Use when: (1) constructing prompts for subagents, (2) invoking the Task tool, or (3) writing/improving skill instructions or any LLM prompts
AGENTS.md/CLAUDE.md instruction-file guidelines: structure, brevity, sync with directory. Apply when editing `AGENTS.md` or `CLAUDE.md` files.
Search memex for user feedback patterns (frustration, corrections, praise, successful outcomes) to identify recurring mistakes and wins, then generate CLAUDE.md or AGENTS.md…
Trigger Pattern INSTRUCTION_INTROSPECTION flag detected (load_instruction_at/Sysvar1nstructions) - Inject Into Breadth agents, depth agents
Use when instruction files (skills, prompts, CLAUDE.md) are too long or need token reduction while preserving capability.
Audits a candidate instruction (.instructions.md) against five gates (spec compliance, content quality, scope fit, safety, currency & coherence) plus optional Gate 6 (token budget…
Generate a coaching conversation guide with questions, protocols, and follow-up actions for a teaching focus.
Use when a task needs the judgment of an Instructional Coordinator — auditing curriculum coverage against a state test blueprint, checking standards alignment at the…
Use when designing learning experiences, training materials, courses, or tutorials — learning objectives, Bloom's taxonomy, assessment design, and curriculum planning.
Design learner-focused training materials and playbooks for pilot processes. Use when creating user guides, workshops, or onboarding modules from workflows, personas, and…
HEALTH AI Co-Creation Platform'un görsel dili, tipografi / renk / hareket sözleşmeleri ve mikro-etkileşim katalogu.
Merge useful patterns from one project's AGENTS.md/CLAUDE.md into another's while preserving the target's structure.
Audits CLAUDE.md files, memory, and skills for redundancies, verbosity, contradictions, and misplaced content.
Consolidate scattered AGENTS.md/CLAUDE.md files, remove redundancy, standardize format. Use when the user asks to clean up instructions, deduplicate AGENTS files, or unify project…
Generate a fresh AGENTS.md for a directory by analyzing its structure and code. Use when the user asks to initialize AGENTS.md, bootstrap project instructions, or document a…
Review instruction and rule files for structure, consistency, applyTo precision, and portable cross-references — package sources (`*.instructions.md`) and distributed agent rule…
Reduce AGENTS.md/CLAUDE.md verbosity while preserving structure and technology names. Use when the user asks to simplify, condense, or shorten project instructions.
Sync AGENTS.md files with the actual current directory structure and codebase state. Use when the user asks to refresh AGENTS.md, update instructions to match the codebase, or fix…
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial resul — from…
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial resul — from…
Structured outputs with Instructor. Extract typed data from LLMs using Pydantic models and validation.
Structured outputs with Instructor. Extract typed data from LLMs using Pydantic models and validation.
Structured outputs with Instructor. Extract typed data from LLMs using Pydantic models and validation.
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial resul — from…
Use when extracting structured data (JSON, typed objects) from LLM responses with validation and retries.
Diagnose Codex setup and map, explain, or lint repository-scoped coding-agent instructions. Use when Codex instructions or skills seem missing, or when auditing AGENTS.md,…
Erstelle eine vollständige direkte Instruktionssequenz von LP-Modellierung bis gesteuerter Übung bis Independent Work.
Add PostHog error tracking to capture and monitor exceptions. Use after implementing features or reviewing PRs to ensure errors are tracked with stack traces and source m — from…
Add PostHog SDK integration to your application. Use when setting up PostHog for the first time or reviewing PRs that need PostHog initialization.
Add PostHog AI Observability to trace AI model usage. Use after implementing LLM features or reviewing PRs to ensure all generations are captured with token counts, latency, and…
Add PostHog log capture to track application logs. Use after implementing features or reviewing PRs to ensure meaningful log events are captured with structured propertie — from…
Use when when preprocessing a heterogeneous spectral library (e.g., GNPS public library) that contains spectra from multiple instrument types, and you need to partition data by a…
Add PostHog metric capture to track counters, gauges, and histograms. Use after implementing features or reviewing PRs to ensure key operations are measured, or when asked to add…
Use when you have a time-series of repeated QCpool (pooled quality control) injections measured at regular intervals during one or more LC-MS/MS sequences, exported from Sciex…
Use when when you have obtained a raw Orbitrap mass spectrometry file and need to verify that the instrument was configured as claimed in the methods section or dataset…
Implement deep instrumentation pipelines for tracing, metrics, and real-user monitoring of React apps.
