ils15
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- ▌ Internet Search 3 · ils15Web research with structured APIs and source hierarchy. Use for documentation lookup and technical answers.
- ▌ Memory Bank 2 · ils15Memory bank rules, structure, and optimization — complete guide to Pantheon memory management.
- ▌ Token Audit 2 · ils15Audit a repository for token waste — find redundant context files, measure baseline, recommend optimizations
- ▌ File Prompts 2 · ils15Load prompts from external files with path expansion. Use for version-controlled prompts outside config.
- ▌ Plan Architecture 2 · ils15Plan feature architecture with component breakdown, data flow, and dependency mapping. Use before implementation to define contracts between layers.
- ▌ Streaming Patterns 2 · ils15Implement SSE, WebSockets, LLM token streaming, and real-time broadcasting in FastAPI.
- ▌ Wisdom Accumulation 2 · ils15Extract learnings between implementation waves. Use to share conventions and gotchas across phases.
- ▌ Visual Review Pipeline 2 · ils15Automated visual review pipeline — Playwright screenshots, self-analysis, fix loop, escalation. Used by Aphrodite for UI verification.
- ▌ Codemap 2 · ils15Generate codebase maps with directory trees and relationships. Use for onboarding and architecture documentation.
- ▌ Handoff 2 · ils15Generate session handoff documents for work continuation. Use when transitioning between sessions.
- ▌ Simplify 2 · ils15Behavior-preserving code simplification to reduce complexity while keeping outputs, side effects, and APIs unchanged.
- ▌ Init Deep 2 · ils15Generate hierarchical AGENTS.md files per directory. Use for context-specific instructions throughout projects.
- ▌ Interview 2 · ils15Interview users to convert rough ideas into structured specs. Use before starting non-trivial features.
- ▌ Task System 2 · ils15File-backed task management with dependencies and parallel execution. Use for complex work with 3+ interdependent tasks.
- ▌ MCP Security 2 · ils15MCP security hardening — credential leakage prevention, input sanitization, and tool access control. Use for reviewing agent MCP configurations.
- ▌ Quality Gate 2 · ils15Quality gate enforcement — TDD, lint, type-check, test, build checks before any commit or PR
- ▌ Session Goal 2 · ils15Pin session objectives to prevent scope creep. Use for alignment across long multi-agent sessions.
- ▌ Auto Continue 2 · ils15Auto-continue through todos with idle detection and safety gates. Use for multi-step orchestration.
- ▌ RAG Pipelines 2 · ils15RAG pipeline design — chunking, embeddings, retrieval strategies, evaluation, and demo patterns.
- ▌ Cache Strategy 2 · ils15Cache patterns for Redis, CDN, TTL, and invalidation. Use for architecture decisions on caching strategies.
- ▌ Tdd With Agents 2 · ils15TDD enforcement with RED→GREEN→REFACTOR cycle and advanced testing patterns. Use for test-driven development across all layers.
- ▌ Agent Evaluation 2 · ils15Evaluate AI agent outputs — hallucination detection, quality scoring, behavioral testing, and CI/CD pipelines.
- ▌ Frontend Analyzer 2 · ils15Analyze React components for design tokens and accessibility. Use for extracting typography, colors, and layout patterns.
- ▌ Test Architecture 2 · ils15Advanced testing with E2E, load, mutation, and contract tests. Use for production-ready test coverage beyond unit tests.
- ▌ Agent Coordination 2 · ils15Multi-agent orchestration with model routing, category delegation, and sprint management. Use for coordinating Pantheon agents.
- ▌ Database Migration 2 · ils15Database migrations with Alembic, rollbacks, and zero-downtime deployment. Use for schema changes.
- ▌ Metis Gap Analysis 2 · ils15Pre-plan gap analysis for hidden intentions and edge cases. Use before delivering plans to catch missing elements.
- ▌ Security Audit Pro 2 · ils15Security audit with SAST, SCA, containers, SBOM, PII detection. Use for comprehensive security reviews.
