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Hacker News 热门(buzzing.cc 中文翻译)· Einenlum·· 2026-05-15精选AI 评分71

克劳德(法律事务)

AI 导读

Anthropic公司在GitHub上开源了专为法律领域优化的AI模型“Claude for Legal”。该模型能更准确地处理法律文本、合同及案例摘要,旨在提升法律从业者效率。此消息在Hacker News上获得105个投票点数,显示出技术社区对其在法律科技领域应用潜力的关注。

推荐理由

Anthropic 把 Claude 在法律场景的提示和工具打包成仓库,对法律人来说比 API 文档更直接可用,垂直落地信号明显。

正文 · 原文

Claude for Legal

Reference agents, skills, and data connectors for the legal workflows we see most — in-house commercial, privacy, product, corporate, employment, litigation, regulatory, AI governance, IP, and the learning side of the practice (law school clinics and students).

New here? Start with QUICKSTART.md — install in 60 seconds. This README is the full reference.

Everything here is available two ways from one source: install it as a Claude Cowork or Claude Code plugin, or deploy it through the Claude Managed Agents API behind your own workflow engine. Same system prompt, same skills — you choose where it runs.

Getting started in Cowork

[!IMPORTANT] Every output from these plugins is a draft for attorney review — not legal advice, not a legal conclusion, not a substitute for a lawyer. They are built with guardrails that reflect that: source attribution on every citation, conservative defaults on privilege and subjective legal calls, jurisdiction assumptions surfaced, and explicit gates before anything is filed, sent, or relied on. A lawyer reviews, verifies, and takes professional responsibility for anything that leaves the building. These plugins make that review faster; they do not replace it.

These plugins do not represent Anthropic's legal positions. They are tools that help lawyers analyze issues. Where a skill includes a checklist item, a suggested framework, a risk flag, or a characterization of case law or regulatory guidance, that is an aid to the reviewing attorney's own analysis, not a statement of Anthropic's view of the law. The law in many of these areas is unsettled and evolving. The attorney using the plugin — not the plugin, and not Anthropic — is responsible for the legal positions taken in their work product.

What's in the repo:

  • Practice-area plugins covering in-house, firm, and academic legal work — each one built around a cold-start interview that learns your playbook and a CLAUDE.md practice profile that every skill reads from.
  • Managed-agent cookbooks for the scheduled, eyes-on-the-feed workflows (renewal watcher, docket watcher, regulatory feed monitor, diligence grid, launch radar).
  • MCP connectors across general productivity (Slack, Google Drive, Box) and legal-specific systems (Ironclad, DocuSign, iManage, Everlaw, CourtListener, and more).
  • Named agents — end-to-end workflow agents (Vendor Agreement Reviewer, DSAR Responder, Termination Reviewer, Claim Chart Builder, …) with job-style names and a single command to run each one.

Agents

Each agent is named for the workflow it runs. They're the most common surface — start with the ones that match your work, then tune the underlying skill, the practice profile, and the connectors to how your team does it.

The trust layer for community legal skills

The community is building legal skills fast — registries like LegalOps Consulting's lpm-skills and Lawvable already list dozens. But nobody certifies community skills, and a lawyer installing a random skill from GitHub is installing code that runs with access to their matter files, their practice profile, and their research connectors.

legal-builder-hub gives the ecosystem the trust layer it's missing:

  • Security review — hidden-content scan, injection detection, structural trust check on every install
  • Allowlist — restrictive-by-default source gate (registries, publishers, connectors, licenses)
  • License gate — deployment-context-aware license policy (personal / firm-internal / product-embedding)
  • Freshness gate — tracks whether bundled reference content (regulations, statutes, procedures) has passed its verification window, and warns at invocation
  • Re-scan at update — a skill that was clean at v1.0 and poisoned at v1.1 gets caught
  • Install log — an auditable record of what's installed, from where, under what license, with what review verdict

The allowlist is restrictive by default. Permissive mode is an explicit choice. A non-lawyer gets routed to their attorney contact, not an "install anyway" button.

