Workflow-First Agent Infrastructure

Turn SaaS APIs into Reliable Agent Workflows

Hintas encodes the workflow knowledge agents actually need — dependencies, valid states, and deterministic execution paths.

14.41%

Agent success

78.24%

Human success

WebArena benchmark. We close that gap.


The Problem

The API Wrapper Anti-Pattern

Most MCP servers are 1:1 wrappers around API endpoints. Agents can call them, but they lack the workflow knowledge to complete real tasks.

Fragile API Chains

Agents guess the right sequence of API calls, miss prerequisites, and skip validation. One wrong step breaks the chain.

Validated Workflow Paths

Encode dependencies, valid states, and correct ordering into deterministic workflows. Agents execute proven paths.

Workflow knowledge lives in engineers' heads and scattered docs. Endpoint wrappers don't capture any of it.

WebArena Benchmark: End-to-End Task Success

Best GPT-4 Agent0.00%
Human Baseline0.00%

Source: Zhou et al., "WebArena: A Realistic Web Environment for Building Autonomous Agents" (2024)


How It Works

From Raw APIs to Trusted Workflows

Three steps to turn SaaS APIs into reliable, workflow-level MCP tools.

Step 1

Extract

Ingest OpenAPI specs, docs, traces, and team artifacts. Surface the workflow knowledge buried across your systems.

Step 2

Validate

Build a deterministic workflow map with dependencies, valid states, and transitions. Your team reviews and approves.

Step 3

Publish

Ship guardrailed MCP tools agents can call with confidence. Ordering, permissions, and data flow enforced automatically.

workflow-example.ts
// Knowledge MCP — discover how to do a task
const plan = await knowledgeMcp.query(
  "How do I onboard a new user in Stripe?"
);

// Workflow MCP — execute it deterministically
const result = await workflowMcp.execute(
  "stripe:onboard-user",
  { email, plan, paymentMethod }
);

Two Interfaces

Two Interfaces. Complete Coverage.

Knowledge MCP for discovery. Workflow MCP for execution.

Knowledge MCP

Dynamic Skill Store

Agents query capabilities in natural language and receive grounded, schema-backed tool definitions.

Natural Language Queries

Agents ask "how do I do X?" and get grounded answers.

Dynamic Skill Store

Tool definitions are discovered on-demand, not hardcoded.

Grounded Tool Definitions

JSON schemas with prerequisite lookups, constraints, and required inputs.

Workflow MCP

Executable Workflows

Pre-validated multi-step workflows that enforce ordering, data flow, permissions, and retries.

Deterministic Execution

Pre-validated multi-step workflows with enforced ordering.

Permission Enforcement

Data flow, permissions, retries, and policy guardrails built in.

Workflow-Level Tools

Call "Onboard User" instead of chaining dozens of endpoints.


Architecture

Platform Architecture

A managed infrastructure layer that extracts, validates, and serves workflow knowledge.

SaaS APIsStripe, Jira,Salesforce, ...Hintas PlatformExtraction EngineSpecs, Traces, DocsWorkflow EngineValidation, ExecutionIdentity GatewayOn-behalf-of Token ExchangeKnowledge MCPWorkflow MCPAI AgentsClaude, GPT,Custom Agents

Deterministic Execution

Workflows follow validated paths with enforced ordering — no probabilistic guessing.

Identity-Aware

Identity Gateway with on-behalf-of token exchange. Correct authorization and auditability.

Continuously Validated

Workflows are verified against live API behavior. Drift is detected and flagged automatically.


Differentiation

Why Hintas

We automate the missing layer — from workflow extraction to validated, guardrailed MCP tools.

vs. API-to-MCP Generators

What They Do

Generate MCP servers from OpenAPI specs — a fast way to expose endpoints as tools.

What Hintas Does Differently

Extracts workflow knowledge from specs, traces, and docs, then publishes validated multi-step workflow tools.

vs. Agent Tool Marketplaces

What They Do

SDKs and marketplaces to deploy and reuse MCP servers faster.

What Hintas Does Differently

Goes beyond deployment — encodes workflow semantics and validation for reliable multi-step tasks.

vs. iPaaS Platforms

What They Do

Run integrations reliably, but workflows are manually authored and maintained.

What Hintas Does Differently

Automates workflow extraction and continuously validates against live API behavior.


Pricing

Simple, Transparent Pricing

One plan, everything included. No hidden fees.

Early Access

$249/mo

per workspace · billed monthly

  • Automated workflow extraction from OpenAPI specs
  • Validated, guardrailed MCP tool generation
  • Multi-step workflow orchestration
  • Continuous validation against live API behavior
  • Priority support & onboarding
  • Early access to new features
Get Early Access

No commitment required. Cancel anytime.


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Get early access to deterministic, guardrailed MCP tools for your SaaS APIs.

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