Build read models and projections from event streams.
Generates 15-second vertical promo videos for social media from mastered audio.
File a librarian query result back into the library as a new page with provenance tracking.
Promotion preflight gate for the agent-skills marketplace.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured…
Scan rough markdown, session exports, or pasted prose and isolate each core intent into a structured prompt atom — classified as law…
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR…
Use when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing…
Transform weak prompts into high-performance prompts for OpenAI and Codex workflows by asking targeted clarifying questions, preserving…
Analyze and improve plugin prompts, skill definitions, and command instructions
Prompt injection detection and prevention for secure LLM applications
Design a learning sequence teaching prompt quality — comparing vague vs. refined prompts to show why specificity and context transform AI…
Activates when the user asks about AI prompts, needs prompt templates, wants to search for prompts, or mentions prompts.chat.
WHEN refining or structuring prompts; NOT executing tasks; outputs XML-tagged instructions with roles, tasks, constraints, and examples.
Prompt the user with pointed questions to extract what is in his head about a project — remaining work, what is being avoided, what really…
Audits an existing prompt (system prompt, CLAUDE.md, SKILL.md, sub-agent prompt, or a prompt embedded in a Claude API call) against…
Research how to prompt a specific LLM and forge a complete, installable, model-specific prompt-optimizer skill from a bundled template.
Validate, lint, audit, or fix PromQL queries and alerting rules; detects anti-patterns.
Writes rigorous mathematical proofs for ML/AI theory.
Automate Proofly tasks via Rube MCP (Composio).
Proofreading skill for the Book of Challenges manuscript.