Community skills go through the same design review (/legal-builder-hub:skills-qa) as the first-party plugins. If you build for lawyers, run the QA against your own skill before publishing. It's the review a lawyer would do if they could read code.

Building a connector? See CONNECTORS.md for what a good legal MCP server looks like and how to submit yours for inclusion.

Claude for Microsoft 365

Lawyers live in Word and Excel. Every contract-touching skill in this repo is authored to work in the Claude for Word sidebar, with tracked changes as the output mode. That's commercial-legal:review (vendor agreements, NDAs, SaaS subscriptions), commercial-legal:amendment-history, ip-legal:ip-clause-review, ai-governance-legal:vendor-ai-review, privacy-legal:dpa-review, and the diligence extraction in corporate-legal. A reviewer accepts or rejects each change exactly as they would for a human markup — numbering, defined terms, cross-references, and styles are preserved.

The Excel-facing skills produce workbooks that open cleanly: corporate-legal:tabular-review writes a multi-sheet .xlsx with a sources sheet, litigation-legal:claim-chart writes an element-by-element claim chart with citation columns, corporate-legal:entity-compliance writes the compliance register with deadline columns, and commercial-legal:renewal-tracker exports the renewal register sorted by cancel-by date.

Install Claude for Microsoft 365 from Microsoft AppSource. Once installed, the skills from any plugin you've enabled are available from the sidebar via /, and connectors are reachable from the same surface. A single thread can span Word, Excel, PowerPoint, and Outlook.

For IT admins deploying the add-in against your own cloud (Vertex AI, Bedrock, or an internal gateway) rather than Anthropic's API, see the separate claude-for-msft-365-install tooling.

Making It Yours

These are reference templates. They get better when you tune them to how your team works — and the customization mechanism is the plugin itself, not a config file buried in a repo.

  • Run the cold-start interview. It is the customization mechanism. It asks how your practice works, reads your seed documents, and writes your practice profile. Every other skill reads from that profile. A /commercial-legal:cold-start-interview with five signed MSAs, your playbook, and your escalation matrix will make the review skills noticeably sharper.
  • Edit the practice profile. Your profile lives at ~/.claude/plugins/config/claude-for-legal/<plugin>/CLAUDE.md. Edit it directly for small fixes — a wrong escalation threshold, a new integration, a policy update. It survives plugin updates.
  • Re-run setup. /<plugin>:cold-start-interview again for a full re-interview when your practice shifts materially (new jurisdiction, new CLM, new policy).
  • Swap connectors. Point .mcp.json at your CLM, DMS, e-discovery platform, launch tracker, HRIS. Skills fall back gracefully when a connector isn't configured — no silent no-ops.
  • Bring your playbook and templates. Drop your terminology, house style, and branded templates into the plugin's CLAUDE.md and references/. The skills will pick them up.
  • Fork skills for house style. Every skill is a markdown file under skills/. Edit the steps, the gates, the output format.
  • Add scheduled agents. The agents under <plugin>/agents/ are markdown with a cron-style schedule. Add your own for the watchers your team needs.

No build step. Everything is markdown and JSON.

Skill & Command Reference

The full map across all plugins. The cold-start interview is the first thing to run in any plugin.

ai-governance-legal

Command Skill What it does
/ai-governance-legal:cold-start-interview cold-start-interview Cold-start — learns your AI governance practice
/ai-governance-legal:ai-inventory ai-inventory EU AI Act per-system inventory — track each system's role and risk tier
/ai-governance-legal:use-case-triage use-case-triage Classify AI use case — approved, conditional, or no
/ai-governance-legal:aia-generation aia-generation Run an AI impact assessment in house format
/ai-governance-legal:vendor-ai-review vendor-ai-review Review vendor AI terms against governance positions
/ai-governance-legal:reg-gap-analysis reg-gap-analysis Diff a new AI regulation against your governance posture
/ai-governance-legal:policy-monitor policy-monitor Keep the AI policy current with practice
/ai-governance-legal:policy-starter policy-starter Draft a firm AI usage policy from published model policies, adapted to your practice profile
/ai-governance-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)

