Discovery Agent
Maps application boundaries, services, and dependencies before test planning begins.
Inputs
- • Service topology
- • Environment metadata
- • Endpoint maps
Outputs
- • System graph
- • Component inventory
Workflow example: Reads service catalog and traces, then builds a runtime-aware dependency graph.
Knowledge Agent
Ingests technical context and keeps test reasoning grounded in current system behavior.
Inputs
- • Docs
- • Telemetry
- • Code metadata
Outputs
- • Searchable knowledge base
- • Context snapshots
Workflow example: Indexes architecture docs and logs, then publishes refreshed context bundles.
Test Planning Agent
Builds prioritized test plans aligned to release risk and change impact.
Inputs
- • Change sets
- • Knowledge graph
- • Quality policies
Outputs
- • Test plan
- • Coverage intent
Workflow example: Creates plan variants and selects the most cost-efficient coverage strategy.
UI Execution Agent
Runs browser workflows with resilient selectors and state-aware retries.
Inputs
- • UI test plan
- • Target environment
Outputs
- • Execution logs
- • Screenshots
- • Failure traces
Workflow example: Executes user journeys and captures evidence when behavior diverges from expectation.
API Execution Agent
Validates API contracts, business logic, and cross-service interactions.
Inputs
- • OpenAPI spec
- • Execution plan
- • Auth configuration
Outputs
- • API assertions
- • Contract drift signals
Workflow example: Generates requests, verifies responses, and flags payload schema deviations.
Data Validation Agent
Checks persistence integrity, event payload quality, and downstream consistency.
Inputs
- • Data models
- • Pipeline events
Outputs
- • Validation reports
- • Anomaly alerts
Workflow example: Compares expected data contracts against actual storage and event stream outputs.
Failure Analysis Agent
Clusters failures and identifies probable root causes across multi-layer signals.
Inputs
- • Logs
- • Traces
- • Execution outputs
Outputs
- • Root-cause hypotheses
- • Failure clusters
Workflow example: Correlates runtime evidence and pinpoints service, data, or policy bottlenecks.
Developer Action Agent
Builds actionable tasks that developers can apply quickly inside delivery workflows.
Inputs
- • Failure analysis
- • Repo metadata
Outputs
- • Issue summary
- • Fix suggestions
- • PR context
Workflow example: Converts diagnostics into engineering actions with impact and ownership mapping.
Analytics Agent
Tracks quality trends, release readiness, and operational test intelligence.
Inputs
- • Execution history
- • Defect trends
Outputs
- • Dashboards
- • Readiness scores
Workflow example: Aggregates quality data and highlights quality drift before release windows.
Self-Healing Agent
Repairs brittle tests and updates execution patterns based on validated changes.
Inputs
- • Flaky test signals
- • UI/API drift events
Outputs
- • Updated selectors
- • Refined assertions
Workflow example: Validates potential fixes in a sandbox before applying approved updates.