AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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jmagly-ai-writing-guide Skill Ralph MemoryManage Al semantic memory entries — list, query, and clear lessons learned across loop iterations
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jmagly-ai-writing-guide Skill Ralph ResumeResume an interrupted agent loop from last checkpoint
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jmagly-ai-writing-guide Skill Ralph StatusCheck status of current or previous agent loop
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jmagly-ai-writing-guide Skill Profile GraphEntity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding researcher similarity + collaboration link-prediction. Completes the
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sboghossian-mini-claude-for-legal Skill Pillar Architectural Bet No Fine TuningInternal architectural principle establishing that Louis uses frontier foundation models plus a structured skill library and retrieval augmentation — not fine-tuned models — to deliver legal AI quality. Use when reasoning about skill design, model selection, quality assurance, or why capabilities are built as skills rather than trained weights.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Injunction ApplicationUse when drafting an application for a preliminary or permanent injunction in court litigation — addressing the four-factor test of likelihood of success on the merits, irreparable harm, balance of hardships, and public interest. Applicable for civil courts in UAE (onshore and DIFC/ADGM), Lebanon, Egypt, KSA, UK, EU, and US. Distinct from the emergency arbitrator application skill which is for arbitral interim relief. Trigger when a client needs a court order to restrain a party from taking an action or to compel performance before a full trial.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Insider Trading PolicyUse when drafting an insider trading policy for a listed or pre-IPO company — covering the definition of material non-public information (MNPI), trading blackout periods, pre-clearance requirements, trading plan procedures, tipping prohibitions, and consequences of violations. Applicable for companies listed on UAE markets (DFM, ADX), Saudi Exchange (Tadawul), Lebanon Stock Exchange, Egyptian Exchange, London Stock Exchange, and US markets. Trigger when a company's board or legal counsel needs to establish or update its securities trading compliance policy.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Litigation Hold NoticeUse when drafting a litigation hold notice to be issued to employees, contractors, and third parties instructing them to preserve documents and data related to anticipated or actual litigation, arbitration, or regulatory investigation. Covers preservation scope, explanation of obligations, prohibited conduct, and escalation contacts. Applicable across common-law and civil-law jurisdictions with MENA-specific notes.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Matter Budget TemplateUse when preparing a per-matter legal budget for a specific litigation, arbitration, transaction, or regulatory matter. Produces a template with phase/task breakdowns, estimated hours by timekeeper level, disbursements, contingency, key assumptions, and alignment with LEDES/UTBMS billing codes. Applicable to outside counsel preparing client budgets and in-house teams evaluating external counsel proposals.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Procedural Order DraftUse when counsel or a tribunal secretary needs to draft Procedural Order No. 1 (or subsequent orders) for an arbitration. Covers timetable, document production, witness statements, expert reports, hearing logistics, and confidentiality. Applicable to institutional arbitrations under ICC, LCIA, DIAC, ADCCAC, CRCICA, SIAC, and UNCITRAL rules, with MENA seat considerations for UAE, DIFC, ADGM, Saudi Arabia, Lebanon, and Egypt.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Shareholders AgreementUse when drafting a full shareholders' agreement for a company with multiple shareholders, covering board composition, reserved matters, share transfer restrictions (ROFR, tag-along, drag-along), dividend policy, deadlock resolution, and exit mechanisms. Builds on the key terms agreed in prompt-pack-shareholder-agreement-key-terms into a full legal instrument. MENA-specific guidance addresses UAE onshore LLC, DIFC, ADGM, and KSA company law requirements, notarization needs, and enforceability of transfer and governance provisions.
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sboghossian-mini-claude-for-legal Skill Public Tool Terms Generator PublicUse when a business needs to generate Terms of Service, an Acceptable Use Policy, and (for e-commerce) a Refund Policy and DMCA notice procedure through a guided form — specifying business type, account model, payment model, user-generated content presence, jurisdiction, and disclaimer requirements. Free lead-generation tool outputting DOCX and PDF; nudges users to upgrade for negotiated terms with enterprise customers or additional customization.
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jmagly-ai-writing-guide Skill Contract ManifestGenerate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.
