Assigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and...
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17,526 skills
Manages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding,...
Tracks iteration progress toward task completion goals. Monitors quality trends, detects plateauing, and recommends...
Validates DAG structures, performs topological sorting, detects cycles, and resolves dependency conflicts. Uses...
Modifies DAG structure during execution in response to failures, new requirements, or runtime discoveries. Supports...
Traces complete execution paths through DAG workflows. Records timing, inputs, outputs, and state transitions for...
End-to-end DAG execution orchestrator that decomposes arbitrary tasks into agent graphs and executes them in...
Performs root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and...
Synthesizes actionable feedback from validation results, confidence scores, and iteration triggers. Creates...
Parses complex problems into DAG (Directed Acyclic Graph) execution structures. Decomposes tasks into nodes with...
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and...
Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation...
Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback....
Validates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements...
Executes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource...
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects...
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies...
Validates permission inheritance between parent and child agents. Ensures child permissions are equal to or more...
Combines and synthesizes outputs from parallel DAG branches. Handles merge strategies, conflict resolution, and...
Runtime enforcement of file system boundaries and tool access restrictions. Blocks unauthorized operations and logs...
Matches natural language task descriptions to appropriate skills using semantic similarity. Handles fuzzy matching,...
Central catalog of available skills with metadata, capabilities, and performance history. Provides skill discovery...
Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism...
Expert data engineer for ETL/ELT pipelines, streaming, data warehousing. Activate on: data pipeline, ETL, ELT, data...