Developer Tools / AI Agents

asktheboard

An open-source Python tool that turns multi-persona AI debate into pre-registered, time-anchored predictions and scores each seat against reality with Brier-style calibration. It includes a CLI, sample workflows, docs, and examples, plus a BYOK design for running on your own model key.

AI tool BYOK Python calibration decision support open-source persona-board prediction

Why it was accepted

The page clearly presents a concrete AI-powered product with a defined workflow: create a board minute, anchor a prediction before the outcome, resolve it later, and score seats against reality. The snapshot shows installation instructions, CLI commands, sample JSON, docs, examples, and a hosted landing page, which is enough evidence for a useful directory listing. It also has a distinct angle beyond a generic chatbot: pre-registered, time-anchored, reality-graded decision tracking.

Weakness

The crawl does not show full implementation details for supported providers, whether the hosted tier is available now, or how the scoring and git-based timestamp attestation behave in edge cases.

Review status

106 days ago #1473 ↓ -3

Last evaluated 106 days ago. Current rank #1473. Down 3 spots in the rankings.

Score history

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