ollama-memory本地向量记忆系统 - 基于 Ollama + SQLite 的 AI 助手记忆方案。 支持:Markdown 记录、向量搜索、本地嵌入、无 API 费用。 特点:本地部署、语义搜索、隐私优先。
Install via ClawdBot CLI:
clawdbot install kk-kingkong/ollama-memoryGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
Freelancers or consultants can use this system to maintain detailed project logs and client preferences locally, ensuring confidentiality. It helps recall past decisions and client-specific details without relying on cloud services, ideal for sensitive industries like legal or healthcare.
Researchers and students can organize daily notes and long-term insights from experiments or studies with semantic search capabilities. The local setup protects intellectual property and allows offline access to accumulated knowledge across projects.
Authors and game developers can track character traits, plot points, and world details in Markdown files, using vector search to find related ideas. The privacy-focused design keeps unpublished work secure while facilitating creative consistency.
Local businesses can record daily interactions with customers and store preferences in MEMORY.md for personalized service. The system avoids subscription fees and data breaches, making it suitable for boutique shops or solo entrepreneurs.
System administrators can document troubleshooting steps, configurations, and lessons learned in a searchable format. The local deployment integrates with existing tools via scripts, enhancing team productivity without external dependencies.
Offer paid consulting services to help organizations set up and customize the memory system for their specific needs, such as integrating with existing workflows or developing additional scripts. Revenue comes from one-time projects or retainer fees for ongoing support.
Develop and sell enhanced Python scripts or GUI tools that extend the system's capabilities, like automated backups, advanced analytics, or integration with other local AI models. Revenue is generated through direct sales or subscription for updates.
Conduct workshops or online courses teaching users how to implement and maximize the Ollama Memory system for personal or business use. Revenue streams include course fees, certification programs, and selling accompanying materials like templates.
💬 Integration Tip
Ensure Ollama is running in the background before executing scripts, and regularly back up the ~/.openclaw/workspace directory to prevent data loss.
Scored Apr 19, 2026
Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.
Check Antigravity account quotas for Claude and Gemini models. Shows remaining quota and reset times with ban detection.
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Intelligent model routing for sub-agent task delegation. Choose the optimal model based on task complexity, cost, and capability requirements. Reduces costs...
自动生成科技新闻摘要。从多个来源(RSS、Twitter、GitHub、Web Search)抓取科技新闻,整合后生成摘要。
Sync OpenRouter models used by OpenClaw into this installation's config. Fetches the OpenClaw app leaderboard from OpenRouter, verifies model IDs against the...