Reviews a completed os-eval-runner lab run and backports approved changes to master plugin sources. Trigger with "backport the eval results", "review the lab run", "apply eval…
Verifies that os-architect actually causes evolution — not just words. Dispatches os-architect in single-shot simulation mode for a given test scenario, then checks for real…
Trigger with "run self-audit", "test the analyzer", "regression test the plugin analyzer", "audit the agent-scaffolders", or "verify the analyzer works correctly".
Trigger with "mine plugins", "analyze plugin collection", "run the full analysis pipeline", "inventory and analyze all plugins", "mine patterns from this directory", or when you…
Maintains a persistent, folder-based log of all agentic-os experiment runs. Each run writes one dated file to context/experiment-log/ and updates index.md.
Trigger with "evaluate autoresearch fit", "score this skill for karpathy loop", "is this a good autoresearch candidate", "assess autoresearch viability for", "which skills are…
Trigger with "mine this skill", "analyze this skill", "run targeted skill analysis", "extract patterns from this skill", or when you want focused analysis on a single Agent Skill…
Audit Vector DB coverage -- compares the live filesystem manifest against the ChromaDB index to identify coverage gaps.
Session manager for RSVP speed reading. Orchestrates reading sessions with pause, resume, speed adjustment, and comprehension check-ins.
Converts an input document (.txt, .md, .pdf, .docx) into a structured RSVP token stream with ORP alignment and configurable WPM.
(Industry standard: Review and Critique Pattern) Primary Use Case: Iterative generation paired with adversarial review, continuing until an 'Approved' verdict is reached.
Transforms raw source files registered in wiki_sources.json into Karpathy-style LLM wiki nodes inside the wiki-root.
Convert raw plugin analysis results into actionable improvement recommendations for agent-scaffolders and agent-scaffolders.
Derives, groups, and refines user stories from exploration work, prototype behavior, and business context, with prioritization for the first implementation slice.
Trigger with "show me the improvement chart", "how are we improving", "progress report", "graph the eval scores", "show cycle of improvement", "what's the trend", "are we getting…
Interactive co-authoring skill for the wide end of the exploration funnel. Captures and refines the core intent, whether the outcome is a software app, a business process…
Trigger with "explain agentic os", "how do I set up a persistent agent environment", "what is the CLAUDE.md hierarchy", "explain the context folder structure", "how does session…
SME-facing orchestrator for the Business Exploration Loop. Supports 4 session types (greenfield, brownfield, discovery-only, spike) with adaptive phase selection.
A package builder skill that compiles specs/ documents into standard spec-kits and scaffolds the clean target codebase sandbox.
Progressive-disclosure query against the Obsidian LLM wiki. Returns RLM summary first, expands to bullets, then full wiki node on demand.
Activate when the user wants to create a new APM-native package from scratch for reusable agent skills, agents, commands, hooks, MCP configuration, prompts, or governance-managed…
Aggregates full monorepo bundle with structured segmentation for deep reasoning audits.
Read and manipulate Obsidian Bases (.base) files - YAML-based database views that render as tables, cards, and grids inside the vault.
Removes stale and orphaned entries from the RLM Summary Ledger. Use after files are deleted, renamed, or moved to keep the ledger in sync with the filesystem.
Extracts pure, framework-free, IO-free domain models and deterministic business rules from a rapid prototype with strict preservation vs replacement classification and purity…
Performs an uncompromising L5 Enterprise Red Team Audit on a given plugin against the 39-point architectural maturity matrix.
Provides sandboxing validation, HMAC key rotation, and budget verification to manage security boundaries under Agentic Group Theory (AGT).
Progressively migrates legacy prototype routes and features to a clean architecture layer slice-by-slice, verifying them against characterization tests, running purity/drift…
Full-cycle install or update of the Spec-Kitty framework - upgrades the CLI, refreshes templates, syncs the plugin, reconciles custom knowledge, and bridges to agent environments.