legal-builder-hub

Command Skill What it does
/legal-builder-hub:cold-start-interview cold-start-interview Practice profile interview and starter-pack recommendation
/legal-builder-hub:registry-browser registry-browser Search watched registries for community legal skills
/legal-builder-hub:skill-installer skill-installer Install a community skill with trust checks
/legal-builder-hub:skills-qa skills-qa Evaluate a skill against the Design Framework
/legal-builder-hub:related-skills-surfacer related-skills-surfacer Suggest community skills from activity in other plugins
/legal-builder-hub:auto-updater auto-updater Check for updates to installed community skills
/legal-builder-hub:disable skill-manager Disable a community skill without removing files
/legal-builder-hub:uninstall skill-manager Uninstall a community skill installed via the hub
scheduled registry-sync (agent) Periodic check of watched registries for updates

legal-clinic

Command Skill What it does
/legal-clinic:cold-start-interview cold-start-interview Professor setup — areas, jurisdiction, supervision style
/legal-clinic:build-guide build-guide Professor practice-area guide — intake, pedagogy posture, review gates
/legal-clinic:ramp ramp Student semester onboarding with practice exercises
/legal-clinic:client-intake client-intake Structured intake with cross-area issue spotting
/legal-clinic:client-comms-log client-comms-log Log a client communication — append-only per-case record
/legal-clinic:research-start research-start Research roadmap — statutes, case law, search terms
/legal-clinic:memo memo IRAC-scaffolded analysis memo with research gaps flagged
/legal-clinic:draft draft First draft of a common clinic document
/legal-clinic:client-letter client-letter · plain-language-letters Routine client correspondence from templates
/legal-clinic:status status Case status by audience — client, professor, court-ready
/legal-clinic:deadlines deadlines Track case deadlines with malpractice-aware warnings
/legal-clinic:supervisor-review-queue supervisor-review-queue Professor's review queue (if formal supervision)
/legal-clinic:semester-handoff semester-handoff End-of-semester case handoff memos

commercial-legal

Command Skill What it does
/commercial-legal:cold-start-interview cold-start-interview Cold-start — learn your commercial contracts practice
/commercial-legal:review vendor-agreement-review · nda-review · saas-msa-review Review vendor agreement, NDA, or SaaS subscription
/commercial-legal:amendment-history amendment-history Trace contract changes across base and amendments
/commercial-legal:renewal-tracker renewal-tracker Show contracts with cancel-by deadlines within 90 days
/commercial-legal:escalation-flagger escalation-flagger Route a contract issue and draft the ask
/commercial-legal:review-proposals (internal) Review and approve pending playbook update proposals
/commercial-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)
— stakeholder-summary Translates a review into a business-stakeholder summary
scheduled renewal-watcher (agent) Weekly sweep of the renewal register
scheduled deal-debrief (agent) Weekly surface of signed agreements with deviations
scheduled playbook-monitor (agent) Proposes playbook updates when a clause has drifted

corporate-legal

Command Skill What it does
/corporate-legal:cold-start-interview cold-start-interview House cold-start, with optional --new-deal kickoff
/corporate-legal:tabular-review tabular-review Tabular review — one row per document, every cell cited
/corporate-legal:diligence-issue-extraction diligence-issue-extraction Extract issues from VDR documents per house thresholds
/corporate-legal:material-contract-schedule material-contract-schedule Build material contracts disclosure schedule
/corporate-legal:closing-checklist closing-checklist What's blocking close with critical path
/corporate-legal:written-consent written-consent Draft board or committee consent in house format
/corporate-legal:entity-compliance entity-compliance Entity compliance tracker across jurisdictions
/corporate-legal:integration-management integration-management Post-closing integration tracker with consent tracking
/corporate-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)
— board-minutes Drafts board or committee minutes in house format
— deal-team-summary Aggregates diligence findings into a deal briefing
— ai-tool-handoff Detects Luminance/Kira, QAs bulk-tool output
scheduled dataroom-watcher (agent) Monitors VDR uploads and posts checklist status