- ▌ Agent Observability 2 · ils15Observability with OpenTelemetry, metrics, and logging. Use for monitoring agents and LLM calls.
- ▌ API Design Patterns 2 · ils15Design RESTful APIs with pagination, filtering, and OpenAPI docs. Use for FastAPI endpoint design.
- ▌ Artifact Management 2 · ils15Structured artifact trail for feature implementations — plans, implementations, reviews, and decisions.
- ▌ Context Compression 2 · ils15Level 2 — Pantheon-native context compression with priority scoring, semantic summarization, downstream-aware compression, budget allocation, and cross-references
- ▌ Code Review Checklist 2 · ils15Systematic code review with quality gates, security audit, and parallel checks. Use for structured feedback on pull requests.
- ▌ Database Optimization 2 · ils15Optimize SQL queries, indexes, and identify N+1 problems. Use for database performance and migration review.
- ▌ Docker Best Practices 2 · ils15Optimized Dockerfiles with multi-stage builds and security hardening. Use for container setup and docker-compose.
- ▌ Fastapi Async Patterns 2 · ils15Async FastAPI with dependency injection and service patterns. Use for building type-safe API endpoints.
- ▌ MCP Server Development 2 · ils15Build MCP servers with Python FastMCP and TypeScript SDK — tools, resources, prompts, and transport configuration.
- ▌ Orchestration Workflow 2 · ils15Practical step-by-step walkthrough for orchestrating features end-to-end using the multi-agent system, from planning through deployment
- ▌ Nextjs SEO Optimization 2 · ils15SEO optimization for Next.js with metadata and Open Graph. Use for search ranking and social sharing.
- ▌ Remote Sensing Analysis 2 · ils15Remote sensing pipeline with optical/SAR processing and ML classification. Use for satellite imagery analysis.
- ▌ Internet Search 2 · ils15Tool-agnostic search — query construction, tool selection, source trust hierarchy.
- ▌ Prompt Improver 2 · ils15Improve prompts using best practices for clarity, specificity, and structure. Use for optimizing AI agent and bot instructions.
- ▌ Conversational AI Design 2 · ils15Design conversational AI with Rasa NLU, dialogue management, and LangChain memory patterns.
- ▌ MCP Security · ils15MCP security hardening — credential leakage prevention, input sanitization, and tool access control. Use for reviewing agent MCP configurations.
- ▌ Quality Gate · ils15Quality gate enforcement — TDD, lint, type-check, test, build checks before any commit or PR
- ▌ Code Review Checklist · ils15Systematic code review with quality gates, security audit, and parallel checks. Use for structured feedback on pull requests.
- ▌ Database Optimization · ils15Optimize SQL queries, indexes, and identify N+1 problems. Use for database performance and migration review.
- ▌ Docker Best Practices · ils15Optimized Dockerfiles with multi-stage builds and security hardening. Use for container setup and docker-compose.
- ▌ Fastapi Async Patterns · ils15 bundleAsync FastAPI with dependency injection and service patterns. Use for building type-safe API endpoints.
- ▌ MCP Server Development · ils15Build MCP servers with Python FastMCP and TypeScript SDK — tools, resources, prompts, and transport configuration.
- ▌ Orchestration Workflow · ils15Practical step-by-step walkthrough for orchestrating features end-to-end using the multi-agent system, from planning through deployment
- ▌ Visual Review Pipeline · ils15Automated visual review pipeline — Playwright screenshots, self-analysis, fix loop, escalation. Used by Aphrodite for UI verification.
- ▌ Nextjs SEO Optimization · ils15 bundleSEO optimization for Next.js with metadata and Open Graph. Use for search ranking and social sharing.
- ▌ Remote Sensing Analysis · ils15Remote sensing pipeline with optical/SAR processing and ML classification. Use for satellite imagery analysis.
- ▌ Prompt Improver · ils15Improve prompts using best practices for clarity, specificity, and structure. Use for optimizing AI agent and bot instructions.
