jmanhype

Provides project coding standards and architectural principles on-demand. Automatically invoked when implementing features, writing code, or making technical decisions. Reads constitution.md to ensure all code aligns with project principles.

Manages persistent task memory using Beads. Automatically invoked when discussing task tracking, long-running projects, session persistence, or context preservation across sessions. Handles syncing between tasks.md and Beads.

Guides specification-driven development workflow. Automatically invoked when discussing new features, specifications, technical planning, or implementation tasks. Ensures proper workflow phases (specify → clarify → plan → checklist → tasks → analyze → implement).

Validates specification quality for technology-agnosticism, testability, and completeness. Automatically invoked when reviewing specs, checking requirements, or before transitioning from specify to plan phase.

Synthesize Reflector insights into structured delta proposals for playbook updates, following ACE paper's Curator architecture

Analyze AppWorld task failures to extract specific API patterns and generate actionable playbook bullets with concrete code examples

Generate Python code to solve AppWorld agent tasks using playbook bullet guidance. Use when the AppWorld executor needs executable Python code for tasks involving Spotify, Venmo, Gmail, Calendar, Contacts, or other AppWorld APIs.