The library

x9 · Multiplayer games that need consistent player-state synchronization with latency compensation and conflict resolution.

max · Orchestrating TradingIA development when someone needs integrated strategy across code, math, market, and business.

dba · When data layer must be explicit and performant before backend implements repositories.

The CFO · Reality-checking startup assumptions when the board needs to hear if numbers actually work.

cto · Making infrastructure or agent-backbone choices with cross-cutting impact across teams.

rag · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.

dba · Building semantic search over regulatory documents (Verordnungen) when 700-word chunks matter.

pam · Front-door assistant when requests mix personal advice, capture, and project execution.

seo · Improving search ranking when structured data and crawlability are critical.

sde · Staff-level coding when production discipline and maintainability matter over speed.

gitnexus-pr-facts-historian · Understanding PR scope before review when changed files, commits, and regressions matter.

penetration-tester · Demonstrating real security risk when authorized exploitation and impact assessment needed.

edgartools-architect · Planning major EdgarTools changes when beginner-friendly simplicity must survive refactor.

onboarding · Integrating edge models when monkeypatching and compilation workarounds need expert guidance.

ctf-solver · Solving web/pwn/crypto CTFs when systematic methodology beats guessing.

version-bumper · Automating releases when version coordination across repos needed.

pr-fix-implementer · Executing code fixes when the design is locked but implementation needs care.

new-entity · Creating ORM entities when schema design needs code generation.

code-simplifier · Cleaning code when reuse wins matter more than bug hunting.

docs-agent · Keeping docs fresh when code changes need user-facing explanation.

ark-researcher · Analyzing agent-at-scale patterns when McKinsey research needs synthesis.

{"{ projectName }":null} · Autonomous LP range management when automated rebalancing within USD bounds beats manual monitoring

pr-reviewer-bugs · Catching null-check gaps and breaking changes when deep code reading and cross-file validation matter

gstack-contrib-add-host · Adding agent support to gstack when a new coding assistant needs skill reuse across host ecosystems

documentation-accuracy-reviewer · Ensuring user docs match implementation when multi-layered documentation must stay in sync

react-normalizer · Applying company standards consistently when 2-iteration cap and business-logic preservation matter

weather-analyst · Multi-period weather analysis when hour-by-hour comparisons and extreme event detection beat simple forecasts

data-flow-tracer · Security audit when complete data-flow visualization and validation-gap discovery outweigh endpoint lists

explorer · Non-mutating intelligence gathering when read-only analysis and pattern detection matter

logging-subagent · High-concurrency Rust when structured field logging and span-based context tracing beat free-text logs

vibe-architect · Multi-skill governance when durable rule files and centralized routing beat scattered configs

reasoner · Honest technical assessment when architectural health and productization readiness matter

events-agent · Full event coordination when checklist-driven lifecycle beats fragmented spreadsheets

causal-inference · Causal inference when observational data and rigorous assumption testing beat correlation studies

gsd-intel-updater · Intelligence database maintenance when automated updates and validation matter

cpp-pro · C++ performance tuning when measured improvements and correctness verification matter

qa-agent · QA automation when systematic test execution and coverage metrics beat ad-hoc testing

pm · Project coordination when centralized status tracking and risk visualization matter

code-reviewer · Catching Rust safety bugs in compiler code reviews without full AST context.

flutter-expert · Mentoring a team on Flutter patterns when Riverpod state is complex.

felix · Configuring entity structure and tax planning at SaaS hire-time.

README · Parallel auditing of unfamiliar legacy code when multiple specialists are needed.

sorter · Batching daily Obsidian inbox triage to maintain project momentum.

seo-auditor · Detecting SEO regressions after major Vercel deploys without manual crawling.

rails-refactoring-expert · Cleaning up working Rails code while keeping tests green.

architect · Turning approved plans into precise specs before dev teams start coding.

documenter · Writing consistent architecture docs when live code outpaces documentation.

quality-reviewer · Universal PR quality checks when no role-specific reviewer exists.

sqlbuildingblocks-plan-reviewer · Stress-testing feature plans against dialect complexity and NonTerminal dispatch.

leto-tester · Applying deep expertise to a focused scope.