- ▌ Conversational AI Design · ils15Design conversational AI with Rasa NLU, dialogue management, and LangChain memory patterns.
- ▌ Auto Continue · ils15Auto-continue through todos with idle detection and safety gates. Use for multi-step orchestration.
- ▌ RAG Pipelines · ils15RAG pipeline design — chunking, embeddings, retrieval strategies, evaluation, and demo patterns.
- ▌ Cache Strategy · ils15Cache patterns for Redis, CDN, TTL, and invalidation. Use for architecture decisions on caching strategies.
- ▌ Internet Search · ils15Tool-agnostic search — query construction, tool selection, source trust hierarchy.
- ▌ Tdd With Agents · ils15TDD enforcement with RED→GREEN→REFACTOR cycle and advanced testing patterns. Use for test-driven development across all layers.
- ▌ Agent Evaluation · ils15Evaluate AI agent outputs — hallucination detection, quality scoring, behavioral testing, and CI/CD pipelines.
- ▌ Frontend Analyzer · ils15Analyze React components for design tokens and accessibility. Use for extracting typography, colors, and layout patterns.
- ▌ Plan Architecture · ils15Plan feature architecture with component breakdown, data flow, and dependency mapping. Use before implementation to define contracts between layers.
- ▌ Test Architecture · ils15Advanced testing with E2E, load, mutation, and contract tests. Use for production-ready test coverage beyond unit tests.
- ▌ Agent Coordination · ils15Multi-agent orchestration with model routing, category delegation, and sprint management. Use for coordinating Pantheon agents.
- ▌ Database Migration · ils15Database migrations with Alembic, rollbacks, and zero-downtime deployment. Use for schema changes.
- ▌ Metis Gap Analysis · ils15Pre-plan gap analysis for hidden intentions and edge cases. Use before delivering plans to catch missing elements.
- ▌ Security Audit Pro · ils15Security audit with SAST, SCA, containers, SBOM, PII detection. Use for comprehensive security reviews.
- ▌ Streaming Patterns · ils15Implement SSE, WebSockets, LLM token streaming, and real-time broadcasting in FastAPI.
- ▌ Agent Observability · ils15Observability with OpenTelemetry, metrics, and logging. Use for monitoring agents and LLM calls.
- ▌ API Design Patterns · ils15Design RESTful APIs with pagination, filtering, and OpenAPI docs. Use for FastAPI endpoint design.
- ▌ Artifact Management · ils15Structured artifact trail for feature implementations — plans, implementations, reviews, and decisions.
- ▌ Context Compression · ils15Level 2 — Pantheon-native context compression with priority scoring, semantic summarization, downstream-aware compression, budget allocation, and cross-references
- ▌ Wisdom Accumulation · ils15Extract learnings between implementation waves. Use to share conventions and gotchas across phases.
- ▌ Codemap · ils15Generate codebase maps with directory trees and relationships. Use for onboarding and architecture documentation.
- ▌ Handoff · ils15Generate session handoff documents for work continuation. Use when transitioning between sessions.
- ▌ Simplify · ils15Behavior-preserving code simplification to reduce complexity while keeping outputs, side effects, and APIs unchanged.
- ▌ Init Deep · ils15Generate hierarchical AGENTS.md files per directory. Use for context-specific instructions throughout projects.
- ▌ Interview · ils15Interview users to convert rough ideas into structured specs. Use before starting non-trivial features.
- ▌ Memory Bank · ils15Memory bank rules, structure, and optimization — complete guide to Pantheon memory management.
- ▌ Task System · ils15File-backed task management with dependencies and parallel execution. Use for complex work with 3+ interdependent tasks.
- ▌ Token Audit · ils15Audit a repository for token waste — find redundant context files, measure baseline, recommend optimizations
- ▌ File Prompts · ils15Load prompts from external files with path expansion. Use for version-controlled prompts outside config.
- ▌ Session Goal · ils15Pin session objectives to prevent scope creep. Use for alignment across long multi-agent sessions.