KnowHow
Building an MCP host that connects Howie to third-party tools
The problem
Agent Howie is built on Claude, giving it strong reasoning capabilities, but its usefulness is limited by the tools and data available to it. This means clients still need to leave the platform to access information and complete tasks.
The solution
Add MCP support to Agent Howie, allowing it to securely connect with external tools and data sources. This expands what clients can accomplish directly within the platform and reduces the need to switch between tools.
How it’s built
Connecting a tool is a one-time OAuth exchange, and the same flow serves any provider. The user is sent to that provider’s consent screen, a signed callback authorizes the exchange, and the tokens come back encrypted at rest. Only then does the connector report itself as connected.
From there Howie can reach anything connected. Every tool call the agent makes goes through a guarded node first, which validates the request against the set of tools that have been permitted. A call for anything outside that set is blocked before an MCP session is opened, so it never reaches the provider at all. Results return along the same path and into the chat.
Three records back it: McpConnector for connection status, McpConnectorCredential for the encrypted tokens, kept apart from the connector itself, and McpToolCallLog for the latency and outcome of every call, so which tools the agent actually reached is auditable rather than just asserted.
None of that is written per provider. Adding one means registering another MCP server and the scopes it needs; the agent’s core logic, the guard, and the storage stay as they are.
Demo
Here’s the system in action, from connecting a tool to using it inside a conversation. Watch how a user links an integration through a single consent flow, then how the agent pulls real data into chat, only ever calling tools that have been approved.
What makes this more than a simple integration is that every tool call passes through the same gate, so the agent can reach external tools while staying inside clear boundaries. The same flow works for any provider, which means new tools can be added without changing how the agent thinks.
Footnotes
Built during my internship at KnowHow. Shoutout Eleazar Maestre, Pedro Restrepo Martinez, and Theo Wall for all the support on this project.