API & MCP

Everything a person can do on Rapport, a program or AI agent can do with the same inputs and get the identical result.

HTTP API

• GET https://rapport.usefulweb.app/api/v1/tools – catalog
• GET https://rapport.usefulweb.app/api/v1/tools/{id} – inputs, output schema, examples
• POST https://rapport.usefulweb.app/api/v1/tools/{id}/calculate – run a tool
• GET https://rapport.usefulweb.app/api/v1/workflows · POST https://rapport.usefulweb.app/api/v1/workflows/{id}/run
• OpenAPI 3.1: /openapi.json · /openapi.yaml
• Errors: application/problem+json; 422 includes per-field errors.

Tools on Rapport

• Rapport vCard Converter – Convert vCards (.vcf) to a contacts CSV and back: vCard 2.1, 3.0 and 4.0. rapport_vcard_convert
• Rapport Pipeline Forecast – Weighted sales forecast, pipeline per stage, win rate and sales cycle from a deals CSV. rapport_pipeline_forecast
• Rapport Contact Deduplicator – Find duplicate contacts in a CSV (same e-mail, phone or similar name) and merge them. rapport_csv_dedupe

Every result contains

inputs (normalised, defaults applied), summary, result (validated against the published schema), units, assumptions, sources, warnings, computedAt and links.

MCP (Model Context Protocol)

• Streamable HTTP endpoint: https://rapport.usefulweb.app/mcp – protocol revisions 2026-07-28 (stateless) and 2025-11-25 / 2025-06-18 / 2025-03-26 (initialize handshake).
• Tools: rapport_vcard_convert, rapport_pipeline_forecast, rapport_csv_dedupe
• Local stdio connector: node src/mcp-stdio.ts

{
  "mcpServers": {
    "usefulweb": { "type": "http", "url": "https://rapport.usefulweb.app/mcp" }
  }
}