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XMUDeepLIT / MemGraphRAG

[KDD 2026] MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation

Why this job: says: multi agent; topics: multi-agent

MemGraphRAG Framework

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

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