Rasa provides an open source framework for automating text and voice conversations, including chatbots and voice assistants.
PyOD
PyOD provides Python tools for anomaly detection across tabular, time series, graph, text, image, and audio data.

About PyOD
PyOD is an open-source Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. It provides 61 detectors through a single API and includes ADEngine, an orchestration core that can choose, compare, and assess detectors automatically. The classic fit/predict API remains available.
For agent use, Claude Code and Codex can use the od-expert skill to drive ADEngine investigations, and MCP-compatible LLMs can access ten stateless tools for knowledge queries, planning, and detection. MCP support requires the optional mcp extra. Full multi-turn agentic investigation is available through the od-expert skill for Claude Code and Codex, while stateful investigate/iterate MCP tools are deferred.
Key features
- 61 detectors across tabular, time series, graph, text, image, and audio data
- Single API for classic fit and predict anomaly detection workflows
- ADEngine orchestration automatically selects, compares, and assesses detectors
- od-expert skill enables Claude Code and Codex agentic investigations
- MCP server exposes ten stateless tools for MCP-compatible LLMs
- Benchmark-backed routing uses ADBench, TSB-AD, BOND, and NLP-ADBench
- Open-source Python library with a classic fit/predict API.
- Supports 61 detectors across tabular, time series, graph, text, image, and audio data through one API.
- Includes agent-facing paths: od-expert for Claude Code/Codex and an MCP server for compatible LLMs.
- Full multi-turn agentic investigation requires the od-expert skill for Claude Code or Codex.
- MCP server usage requires the optional mcp extra.
- Stateful investigate and iterate MCP tools are deferred.
PyOD at a glance
- Website
- github.com/yzhao062/pyod
- Category
- AI & Machine Learning › AI Agents & Automation
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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