Qalico

Regulatory intelligence as infrastructure

A typed REST and webhook API to wire Qalico into your QMS, RIM, or data warehouse, and an MCP server so Claude, ChatGPT, and any compatible AI agent can query live regulatory data natively.

Qalico MCP integration showing Claude querying EU regulatory updates

how it works

Most QA/RA tooling lives in silos: a dashboard for monitoring, another for change control, a spreadsheet for impact assessments. The Qalico API closes the loop — pulling structured updates into your system of record and triggering downstream workflows the moment a relevant change is detected. The MCP server takes it one step further, exposing the same intelligence as tools any AI agent can call, with cited responses and full audit trail.

Qalico REST API JSON response with regulatory update fields

REST endpoints

Fully documented REST API for sources, updates, redlines, classifications, obligations, impact assessments, country data, and workspace configuration.

Subscribe webhook button for regulatory update streams

Webhooks

Subscribe to new updates, redlines, or triaged items and receive structured payloads at your endpoint — no polling required.

Python and TypeScript SDK logos for Qalico API

Typed SDKs (coming soon…)

First-party TypeScript and Python SDKs with full type coverage. Auto-generated from the OpenAPI spec so they stay in sync with the API.

Qalico logo connected to Claude asterisk logo via dashed line

Drop-in MCP for Claude and ChatGPT

Add the Qalico MCP server to your Claude Desktop or ChatGPT MCP config with a single entry. Your assistant immediately gains regulatory query tools.

Claude calling Get reference detail MCP tool with loading state

Tools, not just retrieval

Exposes structured MCP tools — search_regulations, get_redline, list_obligations, find_agency — so agents reason over regulatory data rather than guessing from training cutoffs.

Qalico MCP response citing EU Commission and MDCG source documents

Live, cited answers

Every MCP response includes source URLs and document versions, so AI-generated regulatory answers are traceable end-to-end.

Get API and MCP access

Included on every paid Qalico plan. Talk to us to scope your integration and provision tokens for your workspace.