# guregodevo/memdoor > A single-binary CLI coding and automation agent that runs locally or over SSH, keeps multi-step workflows as files in your repo, and can be driven from a terminal, CI, or cron. It reduces token usage by putting a decision model in front of the chat model. - Magnitude: 5.4 out of 10 — Early signal - Stars: 29 total · +19 stars measured 2026-11-01, 00:45–03:28 UTC, ≈ 54 by evening - Star trust: star growth looks organic - Category: AI agents · Language: Go · License: Apache-2.0 · Created: 2026-10-05 · Last push: 2026-11-01 - GitHub: https://github.com/guregodevo/memdoor · Homepage: https://memdoor.ai · Page: https://gitnova.dev/en/r/guregodevo/memdoor ## Useful for - Run a PR review or test-fixing workflow in GitHub Actions on your own API key - Start a long coding task over SSH and resume the same conversation later from a phone or terminal - Automate recurring jobs like release notes or issue triage from cron or a shell script ## Why it’s here - Star-counter measurements on 2026-11-01 (UTC), 00:45–03:28: 10 → 29 stars (+19). This is the change over that interval. - Estimated end-of-day forecast: about +55 stars, using observed gains and the previous day. - Before this, the repository barely got any stars — about 0 per day. - The repository is 27 days old and already has 29 stars. - Hacker News: “Memdoor: A team of 5 Qwen3.8-27B models beats Fable 5 on LiveCodeBench Hard” — 112 points, 4 h ago. - About 37 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: 6 - Issues and pull requests: 2 - Watchers: 0 - Average over the last week: 12 per day - Usual pace: 0 per day - Stars in the last hour (measured): 5 - Latest release: v1.755.0 (2026-11-01) ## Stars per day, last 28 days (oldest → newest, today is partial) 2026-10-05 … 2026-11-01: 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27, 19 ## Hacker News - Memdoor: A team of 5 Qwen3.8-27B models beats Fable 5 on LiveCodeBench Hard — 112 points, 58 comments: https://news.ycombinator.com/item?id=50320995 ## Spotted in now - Spotted on Hacker News ## More in this category 1. **deepseek-ai/dsh-superagent-prototype** — 9.7 · Breakout · AI agents · TypeScript · +965 stars measured 2026-11-01, 00:01–03:28 UTC, ≈ 4,132 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 2. **pingdotgg/t3code** — 9.5 · Breakout · AI agents · TypeScript · +283 stars measured 2026-11-01, 00:01–03:28 UTC, ≈ 2,503 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 3. **Orkas-AI/Orkas** — 8.3 · Breakout · AI agents · JavaScript · +386 stars measured 2026-11-01, 00:01–03:28 UTC, ≈ 1,484 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 4. **wangzan101/Mika** — 8.0 · Breakout · AI agents · Kotlin · +155 stars measured 2026-11-01, 00:01–03:28 UTC, ≈ 1,052 by evening Mika is an on-device AI agent for Android that carries out one-sentence requests by operating apps and the web on a hidden background screen while you keep using your phone. It uses your own model API key, with no project servers. Full card: https://gitnova.dev/en/r/wangzan101/Mika.md 5. **heydamir/unslop** — 7.9 · Breakout · AI agents · JavaScript · +210 stars measured 2026-11-01, 00:01–03:28 UTC, ≈ 1,830 by evening A Claude skill that audits and redesigns AI-generated, «vibecoded» UI screen by screen, replacing purple gradients, glows and emoji labels with a deliberate design direction. Full card: https://gitnova.dev/en/r/heydamir/unslop.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 2026-11-01 03:39 UTC, updated every 30 minutes.