标签：text-classification

Zero-shot text classification over plain HTTP — no API key, no account. One Cloudflare Worker, a CLI, and an MCP server. https://classifier.dev

Apply natural-language codebooks to tables: a CLI and Python API with resumable annotation, exports, and label evaluation.

Jev-style typed decisions (yes/no, choice, score with calibrated probabilities) on HRM-Text-1B, with benchmarks against OpenJev and teacher distillation

Qualitative coding at scale with Jev: apply a codebook to open-ended text, review uncertain items, measure agreement against your human coders.