Skill rating

Deep code property graph analysis with Joern CPG (AST+CFG+PDG) and CodeQL for control flow, data flow, taint analysis, and security auditing

Autonomous screenshot verification — captures, compares, and AI-evaluates UI changes for visual regressions

Verification-gated model escalation — run a cheap model, verify its output with decomposed per-field checks, and escalate to a strong model only when a flag fires. Optional TypeSafe (jev) verifier.

AST-based code graph for fast symbol lookup, dependency analysis, and blast radius via codebase-memory-mcp MCP server

Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents

Build AI agents with Pydantic AI (Python) and Claude SDK (Node.js)

Keyword & SERP research via the DataForSEO API — search volume, competition, CPC, keyword ideas for naming/SEO decisions

Record captioned product walkthrough videos of any web app with Playwright + ffmpeg — proof videos for stakeholders, feature demos, bug-fix evidence

Multi-agent orchestration with container-isolated workspaces — each agent session runs in its own Docker container with independent git branches

Task-scoped memory lifecycle — typed MnemoGraph prevents lossy context compaction by treating facts/decisions/code-refs/handoffs as distinct node types with per-type eviction policies

Maggy is a local AI engineering command center. AI-prioritized inbox across issue trackers (GitHub Issues/Asana), one-click TDD execute with iCPG context enrichment, daily competitor intelligence brie

Intent-Augmented Code Property Graph — tracks WHY code exists via ReasonNodes with formal contracts, 6-dimension drift detection, and 3 canonical pre-task queries for autonomous development

UserPromptSubmit hook pattern that classifies prompts into six cost tiers and delegates to external model CLIs

Best practices for sharing engineering work publicly — what to post, what to withhold, and channel-specific guidance

9-tier model routing system with cascading classifier fallback and result auto-evaluation

AI-first application patterns, LLM testing, prompt management

Latest AI models reference - Claude, OpenAI, Gemini, Eleven Labs, Replicate

AI-driven testing agent that auto-discovers, generates, executes, evaluates, and fixes tests for any project type

React web development with hooks, React Query, Zustand

Multi-model validation council — auto-validate plans, architecture changes, and PRs via validate-plan/review before executing

Structured, adversarial, multi-phase security audit of a codebase — recon → coverage-led hunting → finder≠validator validation → machine-readable findings → target-neutral report

Dynamic multi-repo and monorepo awareness for Claude Code. Analyze workspace topology, track API contracts, and maintain cross-repo context.

Microsoft Teams bots and AI agents - Claude/OpenAI, Adaptive Cards, Graph API

Reddit Ads API - campaigns, targeting, conversions, agentic optimization

Offload large / multi-file reads to a cheap worker model so raw files never enter Claude's context (token savings)

Universal coding patterns, constraints, TDD workflow, atomic todos

OWASP security patterns, secrets management, security testing