Adversarial Case Builder
Evidence-bound rejection memo for research papers via cross-model review
Test report
- Verdict
- Works with setup
- Score
- Tested
- Jul 17, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 3b593b4
⚠ The author changed this skill after we tested it. The verdict below describes the version we ran on Jul 17, 2026; it's queued for a re-test.
The real engine is two fresh cross-model Codex (gpt-5.6-sol) reviewer threads plus an evidence ledger, neither of which was available here, so the skill-versus-baseline delta is unmeasured. Its deterministic anti-slop gate does work: run on a synthetic claims.json it correctly flagged and dropped a dangling [C999] citation and a phantom objection while keeping the verbatim-span-anchored point, landing at disposition partial_case. A single-folder install leaves the skill's references and the adjudicator tool behind, so it only truly runs from inside the cloned repo.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 4/5
- Triggers reliably 5/5
- Output vs. baseline 5/10
- Docs & honesty 4/5
What Adversarial Case Builder does
Synthesizes the single strongest evidence-bound case to reject a research paper, drawn only from a span-anchored claims ledger and the other auditors' confirmed findings, then defends it point by point. Runs two fresh cross-model Codex reviewer threads and a deterministic anchor gate that drops any accusation not tied to a real claim or finding. Runs last in the anti-autoresearch pipeline and emits an info-only memo that carries no verdict weight.
How to install Adversarial Case Builder
git clone https://github.com/wanshuiyin/Anti-Autoresearch
mkdir -p ~/.claude/skills
cd Anti-Autoresearch && cp -r skills/adversarial-case-builder ~/.claude/skills/adversarial-case-builder
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Adversarial Case Builder
-
/adversarial-case-builderEvidence-bound rejection memo for research papers via cross-model review
It also activates on plain-language prompts like these:
-
write the strongest evidence-bound case to reject this paper -
build a rejection memo an area chair might raise against this -
find the killer objection against this paper's central claims
Frequently asked questions
- Is the Adversarial Case Builder skill free?
- Yes. The skill itself is free from wanshuiyin/Anti-Autoresearch. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Adversarial Case Builder work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 17, 2026. Verdict: Works with setup. The real engine is two fresh cross-model Codex (gpt-5.6-sol) reviewer threads plus an evidence ledger, neither of which was available here, so the skill-versus-baseline delta is unmeasured. Its deterministic anti-slop gate does work: run on a synthetic claims.json it correctly flagged and dropped a dangling [C999] citation and a phantom objection while keeping the verbatim-span-anchored point, landing at disposition partial_case. A single-folder install leaves the skill's references and the adjudicator tool behind, so it only truly runs from inside the cloned repo.
- What is the Adversarial Case Builder SkillProof Score?
- 7.2/10 — installs cleanly 4/5, triggers reliably 5/5, output vs. baseline 5/10, docs & honesty 4/5.
- How do I install Adversarial Case Builder?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Adversarial Case Builder with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.