employment-legal

Command Skill What it does
/employment-legal:cold-start-interview cold-start-interview Cold-start — learns jurisdictions and escalation rules
/employment-legal:wage-hour-qa wage-hour-qa Jurisdiction-aware wage/hour and employment Q&A
/employment-legal:hiring-review hiring-review Review offer letter and restrictive covenants
/employment-legal:termination-review termination-review Termination review with high-risk flag detection
/employment-legal:worker-classification worker-classification Classify a proposed engagement against the state test
/employment-legal:policy-drafting policy-drafting Draft employment policy with state supplements
/employment-legal:leave-tracker leave-tracker Check open leaves for deadline alerts
/employment-legal:log-leave log-leave Add a new leave to the leave register
/employment-legal:investigation-open internal-investigation Open a new internal investigation matter
/employment-legal:investigation-add internal-investigation Add data to an open investigation — docs, notes
/employment-legal:investigation-memo internal-investigation Draft or update the privileged investigation memo
/employment-legal:investigation-query internal-investigation Ask questions against an open investigation log
/employment-legal:investigation-summary internal-investigation Draft audience-specific summary from investigation memo
/employment-legal:expansion-kickoff international-expansion Kick off expansion planning for a new country
/employment-legal:expansion-update international-expansion Update status of an in-progress expansion project
/employment-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)
— handbook-updates Diffs handbook changes and flags state supplement impacts
scheduled leave-tracker (agent) Weekly monitor of open leaves with hard deadlines

ip-legal

Command Skill What it does
/ip-legal:cold-start-interview cold-start-interview Cold-start — learn your IP practice and posture
/ip-legal:clearance clearance Trademark clearance first pass — knockout + similar marks
/ip-legal:fto-triage fto-triage Freedom-to-operate triage, not an FTO opinion
/ip-legal:invention-intake invention-intake Invention disclosure first-pass screen — novelty, obviousness, §101, bar dates
/ip-legal:cease-desist cease-desist Draft a C&D or triage one you received
/ip-legal:takedown takedown DMCA notice, response triage, or §512(g) counter-notice
/ip-legal:infringement-triage infringement-triage Infringement triage across all four IP rights
/ip-legal:ip-clause-review ip-clause-review Review IP clauses — assignment, license, warranties
/ip-legal:oss-review oss-review Open source license compliance check
/ip-legal:portfolio portfolio Track IP portfolio deadlines and renewals
/ip-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)
scheduled ip-renewal-watcher (agent) Weekly report of IP portfolio deadlines

litigation-legal

Command Skill What it does
/litigation-legal:cold-start-interview cold-start-interview Cold-start — risk, landscape, house brief style
/litigation-legal:matter-intake matter-intake Intake a new matter — writes matter.md and history
/litigation-legal:matter-briefing matter-briefing Deep briefing on one matter for a call
/litigation-legal:matter-update matter-update Append a dated event to a matter's history
/litigation-legal:portfolio-status portfolio-status Portfolio rollup — risk, deadlines, stale matters
/litigation-legal:matter-close matter-close Close a matter — archive, retain record
/litigation-legal:matter-workspace matter-workspace Manage matter workspaces (practice-level)
/litigation-legal:demand-intake demand-intake Pre-drafting context — parties, facts, leverage
/litigation-legal:demand-draft demand-draft Draft demand letter with FRE 408 gate and .docx output
/litigation-legal:demand-received demand-received Triage inbound demand — options, portfolio cross-check
/litigation-legal:subpoena-triage subpoena-triage Triage subpoena — scope, burden, privilege, plan
/litigation-legal:legal-hold legal-hold Issue, refresh, release, or report on legal holds
/litigation-legal:oc-status oc-status Weekly status-request emails to outside counsel
/litigation-legal:claim-chart claim-chart Element chart — patent or civil cause of action
/litigation-legal:chronology chronology Build or update a chronology from sources and uploads
/litigation-legal:deposition-prep deposition-prep Deposition outline tied to case theory
/litigation-legal:privilege-log-review privilege-log-review First-pass privilege log review with flags
/litigation-legal:brief-section-drafter brief-section-drafter Draft a brief section in house style
scheduled docket-watcher (agent) Monitors court dockets for filings and deadlines

privacy-legal

来源:Hacker News 热门(buzzing.cc 中文翻译) · github.com