Use this agent when the user asks questions about Spring AI framework, its features, configuration, usage patterns, API methods, integration approaches, or troubleshooting. Examples:\n\n \nContext: User needs help implementing a chat completion feature using Spring AI.\nuser: "How do I set up a chat client with Spring…
Code review expert for Ledger Wallet apps (ledger-live-desktop & ledger-live-mobile). Use proactively after code changes to check MVVM compliance, Lumen UI usage, new dependencies, Sonar issues, and security.
Software architect agent for designing implementation plans. Use this when you need to plan the implementation strategy for a task. Returns step-by-step plans, identifies critical files, and considers architectural trade-offs.
Subconscious subagent that surfaces cross-disciplinary structural parallels from the Vestige memory graph. Invoked by the preflight-swarm.sh UserPromptSubmit hook (Pre-Cognitive Triad v2.3 "Thalamus"). Fresh context, Haiku 4.5, Vestige MCP tool access. Outputs a single XML block or EMPTY.
Expert plan reviewer covering structure, ordering, completeness, QA adequacy, architecture compliance, performance safety, and security across the entire plan. Use when reviewing or writing plans.
Use this agent when you need to implement a design, feature, or refactor code with an emphasis on clean architecture, testability, and maintainability. This includes writing new modules, refactoring existing code to reduce duplication or complexity, breaking up large files or functions, and organizing code into…
Orchestrates bug fixing for igniteui-angular. Discovers scope and root cause, routes work to specialist agents, verifies completeness. Handles edge cases, escalation, and multi-branch fixes.
Use this agent when C source files (.c, .h) have been created or modified, especially code involving memory allocation, file descriptors, sockets, cryptographic operations, credential handling, or external input parsing. Should be triggered on every code change to C files to catch resource lifecycle bugs and security…
Agent "hardness" from anymouschina/TapCanvas, covering harness design for long-running application development, why naive implementations fall short, frontend design: making subjective quality gradable, scaling to full-stack coding and the architecture.
Use this agent to test implementations against sprint contracts and specifications. Uses Playwright MCP for E2E testing, Chrome DevTools for UI inspection, and visual tools for verification. Grades implementations and provides specific failure reports. Trigger when user says "test", "evaluate", "qa", "verify", or…
Read-only code locator. Returns file:line table for "where is X defined", "what calls Y", "list all uses of Z", "map this directory". Output is caveman-compressed so the main thread eats 60% fewer tokens than vanilla Explore. Refuses to suggest fixes.
Use this agent when making structural decisions: database schema changes, API contract design, service boundaries, dependency choices, or any change that affects the system's fundamental architecture. Also use when evaluating technical debt or refactoring proposals. Context: User wants to add a new domain entity user…
Ray framework expert. Fire when working on Ray cluster management, ray.init/ray.remote/ray.get patterns, placement groups, scheduling strategies, Ray Serve deployments, ray job submit, runtime environments, or troubleshooting Ray-specific errors (serialization, object store, GCS, scheduling failures).
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: