Hesperan
Calibrated decisions for agents: choice, yes/no and score questions answered with probabilities.
Connect it
Settings → Connectors → Add custom connector
URL: https://api.hesperan.com/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://api.hesperan.com/mcp{
"mcpServers": {
"mcp": {
"url": "https://api.hesperan.com/mcp",
"headers": {
"Authorization": "<YOUR_AUTHORIZATION>"
}
}
}
}claude mcp add --transport http mcp https://api.hesperan.com/mcp --header "Authorization: <value>"{
"servers": {
"mcp": {
"type": "http",
"url": "https://api.hesperan.com/mcp",
"headers": {
"Authorization": "<YOUR_AUTHORIZATION>"
}
}
}
}{
"mcpServers": {
"mcp": {
"command": "npx",
"args": [
"-y",
"hesperan-mcp@0.1.0"
],
"env": {
"HESPERAN_API_KEY": "<value>"
}
}
}
}claude mcp add mcp -- npx -y hesperan-mcp@0.1.03 tools, verified live
decideread-onlyAsk Hesperan 1 one or more typed questions about a state and get a probability for every possible answer. Types: choice (pick one of named options), noul (probability that a statement is true), score (level on an ordinal scale). Use for decisions with known options: routing, triage, policy or risk checks, "should I proceed?". Not for writing text, summaries or knowledge questions. Ask all question
decide_with_profileRun one of the user's decision profiles on a state. A profile is one question calibrated on the user's own labelled cases with a target precision; the answer is a decision, its calibrated confidence and an action: "auto" (confidence reaches the profile's threshold â act on it) or "review" (hand it to a person). Profiles are created in the Hesperan console; ask the user for the profile slug. Keep
report_outcomeRecord the correct answer for an earlier decide_with_profile decision, once it is known (e.g. the team that finally handled the ticket). This tracks the live precision of the profile in the console. actual must be one of the profile's option keys. Free of charge.
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