# qybaihe/mu > A coding agent with a judgment kernel: a small, fast judge model makes routine calls (command risk, what stays in context, when work is done) while the big model does the coding. Ships as a CLI and a desktop app. - Magnitude: 4.7 out of 10 — Early signal - Stars: 107 total · +53 stars today, ≈ 62 by evening - Star trust: star growth looks organic - Category: AI agents · Language: TypeScript · License: MIT · Created: 2026-09-22 · Last push: 2026-09-23 - GitHub: https://github.com/qybaihe/mu · Page: https://gitnova.dev/en/r/qybaihe/mu ## Useful for - Run the CLI agent for project edits with automatic checks on risky commands - Configure the local Laya judge instead of an LLM to make decisions without token cost - Compare different judges in shadow mode before enabling a decision point ## Why it’s here - 53 stars so far today, about 62 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 2 days old and already has 107 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #183. - Recent forks include notable developers: @lvy010 (4,523 followers). ## 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: 6 - Issues and pull requests: 2 - Watchers: 0 - Average over the last week: 39 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 4 - Latest release: v0.1.3 (2026-09-23) ## Stars per day, last 5 days (oldest → newest, today is partial) 2026-09-20 … 2026-09-24: 0, 0, 3, 52, 53 ## Spotted in now - Top new repositories this week: #183 ## More in this category 1. **NandhaKishorM/laya** — 8.2 · Peaking · AI agents · Python · +1,487 stars today, ≈ 1,782 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 2. **google/ax** — 8.1 · Breakout · AI agents · Go · +783 stars today, ≈ 929 by evening A declarative orchestrator for running autonomous AI agent workloads in a cluster, using a Kubernetes-like model with Task, Workspace, Gateway, and Model manifests. It sandboxes agents, pre-wires their environment, and restricts network… Full card: https://gitnova.dev/en/r/google/ax.md 3. **unreallabsai/unreal-agent** — 7.5 · Breakout · AI agents · Go · +82 stars today, ≈ 106 by evening Async-first agent harness in Go: sessions with persisted forkable history, input deduplication, an LLM-turn coordinator, and asynchronous operation execution via swappable components. Full card: https://gitnova.dev/en/r/unreallabsai/unreal-agent.md 4. **strands-agents/harness-sdk** — 7.4 · Breakout · AI agents · Python · +229 stars today, ≈ 271 by evening Open-source Python and TypeScript SDK for building and running AI agents: agent loop, tools, MCP, memory, multi-agent patterns and tracing in one package. Runs in your process with no hosted control plane and supports multiple model… Full card: https://gitnova.dev/en/r/strands-agents/harness-sdk.md 5. **vectorize-io/hindsight** — 7.4 · Breakout · AI agents · Python · +926 stars today, ≈ 1,094 by evening Hindsight is a long-term memory system for AI agents that stores facts and observations rather than just conversation history, reporting state-of-the-art results on the LongMemEval benchmark. It runs as a server (Docker, pip, Helm) or… Full card: https://gitnova.dev/en/r/vectorize-io/hindsight.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 2026-09-24 20:27 UTC, updated every 30 minutes.