Plan instrumentation strategy before implementation, covering what to instrument, naming conventions, cardinality management, and instrumentation budget
Use when creating or reviewing a new long-running service so observability, runtime flags, tests, coverage gates, and release controls exist from the first commit.
Use when profiling native macOS or iOS apps with Instruments/xctrace. Covers correct binary selection, CLI arguments, exports, and common gotchas.
Instruqt integration. Manage data, records, and automate workflows. Use when the user wants to interact with Instruqt data.
Internal state awareness for AI agents. Energy, mood, and interoception. Part of the AI Brain series.
Extract structured data from insurance claims, policies, EOBs, and loss reports. Pre-built schemas for claimant info, coverage, damages, adjuster notes.
ที่ปรึกษาประกัน — วิเคราะห์ความต้องการ (DIME), เปรียบเทียบประกันชีวิต/รถ/สุขภาพ/ทรัพย์สิน, term vs whole life
Activate when: an insurance agent/agency must not skip licensing, disclosure, suitability, and replacement steps on a sale; 'am I compliant on this policy', selling/replacing a…
Страховой агрегатор: архитектура, калькуляторы, адаптеры СК, CRM, лояльность, реферальная программа. Обучен на InsSmart, Sravni Labs, Polis.Online, Pampadu.
Insurance policy analysis, claims evaluation, coverage assessment, and risk management for individuals and businesses
Produces requirement-by-requirement CRE insurance certificate compliance reviews by analyzing ACORD 25 certificates and endorsements against Access Agreement terms.
Performs contract-driven compliance review of insurance certificates and endorsements against CRE/site-access and vendor agreement requirements.
核实旅行保险证明是否符合申根签证要求。检查保额（≥€30,000 医疗， 欧元面值）、地理范围（整个申根区）、医疗遣返覆盖、保单日期 （覆盖全程+缓冲）、姓名与护照一致、证明页清晰度。如有附件则 读取证明文件或文本；否则提出针对性问题。当用户说"检查我的保险"、 "我的保险符合申根要求吗"、或想了解保险要求时使用。 (Schengen-master 技能)
Write a clear insurance claim letter or appeal that supports a payout. Use when asked to write an insurance claim, file a claim letter, document a loss for insurance, or appeal a…
Appeal a denied insurance claim — read the real reason for the denial, find the strongest grounds, and draft the appeal with the evidence that answers it.
Analyze an insurance claims processing system for lifecycle completeness, straight-through processing automation, fraud detection coverage, reserve estimation methodology,…
Produces structured summaries of insurance claims correspondence including coverage letters, reservation of rights (ROR), denial letters, and claim file documents.
Activate when: an insurance agent should stress-test a client's coverage before a claim exposes a gap; 'is this client actually covered', policy review,…
Prüft Versicherungsschutz, Claims, D&O, Cyber, Produkthaftung, W&I und Post-Closing-Deckung im Private Equity Praxis.
Wenn es um Insurance and D&O in Bankruptcy in US Bankruptcy Code geht: prüft Frist, Form, Zuständigkeit, Rechtsweg und Sofortmaßnahmen; liefert eine Fristen- und Risikoampel mit…
Compares all coverage limits to current assets, income, and liabilities to identify meaningful gaps. Applies 10-12x income life insurance rule, 60-70% disability replacement…
Compiles a full coverage matrix from all active insurance policies: carrier, policy type, coverage limits (per-occurrence and aggregate), deductible, annual premium, and renewal…
Conduct insurance needs analysis with gap identification. TRIGGERS - Use when user needs help with insurance-needs-analysis related tasks.
Insurance Notice: steuert D&O, Rechtsschutz, Cyber, Produkthaftpflicht und Deckungsmeldung im Mandat koordinieren zwischen Kanzlei, Mandant und Rechtsabteilung mit Dashboard,…