Developer Tools / Code Assistant
Open-source LLM uncertainty and hallucination detection tool that estimates epistemic risk in microseconds using exact-match normalized entropy, with Rust gateway and Python package support.
The page clearly presents a real AI-adjacent developer tool with a specific purpose: zero-cost epistemic uncertainty quantification and hallucination detection for LLMs. The snapshot includes an overview, mathematical formulation, benchmarks, installation steps, and a quick-start section, which is enough for a useful public listing. It also shows concrete implementation details such as a Rust gateway, Python usage, and package installation.
The crawl shows strong technical claims and benchmarks, but only a small amount of runnable example code is visible. It is still hard to tell the exact API surface, supported clients in practice, and how much of the repository is production-ready versus research prototype.
Last evaluated just now. Current rank #1268. Down 2 spots in the rankings.
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.
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.
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.
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.
