# OpSafari/hypoarena > Fully offline workbench for testing components of scientific hypothesis-discovery pipelines: hypothesis/evidence graphs, synthetic literature with planted causal chains, paraphrase dedup, Elo tournaments, and Bayesian evidence accumulation. NumPy core, PyTorch only as an optional trainable-ranker demo. - Magnitude: 8.0 out of 10 — Early signal - Stars: 544 total · +470 stars today, ≈ 742 by evening - Star trust: star growth looks organic - Category: Science & research · Language: Python · License: MIT · Created: 2026-09-30 · Last push: 2026-09-30 - GitHub: https://github.com/OpSafari/hypoarena · Page: https://gitnova.dev/en/r/OpSafari/hypoarena ## Useful for - Run the demo pipeline and check whether planted causal chains are recovered - Measure paraphrase-dedup recall/precision on a synthetic corpus - Verify that an Elo tournament recovers a planted hypothesis skill order ## Why it’s here - 470 stars so far today, about 742 expected by the end of the day. - The repository is 0 days old and already has 544 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #16. - About 280 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: 27 - Issues and pull requests: 15 - Watchers: 0 - Average over the last week: 742 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 4 days (oldest → newest, today is partial) 2026-09-27 … 2026-09-30: 0, 0, 74, 470 ## Spotted in now - Top new repositories this week: #16 ## More in this category 1. **SkadenAI/skaden** — 5.4 · Early signal · Science & research · Python · +0 stars today, ≈ 32 by evening Skaden is a standalone CLI for quantum software development: run inside a project to inspect code, compile and simulate OpenQASM circuits, diagnose environments, and preserve evidence. Models propose actions while typed local tools and… Full card: https://gitnova.dev/en/r/SkadenAI/skaden.md 2. **aipoch/open-science** — 2.9 · Steady · Science & research · TypeScript · +0 stars today, ≈ 34 by evening Local-first desktop workbench for scientific research with AI agents: runs Python/R, connects scientific data sources, and tracks artifact provenance for reproducibility. Full card: https://gitnova.dev/en/r/aipoch/open-science.md 3. **latticeverse/LatticeVerse** — 2.1 · Early signal · Science & research · +4 stars today, ≈ 14 by evening An umbrella research map and integration layer for lattice metamaterials: links papers and implementations for geometry modeling, physics simulation, inverse design, and manufacturing-aware optimization. Full card: https://gitnova.dev/en/r/latticeverse/LatticeVerse.md 4. **ccfddl/ccf-deadlines** — 2.0 · Steady · Science & research · Rust · +2 stars today, ≈ 8 by evening A project that collects and publishes deadlines for computer science conferences with CCF, CORE, and TH-CPL rankings. Data is stored in YAML files and available via website, CLI, extensions, and iCal subscription. Full card: https://gitnova.dev/en/r/ccfddl/ccf-deadlines.md 5. **freemocap/freemocap** — 1.4 · Steady · Science & research · TypeScript · +3 stars today, ≈ 7 by evening Open-source motion capture system using cameras and computer vision, without expensive hardware. Aimed at scientific research, education, and training. Full card: https://gitnova.dev/en/r/freemocap/freemocap.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 2026-09-30 10:07 UTC, updated every 30 minutes.