# spinfinc/spinf-serve > A serving engine for bulk classification and decision inference on a single 24 GB GPU: it reads content once and scores many questions about it in the same pass, exposing an OpenAI-compatible API. Built for high-throughput calibrated scoring rather than chat. - Magnitude: 1.5 out of 10 — Quiet - Stars: 11 total · +4 stars measured 2026-10-30, 19:20–21:01 UTC, ≈ 4 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-10-25 · Last push: 2026-10-29 - GitHub: https://github.com/spinfinc/spinf-serve · Homepage: https://spinf.com · Page: https://gitnova.dev/en/r/spinfinc/spinf-serve ## Useful for - Score thousands of news articles against dozens of yes/no questions in one batch - Extract months, amounts or labels from support tickets with probabilities - Run a self-hosted decision model behind an OpenAI-compatible endpoint ## Why it’s here - Star-counter measurements on 2026-10-30 (UTC), 19:20–21:01: 7 → 11 stars (+4). This is the change over that interval. - Estimated end-of-day forecast: about +4 stars, using observed gains and the previous day. - The repository is 5 days old and already has 11 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Hacker News: “Show HN: Spinf-serve – inference server for bulk scoring and decisions” — 14 points, 4 h ago. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 0 - Issues and pull requests: 1 - Watchers: 0 - Average over the last week: 1 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 2 - Latest release: 0.1.2 (2026-10-29) ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-10-25 … 2026-10-30: 1, 0, 0, 0, 0, 4 ## Hacker News - Show HN: Spinf-serve – inference server for bulk scoring and decisions — 14 points, 2 comments: https://news.ycombinator.com/item?id=50306815 ## Spotted in now - Spotted on Hacker News ## Similar by description 1. **jaredpalmer/kev** — 2.3 · Steady · Language models · Python · +24 stars measured 2026-10-30, 00:19–20:57 UTC, ≈ 28 by evening kev is a LoRA adapter with a small readout head on top of Qwen2.5-0.5B that answers many typed questions about a document in a single forward pass, returning calibrated probabilities instead of text. Full card: https://gitnova.dev/en/r/jaredpalmer/kev.md 2. **NandhaKishorM/laya** — 2.6 · Steady · AI agents · Python · +63 stars measured 2026-10-30, 00:18–20:56 UTC, ≈ 72 by evening Laya is a non-autoregressive decision engine that answers typed questions (choice, score, noul) over any state (text, email, ticket, JSON) in a single forward pass (~35 ms on GPU) with calibrated probabilities. Full card: https://gitnova.dev/en/r/NandhaKishorM/laya.md 3. **deepopen-com/deepopen** — 0.6 · Cooling · Language models · Python · +2 stars measured 2026-10-30, 00:25–21:04 UTC, ≈ 2 by evening · unusual star pattern (heuristic) Open-source non-autoregressive System 1 decision engine for typed decisions: returns typed answers (choice, score, noul) in a single forward pass across 100+ languages without generating text. Suited for classification, routing and… Full card: https://gitnova.dev/en/r/deepopen-com/deepopen.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-10-30 21:05 UTC, updated every 30 minutes.