Top-N rankings across the 912-record memory-systems catalog. Curated boards below cover the headline signals (citations, stars, funding, in-catalog citation graph, integration centrality). Use the "build your own" panel at the bottom for ad-hoc queries.
Papers ranked by Semantic Scholar citation count parsed from the citations cell.
| # | Name | Citations |
|---|---|---|
| 1 | EWC (Elastic Weight Consolidation) T3 | 9.6k |
| 2 | Transformer-XL T3 | 4.3k |
| 3 | Generative Agents T3 | 3.9k |
| 4 | Toolformer T3 | 3.6k |
| 5 | Reflexion T3 | 3.2k |
| 6 | REALM T3 | 2.9k |
| 7 | RL Developer Memory T4 | 2.0k |
| 8 | Self-RAG T4 | 1.8k |
| 9 | RETRO T3 | 1.6k |
| 10 | ToolLLM T3 | 1.5k |
GitHub repos ranked by leading star count in the gh cell ("18.8k★ / 1.4k forks" → 18 800).
| # | Name | Stars |
|---|---|---|
| 1 | e2b T1 | 2.00B |
| 2 | Official MCP Memory server T1 | 85.1k |
| 3 | claude-mem T1 | 72.7k |
| 4 | MetaGPT T2 | 67.5k |
| 5 | Browser Use T1 | 60.0k |
| 6 | Meta Llama 4 family T1 | 58.0k |
| 7 | AutoGen Memory T2 | 57.7k |
| 8 | Zed (Agentic Editing) T1 | 55.0k |
| 9 | Mem0 T1 | 54.9k |
| 10 | MemPalace T2 | 51.3k |
Records ranked by the leading dollar figure in the funding cell. "Total raised" wins over "valuation" because the headline number leads.
| # | Name | Funding |
|---|---|---|
| 1 | Microsoft Copilot Memory T1 | 3000.00B |
| 2 | Microsoft Edge Copilot Mode + Journeys T1 | 3000.00B |
| 3 | Microsoft Phi-4 family T2 | 3000.00B |
| 4 | NVIDIA GR00T / Isaac T1 | 3000.00B |
| 5 | NVIDIA Inference Context Memory Storage Platform T2 | 3000.00B |
| 6 | Amazon Nova family T2 | 2000.00B |
| 7 | AWS Bedrock AgentCore Memory T2 | 2000.00B |
| 8 | Gemini Enterprise Agent Platform Memory Bank (rebrand of Vertex AI Memory Bank) T1 | 2000.00B |
| 9 | Google Gemini 3 family T1 | 2000.00B |
| 10 | Vertex AI Memory Bank T2 | 2000.00B |
How many other records in the catalog cite this one. Pure graph metric — no external lookup.
| # | Name | Inbound cites |
|---|---|---|
| 1 | GraphRAG (Microsoft) T1 | 11 |
| 2 | Compressive Transformer T3 | 10 |
| 3 | MemGPT v2 / agent-tools T3 | 10 |
| 4 | A-MEM T3 | 9 |
| 5 | LoCoMo T3 | 9 |
| 6 | Transformer-XL T3 | 8 |
| 7 | Generative Agents T3 | 7 |
| 8 | LoRA T3 | 6 |
| 9 | RETRO T3 | 6 |
| 10 | Atlas T3 | 5 |
How many other records depend on or integrate this one. Mem0 should top this list.
| # | Name | Inbound |
|---|---|---|
| 1 | Mem0 T1 | 12 |
| 2 | LangChain (framework) T1 | 7 |
| 3 | LangGraph Persistence T2 | 5 |
| 4 | Qdrant T1 | 4 |
| 5 | Amazon Neptune Analytics T1 | 3 |
| 6 | pgvector T1 | 3 |
| 7 | Pinecone T1 | 3 |
| 8 | Zep & Graphiti T1 | 3 |
| 9 | AWS Bedrock AgentCore Memory T2 | 2 |
| 10 | Chroma T1 | 2 |
Pick a ranking column and optionally narrow to specific tiers or sections. Results update live.
| # | Name | Section | Value | Raw cell |
|---|---|---|---|---|
| 1 | EWC (Elastic Weight Consolidation) T3 | Recent method papers — theorized, no distinct product | 9.6k | 9.6k cites 964/yr |
| 2 | Transformer-XL T3 | Recent method papers — theorized, no distinct product | 4.3k | 4.3k cites 612/yr |
| 3 | Generative Agents T3 | Recent method papers — theorized, no distinct product | 3.9k | 3.9k cites 1298/yr |
| 4 | Toolformer T3 | Recent method papers — theorized, no distinct product | 3.6k | 3.6k cites 1209/yr |
| 5 | Reflexion T3 | Recent method papers — theorized, no distinct product | 3.2k | 3.2k cites 1080/yr |
| 6 | REALM T3 | Retrieval-as-memory hybrids | 2.9k | 2.9k cites 488/yr |
| 7 | codebase-memory-mcp (DeusData) T1 | Claude Code memory mechanisms | 2.6k | arXiv:2603.27277 preprint (no peer-reviewed citations yet) |
| 8 | RL Developer Memory T4 | Recent method papers — theorized, no distinct product | 2.0k | no citations yet (paper submitted 2026-05-02) |
| 9 | Anthropic Circuit Tracing T2 | Recent method papers — theorized, no distinct product | 2.0k | Too recent — published March 2025; not on arxiv; no S2 count available |
| 10 | IBM Meta-Tokens T2 | Recent method papers — theorized, no distinct product | 2.0k | Too recent — submitted Sep 2025; no S2 count confirmed |