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

71 days ago #1202 ↓ -3

Last evaluated 71 days ago. Current rank #1202. Down 3 spots in the rankings.

Score history

Related listings

#1 CodeGraph

Developer Tools / AI for Code

CodeGraph is a local code knowledge graph for AI coding agents like Claude Code, Cursor, Codex, OpenCode, and Hermes Agent. It aims to cut token use, tool calls, and runtime by letting agents query pre-indexed code structure instead of scanning files repeatedly.

→ 0 110 days ago

#2 Mercemur

Developer Tools / API / AI Agent Infrastructure

Mercemur is a store automation platform with three interfaces: a REST API, an MCP server for AI agents, and a CLI for editing storefronts as files. The docs show authentication, scopes, rate limits, error handling, pagination, idempotency, and a large API surface for catalogue, orders, customers, pricing, and money.

→ 0 21 hours ago

#5 ripwire

Developer Tools / Code Assistant

A zero-dependency C++23 CLI and MCP server that gives coding agents a ranked map of a repository, including call context, blast radius, and tests to run.

↓ -1 4 days ago

#6 Traccia

Developer Tools / Code Assistant

Traccia is an AI agent observability and governance platform with OpenTelemetry-native tracing, runtime policy enforcement, prompt registry, evals, cost attribution, and compliance evidence export.

↓ -1 20 days ago