Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Central catalog of available skills with metadata, capabilities, and performance history. Provides skill discovery...
Validates permission inheritance between parent and child agents. Ensures child permissions are equal to or more...
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies...
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects...
Executes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource...
Validates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements...
Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback....
Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation...
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and...
End-to-end DAG execution orchestrator that decomposes arbitrary tasks into agent graphs and executes them in...
Traces complete execution paths through DAG workflows. Records timing, inputs, outputs, and state transitions for...
Modifies DAG structure during execution in response to failures, new requirements, or runtime discoveries. Supports...
Manages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding,...
Assigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and...
Handle mental health crisis situations in AI coaching safely. Use when implementing crisis detection, safety...
Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols....
Strategic analyst that maps competitive landscapes, identifies white space opportunities, and provides positioning...
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine...
Generates comprehensive, context-aware code review checklists tailored to the specific codebase, programming...
Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity...
Marketing and promotion specialist for Claude ecosystem technology - MCP servers, skills, plugins, and agents....
Implement AI chatbot analytics and conversation monitoring. Use when adding conversation metrics, tracking AI usage,...
AI-powered career biographer that conducts empathetic interviews, extracts structured career narratives, and...