The library

dst · your training knowledge for the general concepts;

cli · `commander` for CLI framework — no custom arg parsing

qa · hen convenient |

ci · this agent for CI/CD pipeline work: debugging failed workflows, optimizing build times, updating GitHub Actions, managing Docker builds, and deployment configur...

qc · the `find` Chrome MCP tool to locate elements by:

ship · when you want to ship the next task end-to-end with no manual intervention

gh · GitHub workflows that need exact gh invocations with --json scripting over GUI interactions.

IT · Infrastructure operations that are pre-authorized by IT-ops markers and need measurable output evidence.

product-owner · Agile teams that need rigorous backlog discipline with testable acceptance criteria and epic-to-task traceability.

pdf · Document processing pipelines that need both text-based and image-based PDF content extraction with confidence scoring.

mcp · Exposing database collections and custom functions to Claude/LLMs via the Model Context Protocol with schema-driven validation.

git · Safety gates that prevent commits until preconditions (test pass, scope complete) are verified.

sre · Organizations that need reliability engineering across services with error budgets and blameless incident response culture.

tpo · Multi-service systems where a single change spans repos and requires coordinated rollout with rollback safety.

dba · Database-first design that optimizes schema, relationships, and queries before application code is written.

web · Frontend teams that enforce strict TypeScript and reuse Shadcn/Radix components with React Hook Form validation.

ada · Satisfactory factory planning that needs exact recipes, ratios, and bottleneck analysis with current game state verification.

L · Thai/multi-language Laravel teams that follow strict MVC patterns with Eloquent, Vanilla JS, and audit trails.

ui · Mobile UI teams building KMP apps with consistent Material3 design across Android/iOS.

adr · Teams that need to track architectural decisions over time for onboarding, audits, and reversing decisions later.

ci · Teams automating build, test, and deployment with matrix testing and multi-environment promotion gates.

ux · Digital products that prioritize user research and design validation before engineering investment.

QA Engineer · Quality gates that prevent regressions through comprehensive test coverage and automated validation.

db · Data-intensive applications that need optimal schema design and query tuning from first principles.

QA · Quality assurance that validates features meet acceptance criteria before production release.

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