# Q00/ouroboros > Agent OS for AI coding: turns a vague idea into a verified spec via interview, crystallize, execute and evaluate, running on top of Claude Code, Codex CLI, Gemini CLI and other runtimes via MCP. - Magnitude: 0.9 out of 10 — Steady - Stars: 6,194 total · +3 stars measured 2026-10-10, 00:41–10:57 UTC, ≈ 5 by evening - Star trust: star growth looks organic - Category: AI agents · Language: Python · License: MIT · Created: 2026-01-14 · Last push: 2026-10-07 - GitHub: https://github.com/Q00/ouroboros · Homepage: https://ouroboros.page/ · Page: https://gitnova.dev/en/r/Q00/ouroboros ## Useful for - Run an interview with the agent to turn a vague task into a formal Seed spec - Run the same workflow across Claude Code and Codex CLI via the MCP server - Evaluate agent output with the three-stage gate instead of manual review ## Why it’s here - Star-counter measurements on 2026-10-10 (UTC), 00:41–10:57: 6191 → 6194 stars (+3). This is the change over that interval. - Estimated end-of-day forecast: about +5 stars, using observed gains and the previous day. ## 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: 625 - Issues and pull requests: 2,510 - Watchers: 15 - Average over the last week: 4 per day - Usual pace: 14 per day - Latest release: v0.55.6 (2026-10-06) ## Stars per day, last 30 days (oldest → newest, today is partial) 2026-10-04 … 2026-11-02: 4, 7, 6, 5, 2, 2, 1, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None ## Magnitude by day, last 14 days 09-26 1.2, 09-27 1.2, 09-29 1.6, 09-30 1.7, 10-01 1.7, 10-02 1.5, 10-03 1.5, 10-04 1.0, 10-05 1.1, 10-06 1.2, 10-07 1.3, 10-08 1.1, 10-09 0.7, 10-10 0.9 --- 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 2026-10-10 10:59 UTC, updated every 30 minutes.