Connect every system - SaaS, legacy, proprietary, or undocumented - into one unified, agent-ready layer.
ZAPI (Zero-Shot API Ingestion) automatically discovers your application's APIs and transforms them into executable, MCP-native tools - without Postman collections, Swagger files, or manual reverse engineering.

ZAPI explores your application interface like a user would, automatically capturing and documenting all backend API calls in real-time and producing structured, typed, LLM-ready endpoints.

Works seamlessly with proprietary databases, legacy ERP systems, custom internal tools, and undocumented APIs.

Automatically discovered APIs become structured MCP tools that agents can interpret and execute with full type safety, parameter hints, and schema detail - instantly consumable by Adopt's agent-building workflows.
STEP 1
Use your application normally while ZAPI records all API interactions

STEP 2
AI analyzes patterns and creates comprehensive API documentation

STEP 3
Your custom MCP connector is ready for agents to use immediately

ZAPI (Zero-Shot API Ingestion) automatically discovers your application's APIs and transforms them into executable, MCP-native tools - without Postman collections, Swagger files, or manual reverse engineering.

Autonomous UI exploration
Documentation-aware navigation
Automatic capture of all API interactions
Produces typed definitions with no human input

Use an embedded browser to click through complex or gated flows
Ideal for MFA, CAPTCHAs, or domain-specific processes
ZAPI captures every API request behind your actions
Ensures perfect accuracy for specialized workflows
Unify all your systems - SaaS, legacy, proprietary, and custom - through a single MCP-native integration layer.
Break down silos. Agents gain a complete, real-time understanding of your business context.

Data from databases, APIs, and business systems is unified into a consistent model that agents can reliably query and act on.
PostgreSQL, MySQL, Oracle, MongoDB
CRM and ERP data feeds
Real-time sync and caching

Documents, PDFs, messages, and images are transformed into searchable, structured context that agents can understand and act on.
OCR and document parsing
NLP for text extraction
Image and screenshot analysis
Result Agents operate with full context across every system and data type - no silos, no fragmentation.
From major SaaS apps to the custom tools your teams rely on - if it powers your business, it becomes agent-ready.




















Our integrations speak MCP – an open protocol that standardizes how AI agents connect to tools, ensuring your Adopt.ai connectors can be utilized by a wide range of AI systems.

OAuth and scoped credentials
Secret vaults with RBAC enforcement
Environment-level access controls

Connector health dashboards
Rate-limit awareness
Real-time logs and monitoring

SOC 2 Type II
Detailed audit histories
PII controls and redactions
Change windows and approval flows
Future-Proof Integration Your connectors will remain compatible with new agent frameworks, LLM systems, and emerging automation platforms—protecting your integration investment long-term.
Your integrations are not just connectors - they are the foundation for:

ZAPI/ZACTION automatically generate agent-ready tools used during design, configuration, and validation.

Agents rely on MCP tools to plan, act, verify, and recover across all systems - reliably and safely.