# Clearailhc/clearai-dsh > A DeepSeek Harness plugin implementing the Epistemic Loop: hypotheses are tested and independently evaluated, and confirmed conclusions accumulate into a growing domain ontology. - Magnitude: 2.9 out of 10 — Peaking - Stars: 1,068 total · +47 stars today, ≈ 88 by evening - Star trust: star growth looks organic - Category: AI agents · Language: JavaScript · License: Apache-2.0 · Created: 2026-09-12 · Last push: 2026-10-02 - GitHub: https://github.com/Clearailhc/clearai-dsh · Page: https://gitnova.dev/en/r/Clearailhc/clearai-dsh ## Useful for - Install the plugin in DSH and run research that accumulates verified knowledge - Track which conclusions passed independent evaluation and which were refuted - Surface contradictory assertions about the same entity in the ontology ## Why it’s here - 47 stars so far today, about 88 expected by the end of the day. The usual pace is 34 per day, so that's 2.6× as much. - Over the last two days the pace is 1.6× that of the previous week and a half. - The repository is 20 days old and already has 1,068 stars. - Top new repositories this month: #97. ## 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: 33 - Issues and pull requests: 16 - Watchers: 20 - Average over the last week: 77 per day - Usual pace: 34 per day - Stars in the last hour (measured): 14 - Latest release: v0.3.1 (2026-09-29) ## Stars per day, last 27 days (oldest → newest, today is partial) 2026-09-06 … 2026-10-02: 0, 0, 0, 0, 0, 0, 3, 7, 1, 3, 7, 9, 67, 103, 106, 48, 5, 74, 59, 79, 55, 91, 117, 30, 30, 130, 47 ## Spotted in now - Top new repositories this month: #97 ## More in this category 1. **CopilotKit/OpenDots** — 7.7 · Early signal · AI agents · TypeScript · +383 stars today, ≈ 647 by evening An open-source template for always-on AI agents (Dots) with their own computer, working across web chat, calls, and Slack. Lets you build a self-hosted workspace with documents, review, and tools. Full card: https://gitnova.dev/en/r/CopilotKit/OpenDots.md 2. **Louis-CFM/coucou** — 7.6 · Breakout · AI agents · Swift · +196 stars today, ≈ 416 by evening A native macOS app that lives in the MacBook notch and monitors Claude Code sessions: approve permissions, answer questions and watch agents work without leaving the notch. Full card: https://gitnova.dev/en/r/Louis-CFM/coucou.md 3. **rehan-remade/universal-modder** — 7.3 · Breakout · AI agents · Python · +184 stars today, ≈ 370 by evening A set of skills, tools and the fal MCP for Claude Code that lets it mod almost any PC game: engine recon, reverse engineering, asset generation, in-game testing and showcase video recording. Full card: https://gitnova.dev/en/r/rehan-remade/universal-modder.md 4. **NVIDIA/OpenShell** — 7.0 · Breakout · AI agents · Rust · +131 stars today, ≈ 344 by evening A safe, private runtime for autonomous AI agents: isolated sandbox containers governed by declarative YAML policies restricting filesystem, network, and process access. Manages credential injection for agents like Claude, Codex, OpenCode,… Full card: https://gitnova.dev/en/r/NVIDIA/OpenShell.md 5. **nanaism/yomiyasu** — 6.4 · Early signal · AI agents · Python · +90 stars today, ≈ 199 by evening An Agent Skill for AI coding tools (Claude Code, Codex, Cursor) that rewrites AI-generated Japanese text into natural, readable, information-dense prose using 7 syntactic principles. Full card: https://gitnova.dev/en/r/nanaism/yomiyasu.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 14:11 UTC, updated every 30 minutes.