AI Manipulation Defense System implementation with Midstream, AgentDB, and lean-agentic

AgentObservability

- Create compelling offer or pitch

Annual security report aggregation and analysis. USE WHEN annual reports, security reports, threat reports, industry reports, update reports, analyze reports, vendor reports, threat landscape.

Aphorism management. USE WHEN aphorism, quote, saying. SkillSearch('aphorisms') for docs.

name: "AppleFoundationModels"

Extended thinking mode. USE WHEN be creative, deep thinking, deep thinking, extended reasoning. SkillSearch('becreative') for docs.

---name: biomcp-server

Protocol fuzzer script development using boofuzz framework. Use when creating network protocol fuzzers, defining protocol PDUs (Protocol Data Units), writing mutation-based fuzzing scripts, or contributing to the boofuzz project. Covers binary protocol definitions, session management, crash detection, and reporting findings.

---name: cell_agent

Generate AIAG-format Control Plans linked to PFMEAs with proper inspection methods, frequencies, and reaction plans. Supports Prototype/Pre-launch/Production phases. USE WHEN user says 'control plan', 'CP', 'inspection plan', 'process control', 'sampling frequency', 'reaction plan', or 'special characteristics'. Integrates with PFMEA, AutomotiveManufacturing, and MSA skills.

| Topic | Score (out of 10) |

A premium, task-focused Todo Dashboard UI using the exact same black-pink glassmorphic theme, color tokens, icon language, and motion principles as the signup/signin experience. Header intentionally excluded.

Structured 8D problem solving for customer complaints and quality issues. D0-D8 phases with containment, root cause analysis, and escape point identification. USE WHEN user says '8D', 'eight disciplines', 'customer complaint', 'corrective action', 'root cause analysis', 'containment', 'escape point', or 'problem solving report'.

Epic EMR consulting workflows for ClinDoc, Bridges, interfaces, and clinical builds. USE WHEN user mentions Epic, orderset, ClinDoc, Bridges, interface, HL7, provider matching, VersaCare, ScottCare, OR any client name (Memphis, Raleigh, Orlando, Nova, Baptist).

Agent evaluation framework based on Anthropic's best practices. USE WHEN eval, evaluate, test agent, benchmark, verify behavior, regression test, capability test. Includes three grader types (code-based, model-based, human), transcript capture, pass@k/pass^k metrics, and ALGORITHM integration.

**Feature**: [FS-155](./FEATURE.md)

Family relationships and household management. USE WHEN user mentions Ashley, Sullivan, family, relationship, parenting, household, or any family-related concern.

First principles analysis. USE WHEN first principles, fundamental, root cause, decompose. SkillSearch('firstprinciples') for docs.

Filter and classify AI research content for relevance. Use when processing raw content from Twitter, Substacks, blogs, or podcasts to determine if it's worth extracting claims from. Assigns relevance scores, topics, and author categories.

Support IATF 16949 internal audit programme - QMS audits, process audits, product audits, and layered process audits. Covers audit planning, checklists, findings, and corrective actions. USE WHEN user says 'internal audit', 'audit checklist', 'process audit', 'product audit', 'QMS audit', 'audit finding', 'nonconformance', or 'LPA'. Integrates with AutomotiveManufacturing and A3criticalthinking skills.

>

Conduct Gage R&R studies and validate measurement systems per AIAG MSA manual. Covers variable and attribute studies, acceptance criteria, and calculation methods. USE WHEN user says 'MSA', 'gage R&R', 'GR&R', 'measurement system', 'repeatability', 'reproducibility', 'attribute agreement', or 'ndc'. Integrates with ControlPlan, SPC, and AutomotiveManufacturing skills.

9P2000 protocol implementation for .NET - connect to 9front/Plan9, serve files, CPU remote shell, authentication servers

π/τ-tier. Structure, navigation, closure (~500 tokens). Navigation between skills. Decimal: π.8.0. Load via: φ→π

Extract system improvements from content AND monitor external sources (Anthropic ecosystem, YouTube). USE WHEN upgrade, improve system, system upgrade, analyze for improvements, check Anthropic, Anthropic changes, new Claude features, check YouTube, new videos. SkillSearch('upgrade') for docs.

