Public Cycling Intelligence / v1

Give your agent a GPX. Get the course-demand read.

SEMIPRO turns a cycling-event route into terrain demand, decisive climbs and the sections likely to shape the day. It is a specialist analysis tool, not another generic AI cycling coach.

See the proof Connect an agent

Public MCP live Official Registry listed Free launch allowance Read-only

One GPX. One real call.

This came back from the public MCP.

A synthetic 63.9 km course was sent to analyse_event_route. This is the recorded response, not a hand-written mock-up.

Synthetic demonstration course. It is designed for analysis and is not a navigable real-world route.

63.9kilometres

1,029metres climbing

2decisive climbs

“Sustained climbing ability on the key ascent.”
Primary course demand

Anchor climb: 9.1 km at 5.0%, 452 m gain
Course character: Hilly route shaped by one main sustained climb
Duration band: Approximately 2.5 to 4 hours
Rider type: Climber / strong all-rounder

Download the GPX Inspect the output JSON

Run the same live call

Node 18+ and no API key required. The script downloads the synthetic GPX, initialises the MCP and prints the complete response.

curl -fsSL https://semipro.coach/examples/semipro-mcp-demo.mjs | node

This uses the rate-limited free launch allowance. Inspect the script before running it.

Connect

One endpoint. Three setup paths.

Your agent inspects the tool schema before calling it. No SEMIPRO account or API key is required during the free launch allowance.

https://api.semipro.coach/mcp

Codex / ChatGPT desktop

Streamable HTTP

Add this to ~/.codex/config.toml, or use Settings → MCP servers → Add server.

[mcp_servers.semipro_cycling_intelligence]
url = "https://api.semipro.coach/mcp"
enabled_tools = ["analyse_event_route"]

Official setup documentation

Claude Code

One command

Add the public server at user scope, then use /mcp to confirm it is connected.

claude mcp add --transport http --scope user semipro-cycling-intelligence https://api.semipro.coach/mcp

Official setup documentation

Any MCP harness

Generic configuration

Use this shape in clients that accept Remote MCP server JSON.

{
  "mcpServers": {
    "semipro-cycling-intelligence": {
      "url": "https://api.semipro.coach/mcp"
    }
  }
}

If a client cannot resolve the API hostname, use the first-party fallback: https://semipro.coach/intelligence/mcp.

Available now

Released

Event Demand Intelligence

Ask what a cycling-event route will demand, which climbs or sections matter, and what kind of performance problem the course creates.

Tool: analyse_event_route
Input: Cycling-event GPX
Output: Terrain, decisive climbs, critical sections and bounded route judgement

Try: “What will this GPX course demand, and where are its decisive sections?”

Open the web tool

In evaluation

Not callable

Activity Intelligence

The intended public job is to analyse a completed cycling activity, resolve its likely structure, and invoke released sprint, endurance or interval modules only when the evidence supports that decision.

It is deliberately absent from the public tool list. Our blinded resolver has not yet cleared the 90% held-out precision gate for specialist auto-routing.

Read the release contract

Why this exists

Software is how the asset is expressed. It is not the asset.

Most interfaces and AI wrappers can be reproduced quickly. SEMIPRO is building the accumulated coaching understanding underneath them, then making selected, qualified pieces callable through whatever agent software happens to be useful.

This first public tool is deliberately narrow. It gives an external agent a real cycling-performance read without pretending it knows the athlete, owns the plan or has access to SEMIPRO’s private coaching judgement.

Use the right surface

Public analysis is not connected coaching.

Public Cycling Intelligence

For an arbitrary public route or, once released, a completed activity. It has no athlete world, coaching history, private coach judgement or plan authority.

Connected Athlete Intelligence

For active SEMIPRO athletes asking about their own athlete-safe training, coaching direction, events and published coaching through OAuth.

Connect my athlete account

Machine-readable

Contracts an agent can inspect.

Trust boundary

Public SEMIPRO Intelligence does not prescribe training, change a plan, make medical diagnoses, predict outcomes, access connected athletes or expose the private coaching kernel. Public MCP calls retain neither the raw GPX nor the derived result. Only bounded operational metadata and a one-way request fingerprint are logged.