Per-surface visual styleguide lifecycle — capture, annotate with token callouts, audit via /review-design, track token debt, and detect visual drift between rounds. Composes /create-design-board and /review-design into a repeatable pipeline.
Create, restyle, preview, and validate self-contained themed SVG diagrams and animations for any surface — READMEs, websites, pitchdecks, docs, artifacts. Use when a user asks for an animated SVG, an animated README SVG, a reusable SVG style preset, a dark neon technical diagram, deterministic CSS-keyframe animation…
Train vision classifiers for Camelot table extraction strategy prediction. Uses MobileNetV2 with GRPO training and Camelot execution feedback. Integrates with Federated Taxonomy for preset-aware predictions.
Create PDF tables using ReportLab Table class for proper structure detection. Creates tables that Marker and other extractors can parse. Use when you need detectable tables in PDFs.
Collaborative argumentative walkthrough for complex implementations. REQUIRES /interview (user context) and /ask consult (persona review) BEFORE writing. Combines claim verification, Mermaid diagrams, structured tables, and adversarial human review into a prosecution brief.
Detect, classify, and mark Controlled Unclassified Information (CUI) per 32 CFR Part 2002. Scans documents and ArangoDB collections for CUI indicators, applies proper markings, and tracks CUI flow through the system.
Build a dedicated, recall-ready client knowledge base in /memory from a client brief, website/API docs, OpenAPI specs, and GitHub repos, then wire it into /live-evidence as the glance-card knowledge graph for interviews, meetings, and sales calls. Use when the user says "curate client", "build a client knowledge…
Control and inspect Cursor Cloud Agents through the official Cursor Agents API. Use this when users ask for Cursor Agents, webcursor, cursor.com/agents control, Cursor Cloud Agent runs, Cursor agent usage, or Cursor agent API checks.
Unified Embry OS development dashboard. Aggregates daemon health, LLM metrics, shadow agreement, cascade state, skill health, active tasks, Chutes quota, and project-state into a single Rich TUI, JSON, or plain-text view.
Report on data completeness for the SPARTA QRA pipeline (Control -> URL -> Knowledge -> QRA). Queries DuckDB to show coverage percentages at each stage.
Automated URL fetch failure handling with strategy exhaustion, memory learning, and human-in-the-loop recovery. Use when fetches fail and you need intelligent retry, pattern learning, and human collaboration.
Automated PDF failure analysis and fixture generation. Takes failed PDF URLs, identifies breaking patterns, and generates minimal fixtures via fixture-tricky for regression testing. Supports batch mode and combined stress test generation.
Force the project-agent to use a real debugger instead of guessing: set breakpoints where the problem might be, stop execution at those breakpoints, inspect live variable state, and analyze the observed runtime state before patching. Use when a project agent is stuck, sees confusing or repeated failures, suspects…
Discover new books using OpenLibrary API with Federated Taxonomy integration. Recommends books based on subjects, authors, and HMT bridge attributes. Can be invoked via /dogpile books.
Research and enrich professional contacts and marketing prospects. Uses /dogpile to find current company, role, recent news, and company intelligence. Ingests CSV contact lists and outputs enriched profiles to /memory.
Discover new movies using TMDB API with Federated Taxonomy integration. Recommends movies based on genres, directors, and HMT bridge attributes. Can be invoked via /dogpile movies.
Discover new music using MusicBrainz and ListenBrainz APIs. Recommends music based on Horus taste profile and HMT bridge attributes. Can also be invoked via /dogpile music.
Discover actors and reference talent via TMDB API with HMT taxonomy. Find actors by name, filmography, or bridge attributes. Used by create-cast for character reference discovery.
Deep research aggregator that searches Brave (Web), GitHub (Code/Issues), ArXiv (Papers), YouTube (Videos), optional Context7 library docs, and optional feed/archive/book sources. Provides a consolidated Markdown report with an ambiguity check, grounded synthesis, and Agentic Handoff.
Model integrity monitor. Detects LLM quality degradation via active probes (NIAH, SKILL.md extraction) and passive signals (hook denials, transcript corrections, duplicate reads). CUSUM drift detection on quality time series. D3 dashboard for visualization.
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