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jmagly-ai-writing-guide Skill Ralph ReflectView and manage agent loop reflections and episodic memory
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sboghossian-mini-claude-for-legal Skill Import Vscode Extension Builder LawvableUse when ingesting legal content, skills, or document templates originally authored inside the Lawvable VS Code extension into the Louis/mini-claude-for-legal data model. Handles mapping of Lawvable's proprietary document-builder schema into standard SKILL.md and draft formats, with config-driven field mapping and a mandatory dry-run preview before any write. Relevant any time a legal practitioner wishes to migrate Lawvable-built clause libraries, templates, or playbooks into the open-source skill ecosystem.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Bnpl Platform AgreementUse when drafting a buy-now-pay-later (BNPL) platform agreement between a BNPL provider and a merchant, covering integration requirements, payment terms, merchant fees, customer credit assessment, default handling, returns and refunds, and consumer credit regulation compliance. FinTech/payments practice area with MENA-specific attention to consumer credit licensing (UAE, KSA, EG) and Sharia-compliant BNPL structures.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Board Committee CharterUse when drafting the charter (terms of reference) for a board committee — Audit, Remuneration/Compensation, Nomination/Governance, or Risk — covering purpose, composition, independence standards, duties, meeting requirements, reporting obligations, and authority to retain advisors. Corporate governance practice area; covers MENA-listed company governance codes (UAE SCA, KSA CMA, DIFC Companies Law) and international standards.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Challenge To ArbitratorUse when a party to arbitration needs to draft a formal challenge to an arbitrator based on conflicts of interest, lack of impartiality, or lack of independence. Covers ICC, LCIA, DIAC, ADGM, SIAC, and UNCITRAL rules; addresses the IBA Guidelines on Conflicts of Interest; and flags MENA-specific considerations including challenge procedures under UAE, DIFC, KSA, and Lebanon arbitration law.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Employee Privacy NoticeUse when drafting an employee privacy notice (also called a workforce privacy notice or HR privacy policy) explaining what personal data the employer collects from employees, the purposes and legal bases for processing, retention periods, employee data rights, workplace monitoring practices, and international transfers. Applicable across MENA (UAE PDPL, KSA PDPL, LB draft data protection law), EU (GDPR), UK (UK GDPR), and other jurisdictions. Trigger when a company is onboarding employees or when an existing notice needs updating following a regulatory change.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Employment Offer LetterUse when drafting an employment offer letter for a specific position under a particular jurisdiction's employment law. Covers start date, compensation package, benefits, reporting structure, employment type (at-will, fixed-term, or indefinite), confidentiality obligations, and conditions of employment. Applicable across MENA (UAE, KSA, LB, EG, DIFC, ADGM) and internationally. Trigger when an employer is extending a formal offer to a new hire and needs a legally compliant offer letter that will not inadvertently create greater contractual obligations than intended.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Enforcement Of JudgmentUse when preparing a strategy memo for enforcing a domestic or foreign judgment or arbitral award against a judgment debtor. Covers available enforcement mechanisms (attachment of assets, garnishment, property seizure), asset location strategies, domestication requirements for cross-border enforcement, and priority among enforcement steps. Critical for MENA enforcement (UAE, KSA, LB, EG) where foreign judgment enforcement has specific statutory requirements and practical challenges. Trigger when a client has obtained a judgment or award and needs to convert it into recovery.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Ip Assignment AgreementUse when a user needs to draft an IP assignment agreement transferring ownership of patents, trademarks, copyrights, or trade secrets from an assignor to an assignee. Covers consideration, ownership representations, further assurances, and recordation obligations. Applies across MENA and international jurisdictions with guidance on civil-law notarization and registration requirements.
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jmagly-ai-writing-guide Skill Eval WorkflowRun evaluation tests against a multi-agent workflow to assess orchestration quality and failure archetype resistance
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jmagly-ai-writing-guide Skill Prompt EngineerProduction prompt engineering — write, iterate, and refine prompts with built-in eval loop feedback
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jmagly-ai-writing-guide Skill Integrity ScanTriage research-corpus artifacts for LLM residue, placeholder/template markers, unresolved citation markers, non-final experiment language, and submission risks. Per-REF scoring → pass / review / quarantine. Conservative — flags for human review, does not decide misconduct. Runs via `aiwg corpus integrity-scan`.
