# Balanov/verdict > A 197 KB local semantic classifier that reads a CLI tool call's command, exit code, stdout and stderr and labels the outcome as success, failure, blocked or unknown. It helps agents and CI distinguish real success from a zero exit code. - Magnitude: 5.2 out of 10 — Early signal - Stars: 217 total · +18 stars measured 2026-11-03, 04:06–06:13 UTC, ≈ 148 by evening - Star trust: star growth looks organic - Category: AI agents · Language: Python · License: Apache-2.0 · Created: 2026-11-02 · Last push: 2026-11-02 - GitHub: https://github.com/Balanov/verdict · Page: https://gitnova.dev/en/r/Balanov/verdict ## Useful for - Check a pytest run that exited 0 but collected no tests - Tell an environment blocker apart from a failed assertion before an agent retries - Embed local outcome checks for CLI commands into CI without network calls ## Why it’s here - Star-counter measurements on 2026-11-03 (UTC), 04:06–06:13: 199 → 217 stars (+18). This is the change over that interval. - Estimated end-of-day forecast: about +148 stars, using observed gains and the previous day. - The repository is 1 day old and already has 217 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #128. ## 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: 0 - Watchers: 2 - Average over the last week: 182 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 2 days (oldest → newest, today is partial) 2026-11-02 … 2026-11-03: 217, 18 ## Spotted in now - Top new repositories this week: #128 ## More in this category 1. **storytold/craft-anything** — 9.6 · Breakout · AI agents · Rust · +967 stars measured 2026-11-03, 00:30–06:12 UTC, ≈ 3,449 by evening A pure-Rust reverse-engineering engine with 284 tools that inspects websites, apps and games, then has a coding agent rebuild a similar version and checks the result against the original. Full card: https://gitnova.dev/en/r/storytold/craft-anything.md 2. **vercel-labs/agent-desktop** — 9.3 · Breakout · AI agents · Rust · +1,038 stars measured 2026-11-03, 00:30–06:12 UTC, ≈ 3,538 by evening Rust CLI that lets AI agents control desktop apps via macOS accessibility trees, with stable element refs and a snapshot-to-action loop. Combines a native binary with a C-ABI cdylib for Python/Swift/Go/Node bindings. Full card: https://gitnova.dev/en/r/vercel-labs/agent-desktop.md 3. **pingdotgg/t3code** — 8.9 · Breakout · AI agents · TypeScript · +563 stars measured 2026-11-03, 00:30–06:12 UTC, ≈ 2,880 by evening T3 Code is an agent harness control surface for agents on your machine, with mobile (iOS, Android), web and Electron desktop apps. It works with your Claude Code, Codex, Cursor, Grok Build, OpenCode and Google Antigravity subscriptions if… Full card: https://gitnova.dev/en/r/pingdotgg/t3code.md 4. **deepseek-ai/dsh-superagent-prototype** — 8.6 · Peaking · AI agents · TypeScript · +1,201 stars measured 2026-11-03, 00:30–06:12 UTC, ≈ 4,377 by evening Research prototype of a proactive coding agent for a single GitHub repository, packaged as a bundle for DeepSeek Harness: it listens to GitHub and Feishu, opens work items and replies in the original conversation, for example with a pull… Full card: https://gitnova.dev/en/r/deepseek-ai/dsh-superagent-prototype.md 5. **Orkas-AI/Orkas** — 8.3 · Breakout · AI agents · JavaScript · +920 stars measured 2026-11-03, 00:31–06:12 UTC, ≈ 2,118 by evening A local-first desktop app with a team of AI agents: a Commander turns a goal into to-dos and coordinates 16 built-in specialists plus external coding agents (Claude Code, Codex, etc.) within projects with scheduling and connectors. Full card: https://gitnova.dev/en/r/Orkas-AI/Orkas.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 2026-11-03 06:23 UTC, updated every 30 minutes.