Generate AIAG-VDA compliant Process FMEAs with proper Severity/Occurrence/Detection ratings, RPN calculations, and countermeasure recommendations. Covers MNMUK departments (Machine Shop, Damper, LVA, FML). USE WHEN user says 'PFMEA', 'FMEA', 'failure mode', 'risk analysis', 'RPN', 'severity occurrence detection', or 'process risk assessment'. Integrates with AutomotiveManufacturing, ControlPlan, and A3criticalthinking skills.

PheroPath allows you to attach context (DANGER, TODO, SAFE, INSIGHT) to files using Extended Attributes (or a sidecar fallback).

Ethical people-finding. USE WHEN find person, locate, reconnect, people search, skip trace. SkillSearch('privateinvestigator') for docs.

Prompt injection testing. USE WHEN prompt injection, jailbreak, LLM security, AI security assessment, pentest AI application, test chatbot vulnerabilities.

UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)

---name: universal-single-cell-annotator

Security reconnaissance. USE WHEN recon, reconnaissance, bug bounty, attack surface. SkillSearch('recon') for docs.

Expert record keeping system with paperless-ngx integration, country-specific taxonomies, and intelligent document management. USE WHEN upload document, store file, organize records, find document, search papers, tag documents, delete records, retention check, archive documents, add entity, create trust, validate trust, workflow create, FTE check, connection test, system status, check status.

Skill para decomposição segura de arquivos monolíticos. Análise estrutural profunda, mapeamento exaustivo de dependências, extração incremental com zero quebra de lógica. Exige entendimento completo do negócio antes de qualquer ação.

Security news aggregation from tldrsec, no.security, and other sources. USE WHEN security news, security updates, what's new in security, breaches, security research, sec updates. SkillSearch('secupdates') for docs.

---name: st-agent

Safety Monitor

Generate a premium, black-background, pink glassmorphic sign-in experience for a todo app with a distinct page layout, strong hierarchy, and refined UX flow. Styling must exactly match the signup skill.

Implement SPC charting, process capability analysis, and control chart interpretation. Covers control chart selection, capability indices, and out-of-control rules. USE WHEN user says 'SPC', 'Cpk', 'Ppk', 'control chart', 'process capability', 'X-bar R', 'statistical control', or 'out of control'. Integrates with ControlPlan, MSA, and AutomotiveManufacturing skills.

Comprehensive guide to UI/UX design principles, architectural patterns, and animation techniques for building high-quality iOS apps with Swift.

**Before executing, check for user customizations at:**

System maintenance, memory queries, and pattern analysis. USE WHEN user mentions system, memory, patterns, history, past conversations, what did I, or meta-level system questions.

Innovation was not always recognized as being part of the job of the public sector. Civil servants are often unfamiliar with the methods and techniques we associate with innovation. UNDP’s Accelerator

Voice server management. USE WHEN voice server, TTS server, voice notification, prosody.

GPU VRAM management patterns for sharing memory across services (Ollama, Whisper, ComfyUI). OOM retry logic, auto-unload on idle, and service signaling protocol.

Web security assessment. USE WHEN web assessment, pentest, security testing, vulnerability scan. SkillSearch('webassessment') for docs.

You're an experimentation leader who has built testing cultures at high-velocity product

Austrian public transport (VOR AnachB) for all of Austria. Query real-time departures, search stations/stops, plan routes between locations, and check service disruptions. Use when asking about Austrian trains, buses, trams, metro (U-Bahn), or directions involving public transport in Austria.

Comprehensive WCAG accessibility auditing with multi-tool testing (axe-core + pa11y + Lighthouse), TRUE PARALLEL execution with Promise.allSettled, graceful degradation, retry with backoff, context-aware remediation, learning integration, and video accessibility. Uses 3-tier browser cascade: Vibium → agent-browser → Playwright+Stealth.