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aa-ma-forge

aa-ma-forge contains 15 collected skills from snewhouse, with repository-level occupation coverage and site-owned skill detail pages.

skills collected
15
Stars
5
updated
2026-05-18
Forks
1
Occupation coverage
6 occupation categories · 100% classified
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Skills in this repository

dispatching-parallel-agents
software-developers

Use multiple Claude agents to investigate and fix independent problems concurrently

2026-05-18
retro
project-management-specialists

Weekly engineering retrospective. Analyzes commit history, work patterns, and code quality metrics with persistent history and trend tracking. Team-aware: breaks down per-person contributions with praise and growth areas.

2026-05-18
goal-condition-synthesis
software-developers

Synthesize a Claude Code /goal condition from AA-MA plan artifacts. Produces a falsifiable condition referencing observable artifacts (provenance.log, tasks.md, git tags, test exit codes) plus a turn cap derived from plan effort. Owns the canonical verdict-token enum, observable-artifact list, hashing contract, and turn-cap formula. Used by /execute-aa-ma-full §2.5 and /verify-plan --iterate.

2026-05-16
aa-ma-execution
software-developers

Use when executing tasks from AA-MA artifacts - handles step/milestone/full execution with proper context injection, validation, and provenance logging. Proactively use when detecting .claude/dev/active/ directories or when user asks to continue/resume work.

2026-05-16
aa-ma-plan-workflow
project-management-specialists

Use when planning complex multi-step tasks, creating AA-MA artifacts, or transitioning from ad-hoc to structured development - transforms rough ideas into executable plans through 5-phase workflow with integrated skills and validation gates

2026-05-16
verify-impl
software-quality-assurance-analysts-and-testers

Post-impl adversarial review symmetric to /verify-plan. Dispatches up to 5 parallel audit agents (code-reviewer, security-auditor, tdd-sequence-auditor, context7-evidence-auditor, future-proofing-auditor) based on the milestone's plan-declared Audit-Profile. CRITICAL findings surface via AskUserQuestion accept/dispute/defer panel before §7.3 user authorization. Introduced in v0.8.0 per ADR-0005. Invoked by Phase 6.8 of /execute-aa-ma-milestone.

2026-05-11
plan-verification
software-quality-assurance-analysts-and-testers

Adversarial verification of AA-MA plans using 6 independent angles. Catches factual errors, unverified assumptions, impact gaps, vague criteria, implementation barriers, and domain-specific risks before plans reach execution. Invoked by Phase 4.5 of aa-ma-plan and standalone /verify-plan command.

2026-05-11
operational-constraints
project-management-specialists

Activate comprehensive operational constraints for disciplined execution. Use at session start, before complex tasks, during planning phases, or when encountering friction. Enforces token efficiency, tool protocols, parallel execution, TDD, and system mapping.

2026-05-09
token-compression
software-developers

Output token compression for AA-MA workflows. Reduces response tokens by 40-75% while preserving full technical accuracy. Three intensity levels mapped to execution modes: lite (HITL), full (general), ultra (AFK). Auto-activates during AA-MA execution based on task Mode field. Manual activation via /compress lite|full|ultra.

2026-04-10
defense-in-depth
information-security-analysts

Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible

2026-04-07
debugging-strategies
software-developers

Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance issues, or unexpected behavior.

2026-04-07
complexity-router
software-developers

Estimate task complexity and route high-complexity tasks (>=80%) to deep architectural review - use before plan generation

2026-04-07
agent-teams
computer-and-information-systems-managers-113021

Orchestrate Claude Code agent teams for collaborative multi-agent work. Use when tasks need 2+ coordinated agents that communicate with each other. Supports research teams (competing hypotheses, parallel investigation), implementation teams (architect + implementers + reviewer), hybrid teams, and code review teams. Integrates with AA-MA for structured execution. Handles team creation, task distribution, inter-agent debate, progress monitoring, error recovery, and graceful shutdown. Keywords: team, teammate, multi-agent, swarm, coordinate, collaborate, spawn agents, parallel agents communicate, competing hypotheses, research team, implementation team.

2026-04-07
impact-analysis
software-developers

Enforce dependency awareness before code edits. Use when modifying existing code, changing function signatures, working on AA-MA milestones, or editing shared/core modules. Prevents breaking changes by analyzing upstream callers, downstream dependencies, and contract changes.

2026-04-06
system-mapping
computer-systems-analysts

Lightweight pre-flight checklist for understanding system context before code changes. Perform 5-point analysis of architecture, execution flows, logging, dependencies, and environment. Use before modifying unfamiliar code or multi-file changes.

2026-04-06