Agents

Your QA team. 12 specialists.

Each agent is an autonomous specialist that tests, documents, monitors, or protects one dimension of your API quality. They run on every deploy, produce deterministic output, and earn trust through consistency.

See how the workflow works →

Correctness Agent

Tests every endpoint against your schema on every deploy

Is the API doing what the schema says?

finding: "POST /payments returns { amount: string } but schema declares integer"

Documentation Agent

Flags undocumented operations and generates missing descriptions

Is the API documented and current?

finding: "mutation createOrder: 0 of 4 arguments have descriptions"

Evolution Agent

Tracks deprecation lifecycles and surfaces endpoints that should be sunset

Is the API changing safely?

finding: "query legacyUsers deprecated 90 days ago, still called 340 times/day"

Health Agent

Checks if your health endpoint is telling the truth

Can I trust the API's self-reported status?

finding: "/health returns 200 OK but database connection is down"

Security Agent

Tests auth boundaries and detects access control bypass

Is the API safe from attacks?

finding: "GET /users/{id} returns other tenants data with valid token"

Compliance Agent

Audits PII exposure and verifies regulatory data handling

Does the API meet regulatory requirements?

finding: "GET /users/{id} returns email in response but field not marked as PII"

Contract Agent

Validates consumer contracts and catches breaking changes before they ship

Is the API keeping its promises to consumers?

finding: "field User.email changed from required to nullable, 3 consumers affected"

Integration Agent

Validates webhook delivery, payloads, and retry behavior

Do webhooks and callbacks work?

finding: "webhook /events/order.created: payload missing orderId field"

Observability Agent

Checks logging quality, trace propagation, and metric emission

Is the API producing useful signals?

finding: "POST /payments: no trace-id propagated to downstream service"

Performance Agent

Tracks response times and detects latency regressions between deploys

Is the API fast and stable?

finding: "GET /feed p99 latency 4.2s, up from 1.1s since last deploy"

Real-Time Agent

Tests WebSocket connections, subscriptions, and message delivery

Do event-driven endpoints work?

finding: "subscription onOrderUpdate: no message received after 30s"

Reliability Agent

Verifies error handling, retry headers, and graceful degradation

Does the API handle failure gracefully?

finding: "POST /checkout returns 500 with no retry-after header"

Different APIs, different priorities.

Dino activates the right agents for your industry. Every vertical has different quality dimensions that matter most.

Fintech

Security AgentContract AgentCompliance Agent

Auth boundaries, breaking changes, and PII exposure are existential risks.

E-Commerce

Performance AgentIntegration AgentReliability Agent

Latency costs conversions. Webhook failures cost orders.

Healthcare

Compliance AgentSecurity AgentContract Agent

Regulatory violations are not bugs. They are liabilities.

Developer Tools

Documentation AgentEvolution AgentContract Agent

Your API is your product. Breaking changes break trust.

Every agent produces the same output for the same input. No model calls, no variance, no drift. That is what makes Dino safe to run in CI and earn autonomy through Shadow Mode.

Next:How it works →·Install Dino →·How we handle your data →