Open-source AI agent for PostgreSQL database monitoring and optimization
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Xata Agent is an open-source AI system designed to act as an expert PostgreSQL administrator, automating database monitoring, issue detection, and performance tuning. It targets database administrators and SREs seeking to proactively manage PostgreSQL instances, offering benefits similar to a seasoned SRE hire with specialized Postgres knowledge.
How It Works
The agent leverages a tool and playbook-based architecture to interact with PostgreSQL databases and cloud provider metrics. It analyzes logs and metrics (e.g., from AWS CloudWatch for RDS/Aurora), executes predefined SQL queries against database internals (pg_stat_statements
, pg_locks
), and uses LLMs (OpenAI, Anthropic, Deepseek) to interpret findings and suggest fixes. This approach aims to provide structured troubleshooting and prevent LLM hallucinations by grounding responses in concrete data and predefined workflows.
Quick Start & Requirements
docker compose up
http://localhost:8080
.Highlighted Details
Maintenance & Community
Licensing & Compatibility
Limitations & Caveats
The agent is in early stages, with features like lock investigation and vacuuming support still under development. It currently lacks an approval workflow for potentially destructive commands, though this is planned. Support for cloud providers beyond AWS is also pending.
5 days ago
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