MCP Memory Graph alternatives
19 web search MCP servers from other publishers do the same job as MCP Memory Graph. The closest match comes first, then the best rated, with at most two per publisher.
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
No reviews yetlocal · npm29479/wkFreePersistent memory for AI assistants with semantic search and knowledge graph relationships.
No reviews yetlocal · mixed15650/wkFreeMCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
No reviews yetlocal · npm3.3k3.0k/wkFreeAI-powered code indexer with semantic search and knowledge graphs
No reviews yetlocal · mixed478513/wkFreeUniversal MCP Server with advanced AI memory capabilities and semantic search.
No reviews yetlocal · mixed383532/wkFreeLocal-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.
No reviews yetlocal · npm2261.4k/wkFreeSearch arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
No reviews yetlocal · pypi3.2kFreeLocal personal memory for agents as MCP tools — remember, recall, search, context, graph traversal.
No reviews yetlocal · pypi182197/wkFreeGraph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search
No reviews yetlocal · npm6963/wkFreeGraph-powered code intelligence with semantic search and knowledge graph for AI assistants
No reviews yetlocal · npm20316/wkFreeSemantic search across Sui documentation and knowledge sources, powered by kapa.ai
No reviews yetgateway-ready7.8kFreeFailure-memory layer for coding agents: search evidence-rated failure lessons by error text.
No reviews yetlocal · pypi520762/wkFreeA semantic search engine for files and code.
No reviews yetlocal · pypi241594/wkFreeLocal-first document management and semantic search for AI coding agents
No reviews yetlocal · npm34496/wkFreeLocal-first memory — 100+ tools, 99.2% LongMemEval-S retrieval@8, hybrid search, GDPR, no cloud.
No reviews yetlocal · pypi251.7k/wkFreeContextStream MCP server for code context, memory, search, and AI tools.
No reviews yetlocal · npm43588/wkFreeSearch EU legislation, CJEU case law, and treaties; traverse CELLAR graph; browse EuroVoc concepts.
No reviews yetgateway-ready82.0k/wkFreeThe private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting.
No reviews yetlocal · npm1.5kFreeLocal-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory.
No reviews yetlocal · npm80171/wkFree
MCP Memory Graph alternatives by what you need
Open source MCP Memory Graph alternatives (19)
Published under an open licence such as MIT or Apache-2.0.
Shodh Memory, Octobrain, Socraticode, Octocode, Marm, Superlocalmemory, Arxiv, Link and 11 more below.
Hosted MCP Memory Graph alternatives (2)
Nothing to install: a remote endpoint you add by URL. Also callable through the mcp.market gateway.
Local MCP Memory Graph alternatives (17)
A package you install and run on your own machine, so your data stays on your computer.
Shodh Memory, Octobrain, Socraticode, Octocode, Marm, Superlocalmemory, Arxiv, Link and 9 more below.
Safest MCP Memory Graph alternatives (11)
Graded A: passed every check the scanner runs on the latest release.
Octobrain, Octocode, Marm, Arxiv, Link, Sui Knowledge Base (kapa.ai), Misakanet, Documentation and 3 more below.
MCP Memory Graph and its alternatives compared
| Server | Grade | Rating | Licence | Runs | Stars |
|---|---|---|---|---|---|
| MCP Memory Graph(this one) | C65 | No reviews yet | MIT | Local | – |
| Shodh Memory | C68 | No reviews yet | Apache-2.0 | Local | 294 |
| Octobrain | A94 | No reviews yet | Apache-2.0 | Local | 15 |
| Socraticode | B83 | No reviews yet | AGPL-3.0 | Local | 3.3k |
| Octocode | A94 | No reviews yet | Apache-2.0 | Local | 478 |
| Marm | A92 | No reviews yet | Apache-2.0 | Local | 383 |
| Superlocalmemory | C60 | No reviews yet | AGPL-3.0 | Local | 226 |
| Arxiv | A92 | No reviews yet | Apache-2.0 | Local | 3.2k |
| Link | A92 | No reviews yet | MIT | Local | 182 |
| Reverie | B80 | No reviews yet | MIT | Local | 69 |
| Codeseeker | C69 | No reviews yet | Apache-2.0 | Local | 20 |
| Sui Knowledge Base (kapa.ai) | A93 | No reviews yet | Apache-2.0 | Hosted | 7.8k |
| Misakanet | A92 | No reviews yet | Apache-2.0 | Local | 520 |
| Vexor | B83 | No reviews yet | MIT | Local | 241 |
| Documentation | A92 | No reviews yet | MIT | Local | 344 |
| M3 Memory | A92 | No reviews yet | Apache-2.0 | Local | 25 |
| ContextStream MCP Server | C62 | No reviews yet | MIT | Local | 43 |
| Eur Lex | A86 | No reviews yet | Apache-2.0 | Hosted | 8 |
| Minutes | A92 | No reviews yet | MIT | Local | 1.5k |
| Sverklo | C60 | No reviews yet | MIT | Local | 80 |