kgbagent
Portable desktop AI agent in a single .exe. LangGraph + MCP: files, shell, web, processes, skills. Human-in-the-loop safety, self-correction, auto-retry, API key rotation, context summarization, provider-aware reasoning. Multimodal & multi-model (OpenAI-compatible, Anthropic, Gemini). No Docker — copy & run.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.