Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add Borda/AI-Rig/plugin install researchWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/borda/ai-rig/judge)<a href="https://agentmods.dev/skills/borda/ai-rig/judge"><img src="https://agentmods.dev/badge/skills/borda/ai-rig/judge.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00048 | $0.07822 |
| Opus 5 | $0.00024 | $0.03911 |
| Sonnet 5 | $0.00010 | $0.01564 |
| Haiku 4.5 | $0.00005 | $0.00782 |
Grade C, and why
judge scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
- Judge run dirs don't write `result.jsonl` — exempt from automated 30-day TTL cleanup (per `.claude/rules/foundry-artifact-lifecycle.md` TTL policy — no `result.jsonl` = cleanup skipped); remove manually (`rm -rf .exper How it starts
The opening of the file, as written. The whole thing — 464 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Research-supervisor review of program.md — validates experimental methodology, emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop. Read-only; never modifies code or state.
NOT for: running experiments (use /research:run); designing hypotheses (use research:scientist agent); config quality (/foundry:audit (requires foundry plugin)).
- Key boundary: end of J3 — methodology and scientific review agents complete, output files written; before J4 validation and J6 verdict.
- Preserve: RUN_DIR (TMPDIR key), PROGRAM_PATH (TMPDIR key), methodology.md path, scientific-review.md path, SKIP_VALIDATION flag, BRANCH.
- Clear at J1 start (stale prior run) and at end of J6 after terminal summary printed.
Agent Resolution
Agent resolution: load and follow the protocol below. Contains foundry check + fallback table. If foundry not installed: use table to substitute each foundry:X with general-purpose. Agents: foundry:solution-architect, research:scientist.
# loads: compaction-contract.md
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
_RESEARCH_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve_shared.py" 2>/dev/null) # timeout: 5000
[ -z "$_RESEARCH_SHARED" ] && { echo "! Plugin path resolution failed — ensure research plugin installed and CLAUDE_PLUGIN_ROOT set, or invoke from project root."; exit 1; }
echo "$_RESEARCH_SHARED" > "${TMPDIR:-/tmp}/research-shared-${CSID}" # cold resolve — every later site reads this sentinel instead of re-running python
cat "$_RESEARCH_SHARED/agent-resolution.md"
| Agent | Fallback if absent |
|---|---|
foundry:solution-architect |
general-purpose (methodology review quality reduced — ⚠ general-purpose agent may not emit methodology_rating in required format; verdict defaults to NEEDS-REVISION) |
research:scientist |
general-purpose (scientific rigor review quality reduced — ⚠ general-purpose agent may not emit scientific_rating; verdict defaults to NEEDS-REVISION) |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed · +2 lines f3ed32696d92
- 8d ago First seen · 462 lines · 48 tokens per session scan C 8c6ed052c823
judge is a skill published in the GitHub repository Borda/AI-Rig (26 stars, last pushed today), licensed Apache-2.0. It adds 48 tokens to every session and 7,822 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
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notebooks
Author, execute, validate, and convert reproducible marimo or Jupyter notebooks. Use when delivering an analysis notebook with all cells run and figures embedded.
arxiv-search
Search arXiv through its official API and save local Markdown summaries. Use when finding recent CS, math, physics, or quantitative-biology preprints or resolving arXiv IDs.
csag-extraction
Extract a Conditional Scientific Argumentation Graph and grounded Q&A from a manuscript. Use when representing assertions, contexts, evidence links, and inference steps in machine-readable form.
exploratory-data-analysis
Inspect scientific data and generate a Markdown structure-and-quality report. Use when triaging tabular, array, sequence, HDF5, JSON, or raster files before downstream analysis.