A system architecture scaffolder designed to synthesize visual discoveries and interactive Q&A responses into comprehensive C4 and TOGAF specs.
Initialize HuggingFace integration - validates .env variables, tests API connectivity, and ensures the dataset repository structure exists.
Builds an executable safety net of characterization tests by integrating browser flow recording, API payload snapshotting, DOM state captures, network traces, and mock fixture…
Core markdown syntax skill for Obsidian. Enforces strict parsing and authoring of Obsidian proprietary syntax (Wikilinks, Blocks, Headings, Aliases, Embeds, Callouts).
Safely removes all agent lock files from the context/.locks/ directory to resolve deadlocks caused by crashed agents leaving stale locks behind.
Scaffold a deterministic GitHub Actions CI/CD workflow
Programmatically create and manipulate Obsidian Canvas (.canvas) files using JSON Canvas Spec 1.0. Enables agents to generate visual flowcharts, architecture diagrams, and…
Provides validation, setup guidance, and a local test harness simulator to run skills within the Microsoft Agent Framework (MAF).
Scaffold an advanced stateful agent skill with L4 patterns
Design and scaffold a Claude Code sub-agent
Distills wiki source files into the RLM summary layer (summary.md, bullets.md, deep.md) using the cheapest available LLM CLI.
Gemini CLI sub-agent system for persona-based analysis. Use when piping large contexts to Google Gemini models for security audits, architecture reviews, QA analysis, or any…
Triggers the L5 Red Team Sub-Agent to rigorously audit a plugin against the 39-point L4 pattern matrix.
Trigger: "set up agentic OS", "initialize agent harness", "init my project for AI agents", "where do I put CLAUDE.md", "create my agent environment", "set up persistent memory".
(Industry standard: Parallel Agent) Primary Use Case: Work that can be partitioned into independent sub-tasks running concurrently across multiple agents.
Synchronizes the agent environments. Looks at the inventory (plugin-sources.json) and reinstalls all skills and plugins from the sources indicated.
Audit file path references in plugins and skills. Trigger with "audit path references", "check file references", "find broken references", "path reference audit", "verify paths",…
A visual & functional crawler operation utilizing Chrome DevTools Protocol (CDP) or Playwright/Puppeteer to audit prototype UI/UX and behavior.
Semantic link traversal for Obsidian Vaults. Builds an in-memory graph index from wikilinks and provides instant forward-link, backlink, and multi-degree connection queries.
Specialized Quality Assurance Operator for documentation link integrity and scans. Automatically handles automated link validation, auditing, fixing, and repairing broken…
Download primitives for HuggingFace assets - files, folder snapshots, and model weights with exponential backoff on rate limits.
Activate when the user wants to install, deploy, test, or materialize an APM package into runtime directories such as .agents/, .github/, .claude/, .cursor/, .gemini/, .codex/,…
Codex CLI sub-agent for dispatching tasks to OpenAI-compatible models via the `codex` binary. Use for code-focused tasks routed to GPT-5 Codex or any OpenAI-compatible endpoint.
Interactively initializes the Vector DB plugin. Guided discovery asks which folders to index, confirms the manifest, then scaffolds vector_profiles.json for high-performance…
Generate Mermaid flowcharts documenting business processes, state machines, and workflow logic from session captures.
(Industry standard: Meta-Learning System / Automated Autoresearch) Primary Use Case: Continuous, self-improving orchestration of an agentic system over multiple sessions.
Provides active execution protocols to rigorously audit how code, directory structures, and agent actions comply with the authoritative ecosystem specs.
Pattern 5: Concurrent Event-Driven Multi-Agent Loop. Coordinates multiple Claude sessions as OS threads sharing a common event bus and memory address space.
Deploy a skill as an Azure AI Foundry hosted agent
Runs a semantic health check over the Obsidian LLM wiki using the cheapest available LLM CLI. Finds inconsistencies, missing concepts, stale articles, connection candidates, and…
Continuously improves an existing agent skill based on eval results using the RED-GREEN-REFACTOR cycle.