legal-mdl-audit-ignacio-adrian-lerer
Audits legal AI outputs and workflows for honest compression: unnecessary complexity, false simplicity, excessive caveats, hidden uncertainty and poor cost…
Skill by Ignacio Adrián Lerer
Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/lawve-ai-legal-mdl-audit-ignacio-adrian-lerer
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: security, legal
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/legal-mdl-audit-ignacio-adrian-lerer
What's inside
- Skill name
legal-mdl-audit-ignacio-adrian-lerer- Description
- Audits legal AI outputs and workflows for honest compression: unnecessary complexity, false simplicity, excessive caveats, hidden uncertainty and poor cost per legally acceptable output.
- License
- AGPL-3.0
- Metadata
- author: Ignacio Adrián Lerer · license: agpl-3.0 · version: 2026-05-31
- Instructions
- 48 lines in SKILL.md · view on GitHub
Agent Skills spec issues
- name: "legal-mdl-audit-ignacio-adrian-lerer" does not match folder "legal-mdl-audit-adrian-lerer"
Files (2)
- README.md
- SKILL.md
SKILL.md (first lines)
# Legal MDL Audit ## What this skill does This skill reviews whether a legal AI answer, prompt, workflow, benchmark result, contract review, memo, compliance report, or agent chain is as simple as it can safely be. It is inspired by Minimum Description Length: good legal reasoning should explain more with less structure, but never by hiding material uncertainty. ## Audit categories Classify the material as: - APPROVE: lean and still legally safe. - APPROVE WITH CONSTRAINTS: complexity is justified, but reliance needs stated limits. - REWRITE: the output is too complex, repetitive, expensive, or hard to audit. - QUARANTINE: the output is falsely simple and hides material uncertainty. ## Checklist Review: 1. Rules: how many legal propositions are needed? 2. Exceptions: how many carve-outs or qualifications are doing real work? 3. Conditions: what facts, dates, forums, sources or procedural states must hold? 4. Sources: are citations enough, excessive, or missing? 5. Uncertainty: what must remain visible? 6. Workflow cost: how many model/tool/human steps were needed? 7. Output value: did added complexity improve legal acceptability? ## Output format Return: 1. Verdict. 2. Complexity drivers. 3. Hidden uncertainty or omitted hard cases. 4. What can be simplified. 5. What must not be removed. 6. Safer shorter version, if requested. ## Rules - Do not reward short answers that erase legal uncertainty. - Do not reward long answers that add caveats without improving reliance. - Prefer cost per legally acceptable output over cost per token or API call. - Preserve source gaps, authority boundaries and human-review gates.
From lawve-ai/awesome-legal-skills, AGPL-3.0.
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Signals
- Stars
- 895
- Forks
- 119
- Open issues
- 7
- Last commit (this folder)
- Jul 30, 2026 (3 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- Version
- 2026-05-31
- License
- AGPL-3.0
- Repository
- github.com/lawve-ai/awesome-legal-skills
- Website
- lawve.ai
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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legal-mdl-audit-ignacio-adrian-lerer skill. Agent Mart. https://agentmart.dev/skills/lawve-ai-legal-mdl-audit-ignacio-adrian-lerer (last updated 2026-10-24)