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Inside Lawve Skills

We opened every public skill on Lawve (271 skills, 3,094 files, 4.3 million words) to see how the legal community writes for AI. What we found reads like a firm's know-how: memos, binders, and a lot of rules about what the machine must never invent.

271
public skills
72
authors & orgs
3,094
files
4.3M
words
24
author countries
6
languages
Fig. 1

Every public skill on Lawve, by practice domain and publication date

Instructions & references only Includes code Includes evals or tests Area = words
Each circle is one skill, sized by the total words in its instructions and reference files. Tooling covers Word, Excel, PowerPoint and PDF editing, plus skills for writing skills. Hover a circle for its name, author and contents.
§ 1

Supply follows regulation. Demand follows reasoning.

Compliance is the largest shelf on Lawve: 48 skills, or 18% of the catalog. Add data protection, technology law and financial regulation and a third of everything published is about following rules. The EUR-Lex EU AI Act (opens in a new tab), EUR-Lex GDPR (opens in a new tab), NIS2 and DORA turn legal work into obligations, which are easy to write down as checklists.

The laws inside the skills tell the same story. We searched every file for references to major legal instruments. The GDPR appears in 82 skills, almost a third of the catalog, and 63 of those aren't data-protection skills at all. They're contract reviewers, research assistants and AI-governance tools that treat the GDPR as background knowledge. Six of the ten most-referenced instruments are EU law.

Fig. 2

The laws Lawve skills are built on: number of skills that reference each instrument

EU law National law, treaties & standards
A skill counts once per instrument if any of its instruction, reference or data files mention it by name, abbreviation or official number (for example "2016/679" for the GDPR). Covers all 271 skills, in every language.

Usage pulls the other way. Legal research is 9.6% of the catalog but 22% of downloads since March. That's 2.3 times its share. Legal drafting is close behind at twice its share. Compliance, legal operations and rights-focused skills all get fewer downloads than their catalog share would suggest.

Fig. 3

Share of the catalog vs. share of downloads since March, by category

Share of catalog Share of downloads
Categories with at least four skills, sorted by how far downloads exceed supply. Categories whose downloads exceed their supply are set in darker type. Downloads are counted from 12 March to 12 September 2026.

We read this as a signal about demand. The skills people take help with the hardest, least routine part of the job: finding the right authority, testing an argument, drafting under pressure. Compliance skills are often highly specific (one regulation, one article), so each one serves a smaller audience. The next great compliance skill should probably be broader.

Supply also follows geography. 59% of skills come from authors based in Europe and 30% from the United States. The EU is the most-targeted jurisdiction, ahead of the US and the UK. 86% of skills are written in English and 10% in French. A third of skills name no jurisdiction at all. Those tend to be methods (how to review, how to verify, how to write) rather than statements of the law.

Fig. 4

Where authors are based, and which law their skills target

Skills by author's country

Skills by target jurisdiction

A skill can target several jurisdictions. "International" covers public international law and cross-border instruments. 91 skills name no jurisdiction.
§ 2

A legal skill reads like a memo

We sorted all 3,094 files by what they do. The typical Lawve skill is a SKILL.md of about 2,100 words, roughly eight double-spaced pages of instructions, plus a binder: statutes, checklists, precedents, glossaries and house style. Only 16% of skills contain any executable code.

The binder is where most of the knowledge sits. Across the catalog there are about five words of reference material for every word of instructions (3.6 million against 0.7 million). The biggest skills are legal translation lexicons of nearly half a million words each: whole bilingual dictionaries of legal terms, packaged so an assistant can look terms up rather than guess.

Fig. 5

All 3,094 files in Lawve's public skills, one square each

Reference files are Markdown, text and data files outside the SKILL.md. Scripts include Python, JavaScript, TypeScript and shell. Schemas are mostly Office Open XML definitions used by the document-editing skills.

The best skills are organized like a good memo with an appendix. 59% of skills point from their SKILL.md to specific reference files, so the assistant opens the appendix only when a question calls for it. The other 41% carry no reference material at all and put everything in one document. That's fine for a method, but risky for anything that states the law.

Fig. 6

How long the instructions run, and what else ships with them

SKILL.md length, in words

Share of the 271 skills that…

§ 3

Written like contracts, tested like drafts

Lawyers write skills the way they write agreements. In English skills, must and do not each appear about 1.7 times per thousand words. That's more often than may or should. Taken together, obligations and prohibitions outnumber permissive and advisory verbs by more than two to one.

