Guides expert-level vector database patterns implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for vector database patterns workflows.
Free and open source. macOS, Windows and Ubuntu.
Add the skill to a bot, then ask your Chief of Staff:
“Use the Vector Database Patterns skill on this: [describe the job, or paste your notes].”
Batches at batch_size to balance throughput and memory. Skips documents whose content_hash already exists. Retries embedding API calls with exponential backoff. """ results = IngestionResult().
Free for Mac, Windows and Ubuntu.
Open Settings → Skills and switch on Vector Database Patterns for any bot. Or ask your Chief of Staff to pick skills for a job.
The bot reads the skill when the job calls for it, and works the way it lays out.
Guides expert-level vector database patterns implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for vector database patterns workflows.
Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.
Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.
Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.
No account needed · Runs on the AI plan you already pay for