null. Noul and Choice descriptions accept those same forms. Score levels accept strings, objects or arrays; null Score levels are invalid (confirmed by a provider 422 and the SDK schema, despite the advanced guide). Structured values remain structured in Score legends. Noul can describe just one endpoint. Bare numbers and booleans are not top-level descriptions. A minimal mixed call:
iii trigger judge::evaluate --json '{
"timeout_ms": 3000,
"evaluations": [{
"id": "ticket-42",
"state": {"ticket": "Production checkout is down for all customers."},
"questions": {
"urgent": {
"type": "noul",
"instructions": "Does this ticket describe an urgent production outage?"
},
"department": {"type": "choice", "criteria": {"billing": null, "technical": null}},
"severity": {"type": "score", "criteria": ["Routine", {"impact": "Production blocked"}]}
}
}]
}'On status: "ok", read results["ticket-42"].answers, selecting the field matching
each answer's type. Choice probabilities use option IDs; Score probabilities
and legends use zero-based index strings. Treat confidence as returned by the
provider; it is not a caller-defined threshold or a formula to recompute.
Start the evaluation with a top-level request_id (≤128 printable
ASCII characters, unique among the caller's active calls), then invoke
judge::cancel with {"request_id":"..."} from the same caller connection:
ownership comes from the engine's _caller_worker_id, and separate CLI
invocations may get different ids. cancelled: true means the signal was
accepted, not that the provider rolled anything back; still await the original
call, which answers code: "cancelled". Absent, finished or other callers' ids
return cancelled: false. Details and the bus example:
cancellation.
judge::mentions::resolve { "text": "…@kanban(id=\"KAN-12\")…" } (or
{ "mentions": [{ "name": "kanban", "id": "KAN-12" }] }) resolves
worker-defined @<name>(id="…") mentions through their providers: each one's
status (resolved, not_found, unknown_provider, error), one-line
summary and the details call that returns the full item. Agents rarely
need it — the judge's harness hook already resolves the mentions users write
into a <mentions> block — but it verifies a new provider
(ade/mentions) and serves surfaces outside the harness. See
chat mentions.
model, all results and stats; errors carry
status: "error", code, optional http_status, a bounded and key-redacted
provider_error, retry_after_ms and stats, with no partial answers. Bus
invocation failures are separate. See
results and failures.usage counters are independently nullable; stats.usage_complete is false
whenever any counter is unknown, so zero never means free.© iii-hq, Apache-2.0. 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 judge/skills of iii-hq/workers.
Open the folder on GitHubat commit ebfe027
Judge 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 |
|---|---|---|---|---|---|---|
| Judge this skilliii-hq/workers | 113 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Siftranknoperator/siftrank | 225 | — | ~2.9k | Automated safety check: Pass | MIT | |
| Supporthaacked/dotfiles | 134 | — | ~2.9k | Automated safety check: Pass | None | |
| Customer Support Agentmastra-ai/mastra | 29k | — | ~2.2k | Automated safety check: Pass | Custom licence | |
| Ticket TriageBevel-Software/Hexis | 100 | 1 repos | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Add Agent Adaptersafedep/gryph | 172 | — | ~679 | Automated safety check: Pass | Apache-2.0 |
noperator/siftrank
Find needles in haystacks with SiftRank. An agent skill from noperator/siftrank.
haacked/dotfiles
Support hero workflow — start a ticket investigation with auto-organized notes, find existing notes, or generate the weekly highlights log.
mastra-ai/mastra
Authoring playbook for building agents that triage and reply to customer messages — support tickets, email inquiries, chat questions, refund requests, or product issues.
Bevel-Software/Hexis
Triage and prioritize a support ticket or customer issue. An agent skill from Bevel-Software/Hexis.
safedep/gryph
A skill your agent uses when adding support for a new AI coding agent to Gryph, or when changing how an existing agent adapter is wired.
jazzyalex/agent-sessions
Maintain Agent Sessions agent support matrix and JSON/JSONL parsing compatibility.
iii-hq/workers
Schedule any registered function on a 6- or 7-field cron expression with the standalone cron worker.
iii-hq/workers
Send and read email from the iii engine — SMTP send, IMAP read, and real-time IDLE push as a subscribable trigger type.
iii-hq/workers
Expose registered functions as HTTP endpoints with the standalone http worker.
iii-hq/workers
File-backed kanban board: create, read, move and comment on tickets by key or uuid, assign agent profiles, and wake on comments through the kanban:comment trigger instead of polling.
iii-hq/workers
DEPRECATED (will be removed in an upcoming release; migration guide https://iii.dev/docs/upgrading/migrate-from-streams).
iii-hq/workers
Organize worker release tags into Linear release waves — one team document plus one release/<date label per same-day batch of worker releases, with shipped MOT issues labeled and linked.
Categories
Evaluate JSON state with Noul, Choice or Score questions for ticket triage, classification and graded judgments through the selected judge provider (TypeSafe JEV by default), or cancel an active…. Judge is an agent skill from iii-hq/workers. Evaluate JSON state with Noul, Choice or Score questions for ticket triage, classification and graded judgments through the selected judge provider (TypeSafe JEV by default), or cancel an active request owned by the caller.
Judge fits situations like: tasks that involve Customer support.
Run `npx skills add iii-hq/workers --skill judge -a claude-code`. Or copy the skill folder (judge/skills in iii-hq/workers) into .claude/skills/judge in your project. Claude Code loads it when a task matches its description.
Run `npx skills add iii-hq/workers --skill judge -a codex`. Or copy the skill folder (judge/skills in iii-hq/workers) into .agents/skills/judge 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 iii-hq/workers --skill judge -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/judge, .gemini/skills/judge, .github/skills/judge and .opencode/skills/judge in your project.
Going by SKILL.md and its folder, Judge needs credentials named TYPESAFE_API_KEY. Our summary lists: A credential in TYPESAFE_API_KEY.
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.
Judge is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 5.9k 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 Judge: Siftrank (noperator/siftrank, 225 stars), Support (haacked/dotfiles, 134 stars), Customer Support Agent (mastra-ai/mastra, 29k stars) and Ticket Triage (Bevel-Software/Hexis, 100 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
iii-hq (a GitHub organization) maintains it in iii-hq/workers, which has 113 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 10, 2026.
Source: iii-hq/workers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.