API-to-MCP Tool Conversion
Your APIs were built for developers, not agents. We turn them into well-designed, governed tools any agent can use through the Model Context Protocol.
Our Approach
The Model Context Protocol (MCP) has become the standard way to give AI agents access to tools and data. But pointing an agent at a raw OpenAPI spec with 300 endpoints rarely works. Agents pick the wrong endpoint, pass malformed parameters, and burn tokens reading responses they don't need.
We design task-level tools, not endpoint dumps. "Get customer account summary" might combine four API calls, filter the response down to what matters, and return it in a shape a model can reason about. Each tool gets a precise schema, a clear description, sensible defaults, and explicit read/write classification.
The result is a curated tool catalogue served over MCP. It works with Claude, Copilot, internal agents, and whatever comes next, so you build the integration once instead of once per AI product.
Problems We Solve
- Agents calling the wrong endpoint or hallucinating parameters.
- Huge API responses blowing up context windows and token costs.
- Every team writing its own one-off integration for each AI product.
- No distinction between harmless reads and risky writes.
Execution Methodology
We start with the workflows, not the API spec. For each workflow we design the minimum set of task-level tools, implement them as MCP servers in front of your existing APIs, and test them with real agent runs and evaluation suites before anything goes live.
What We Deliver
- Task-level tool design & schemas
- MCP server implementation
- Read/write classification
- Agent evaluation & testing
Talk it through in 30 minutes
Tell us about your systems and what you want agents to do. You'll leave knowing where to start, what it would involve, and roughly what it would cost.
Get in touchLet's find your first agent-ready workflow.
A 30-minute call to talk through your systems, your constraints, and where agents could do real work.
No hard sell. After the call you'll know where to start, what it would involve, and roughly what it would cost.
Readiness assessments start from $1,500. Fixed-price implementations from $8,000.