XMUDeepLIT / MemGraphRAG
[KDD 2026] MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation
Why this job: says: multi agent; topics: multi-agent

What it does
- Three-layer memory. bidirectional links among schemas, facts, and source passages.
- Ontology induction. abstracts facts into reusable schemas and filters low-frequency patterns.
- Conflict-aware construction. detects hard conflicts with passage evidence and resolves connected conflict groups.
- Memory-derived graph. creates type, entity, and passage nodes after conflict resolution.
- Graph-enhanced retrieval. combines embedding similarity and Personalized PageRank.
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 4 months ago
- Stars
- 233
- +1 this week
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v0.0
- Released 5 months ago
- Built with
- Python
- 99% of the code
Is it looked after?
- Contributors
- 0
- Last 90 days
- Issues
- 50% closed
- 3 still open
- Pull requests
- 0 merged
- 1 waiting
- Releases
- 1
- 1 in the last year
- No contributing guide
- No security policy
- No code of conduct
More: languages, topics and project record
Languages
- Python 99%
- Shell 1%
Topics
- agent-memory
- graph-construction
- graphrag
- multi-agent
- ontology
- ontology-construction
- rag
Project record
- JobAgent frameworks
- StatusListed
- Commits15
- Forks41
- Watching6
- Stars in 28 days+11
- CreatedFeb 2, 2026
- First seen by usNov 7, 2026
- CheckedNov 7, 2026
