Data & context
txtai
Combines retrieval storage and model workflows in one Python application framework.
Overview
Research summary
txtai is a Python AI framework centered on an embeddings database that combines vector indexes, graph relationships, and relational data. It provides semantic search and retrieval capabilities alongside model pipelines for tasks such as question answering, summarization, and transcription. Developers can connect pipelines into workflows or agents and expose functionality through web or MCP APIs. The framework can run locally or in containerized deployments. This entry treats txtai primarily as retrieval and context infrastructure while retaining its broader application-building capabilities.
Repository summary
- Stars
- Unavailable
- Open issues
- Unavailable
- Last push
- Unavailable
- Commits, 90 days
- Unavailable
- Repository activity
- Not scored
- Version
- Unavailable
Recorded catalogue figures. View repository data and provenance →
Classification
Pricing & services
Paid services unknown
Whether the provider offers paid products or services has not been established.
Licence scope
Implementation
Recorded implementation details and interfaces for txtai.
Implementation details
Python embeddings database, pipeline framework, and API service
- Languages
- Python
- Repository type
- source
Recorded interfaces and capabilities
Licence scope
Repository
Repository snapshots, release information and recorded maintenance signals.
Repository snapshot
- Stars
- Unavailable
- Open issues
- Unavailable
- Last push
- Unavailable
- Commits, 90 days
- Unavailable
- Repository activity
- Not scored
- Archived
- Not recorded
Repository activity is a snapshot, not a quality or popularity ranking. It combines recent-push freshness (50%), 90-day commits (30%) and issue pressure (20%).
Maintenance and provenance
- Catalogue snapshot
- 2026-10-06
Documentation
Recorded references and research provenance for this entry.
Recorded sources 4
- https://neuml.github.io/txtai Project page · Documentation
- https://github.com/neuml/txtai Linked repository · Research reference
- https://github.com/neuml/txtai/blob/master/README.md Research reference
- https://api.github.com/repos/neuml/txtai Research reference
Research metadata
- Research date
- 2026-10-02
- Catalogue snapshot
- 2026-10-06