Fig. 7

How often modal verbs appear, per 1,000 words of instructions

Obligation or prohibition Permission or advice
Mean across the 233 English-language SKILL.md files. "Do not" and "don't" are counted separately.

Most of those prohibitions guard against invention. 92% of English skills talk about sources, citations or verification. One in six spells out a rule against making things up. The things they forbid inventing most are citations and authorities, then facts and evidence, then numbers, dates and deadlines, then URLs.

"Never invent a Flesch / LIX / Amstad / WSTF score. Compute it from the formula and the actual counts."

legal-design-assessment · Mirza Chiragov

"The golden rule: NEVER invent a URL."

multi-jurisdictional-research · Zacharie Laïk

"Do not invent citations. Every cite must trace to an entry in citations.md."

privilege-sentinel · Emily Cabrera

"Do not infer jurisdiction from context clues; do not proceed on partial citations."

statute-analyzer · Rafal Fryc

"Do not rely solely on summaries: the exact decree text is authoritative."

whistleblower-policy-advisor · Malik Taiar

"Never invent article numbers, recital numbers, or guideline sections."

eu-ai-act-knowledge-base · Oliver Schmidt-Prietz

But a rule in the text proves nothing on its own. When we compare the safeguards skills ask for with the ones they ship, the gap is wide. Nearly every skill tells the model to check its sources. One in ten includes an evaluation that checks the skill itself.

Fig. 8

Safeguards that skills ask of the model vs. safeguards they build in

Asked for in the instructions Built into the skill
Instruction-based measures cover the 233 English-language skills and use pattern matching on SKILL.md, so treat them as indicative. Built-in measures cover all 271 skills and every file. "Dated" means a file in the skill states when it was last verified or updated, or says its content is correct as of a given date.

The dating gap matters as much as the testing gap. Law has a shelf life. A skill that summarizes the AI Act's timeline or a French code article is right on a given date and wrong later. Only 34% of skills say anywhere when their content was last checked, and just 22 keep a changelog. A human lawyer would never hand over a memo without a date on it.

Legal skills verify in prose, rarely in tests

92%
ask the model to check its sources
10%
ship a test
34%
carry a date
§ 4

What this means if you build legal skills

  1. Ship an evaluation

    Only 28 of 271 skills include or tests. Twenty prompts with known correct answers (the right article, the right deadline, the case that doesn't exist) would do more for trust than any "never hallucinate" line.

  2. Date your law

    Put a "verified as of" line in the SKILL.md and keep a changelog. When the law moves, users will know which version of your skill still matches it.

  3. Write the memo, file the binder

    Keep the SKILL.md focused on method and judgment. Move statutes, thresholds and checklists into reference files the skill points to by name, so the assistant loads the law only when it needs it and you can update the law without rewriting the method.

  4. Build methods

    Compliance is well stocked. Research, reasoning and drafting methods are scarce compared with demand. The most-used skills teach an assistant how to think through a problem.

  5. Fill the empty shelves

    Employment law has 4 skills, corporate law 4, IP 2, immigration 2 and criminal law 1. Outside English and French, there are only nine skills in any other language. These are wide-open areas for the next author.

If you have a method that works in your practice, publish it on Lawve.

Methodology

Snapshot taken 12 September 2026 from Lawve production. Scope: the 271 skills that are active, public and listed. Drafts, private skills, skills under review, plugins and MCP servers are excluded.

Content analysis covers every file in each skill's published folder (3,094 files). Word counts cover SKILL.md and Markdown or text reference files. Files were grouped by name and location: SKILL.md, reference and knowledge files, scripts, templates and assets, schemas, evals and tests, and README, license and changelog files. References to legal instruments were matched by name, abbreviation or official number across all text files. Linguistic measures (modal verbs, verification language) cover English-language SKILL.md files only and use simple pattern matching, so treat them as indicative.

The only usage figure (Fig. 3) uses Lawve's event log from 12 March to 12 September 2026 (9,691 downloads). Author country is the country on the publishing profile. "Tooling" means the Microsoft Office, Adobe Acrobat, skill-authoring and vibe-coding categories.