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jmagly-ai-writing-guide Skill Star PromptTastefully invite users to star AIWG after a successful workflow.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Joint Venture AgreementUse when drafting a joint venture agreement between two or more parties establishing a shared commercial enterprise. Covers ownership structure, capital contributions, management, profit and loss allocation, exit mechanisms, deadlock resolution, and non-compete obligations. Applies to contractual and corporate JV structures across MENA, GCC, EU, and common-law jurisdictions, with special attention to foreign ownership restrictions and Sharia-compliant considerations.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Request For ArbitrationUse when counsel needs to draft a Request for Arbitration (RfA) to be filed with an arbitral institution on behalf of a claimant. Covers factual summary, statement of claims, relief sought, proposed arbitrators, procedural requests, and required institutional attachments. Applicable to ICC, LCIA, DIAC, ADCCAC/ADIAC, CRCICA, SCCA, SIAC, ICSID, and UNCITRAL ad hoc proceedings, with MENA-specific guidance on seat selection and mandatory content under UAE, KSA, and DIFC/ADGM arbitration laws.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Shareholders ResolutionUse when a company needs to draft a shareholders' (or members') resolution to formally approve a corporate action — director elections, capital increases, amendment of constitutional documents, major transactions, or any matter requiring shareholder approval under applicable company law or the company's own constitutional documents. MENA-specific guidance covers UAE onshore LLC requirements (notarized MOA amendments), DIFC/ADGM special/ordinary resolution thresholds, and KSA general assembly formalities.
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sboghossian-mini-claude-for-legal Skill Import Vendor Due Diligence Patrick MunroUse when migrating the Patrick Munro vendor due-diligence methodology into the mini-claude-for-legal format. This adapter maps structured third-party risk assessment logic — legal, financial, operational, and compliance due-diligence workstreams — into the standard skill model. Relevant for technology vendor selection, supply-chain risk management, M&A target diligence, and regulatory vendor-oversight requirements across MENA (UAE, KSA, LB) and common-law (DIFC, ADGM, UK) jurisdictions.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Asset Purchase AgreementUse when drafting an asset purchase agreement (APA) for a buyer to acquire specific assets or a business unit from a seller, rather than shares. Corporate M&A practice area; covers asset schedules, assumed/excluded liabilities, employee transfer obligations, contract assignment, purchase price allocation, and transition services — with MENA-specific attention to asset transfer mechanics, regulatory consents, and employment law considerations.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Case Law Research PromptUse when a disputes lawyer, in-house counsel, or legal researcher needs a structured case law research output on a specific legal topic, covering leading authorities, their facts, legal principles, court decisions, and practical takeaways for practitioners. Designed for MENA, DIFC/ADGM, GCC, UK, EU, and any specified jurisdiction; acknowledges that case law plays a different role in civil-law versus common-law systems.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Legal Opinion On DisputeUse when a lawyer or in-house counsel needs to draft a formal legal opinion analyzing the merits of a claim or defense under a specified jurisdiction's law. Covers liability assessment, damages exposure, litigation risk, probability of success, and recommended course of action. Applicable to disputes in MENA courts (UAE, KSA, LB, EG), DIFC/ADGM Courts, international arbitration, and common-law litigation.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Matter Closing ProcedureUse when drafting a matter closing procedure for a law firm or legal department covering final billing, client communication, file organization, document retention, conflict system updates, lessons learned, and archiving. Ensures matters are closed in a defensible and organized manner and that institutional knowledge is preserved. Applicable to transactional, litigation, and advisory matters.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Professional Email DraftUse when a lawyer needs to draft a professional email to a client, counterparty, or court explaining a legal issue, the firm's position, or a recommended course of action. Covers tone calibration, legal-position framing, privilege markers, and jurisdiction-appropriate formality. Useful for client updates, demand letters styled as emails, settlement proposals, and regulatory correspondence in MENA and international practice.
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sboghossian-mini-claude-for-legal Skill Prompt Pack Share Purchase AgreementUse when a buyer is acquiring shares in a target company from selling shareholders, requiring a full share purchase agreement covering purchase price mechanics, representations and warranties, indemnification, conditions precedent, and closing mechanics. MENA-specific guidance covers UAE Commercial Companies Law requirements, DIFC/ADGM share transfer mechanics, KSA foreign investment approval requirements, notarization and regulatory filing obligations, and the treatment of civil-law limitations on warranty and indemnity structures.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include prompt-pack-injunction-application, ralph-memory, ralph-resume. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.