# strands-labs/strands-decider > A small, fast decision model for agentic workflows: picks among options, answers yes/no, or rates on a scale, returning calibrated confidence. Faster than an LLM and requires no classifier training. - Magnitude: 5.0 out of 10 — Early signal - Stars: 70 total · +0 stars today, ≈ 56 by evening - Star trust: star growth looks organic - Category: AI agents · Language: Python · License: Apache-2.0 · Created: 2026-09-29 · Last push: 2026-10-01 - GitHub: https://github.com/strands-labs/strands-decider · Homepage: https://strandsagents.com/docs/labs/ · Page: https://gitnova.dev/en/r/strands-labs/strands-decider ## Useful for - Route a customer message to the right team via the strands-decider CLI - Score urgency and sentiment of a text in a single model call - Run strands-decider as an HTTP server and query decisions from an agent ## Why it’s here - 0 stars so far today, about 56 expected by the end of the day. - The spike has held for 2 days in a row — not a one-off blip. - The repository is 3 days old and already has 70 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #162. - About 32 forks a day — people are taking the code. ## 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: 10 - Issues and pull requests: 6 - Watchers: 0 - Average over the last week: 32 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 8 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-09-27 … 2026-10-02: 0, 0, 1, 0, 69, 0 ## Spotted in now - Top new repositories this week: #162 ## Similar by description 1. **kshetrajna12/reflex** — 0.1 · Steady · Language models · Python · +0 stars today, ≈ 0 by evening An open decision model: given a state (text, JSON, or image) and typed questions, it returns calibrated probabilities over fixed answer options. Runs on top of Qwen3.5 and answers with numbers instead of free text. Full card: https://gitnova.dev/en/r/kshetrajna12/reflex.md 2. **jaredpalmer/kev** — 2.7 · Cooling · Language models · Python · +0 stars today, ≈ 95 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 3. **zhulinchng/jevper** — 0.5 · Steady · Language models · Python · +0 stars today, ≈ 0 by evening A classification wrapper over OpenAI-compatible clients: instead of prose it returns typed questions (noul, choice, score) with probabilities and confidence. Works with any client exposing responses.create or chat.completions.create,… Full card: https://gitnova.dev/en/r/zhulinchng/jevper.md 4. **Davipar/djev-dev** — 0.9 · Steady · Language models · Python · +0 stars today, ≈ 2 by evening An open implementation of small typed decisions (yes/no, choice, score) on DiffusionGemma and vLLM, with native image and camera input. It reads allowed-label probabilities instead of generating prose or JSON. Full card: https://gitnova.dev/en/r/Davipar/djev-dev.md 5. **firelex/jeff** — 4.4 · Cooling · Language models · Python · +0 stars today, ≈ 45 by evening Small fine-tuned Qwen3.5 and Gemma 4 models for zero-shot classification: given a situation description and a list of options, they return a calibrated probability for each option in a single forward pass. Full card: https://gitnova.dev/en/r/firelex/jeff.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 2026-10-02 02:22 UTC, updated every 30 minutes.