MCP server for external memory layer for AI agents + more . Download from pypi , and get started

23 stars 109 forks 23 watchers Python Apache License 2.0
agent-memory ai-agents graph-memory knowledge-graph llm-memory mcp mcp-server python
100 Open Issues Need Help Last updated: Jul 1, 2026

Open Issues Need Help

View All on GitHub
help wanted performance graph level:intermediate type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:intermediate type:design

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance graph level:advanced type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted retrieval feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance retrieval level:advanced type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance retrieval level:advanced type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted retrieval feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue graph level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted release feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing graph level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance graph retrieval level:advanced type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing tooling level:intermediate type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue type:docs SSoC26 Easy

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue graph level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue testing level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue testing security level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
bug help wanted good first issue tooling level:beginner type:bug

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue feature level:beginner type:design

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue graph level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
good first issue testing level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted feature level:intermediate type:design

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted tooling feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue testing level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue graph level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
good first issue testing release level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue tooling level:beginner type:refactor

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue tooling release level:beginner type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue security level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue testing level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted performance level:advanced type:performance

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted security feature level:intermediate type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
bug help wanted good first issue level:beginner type:bug

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted tooling level:intermediate type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted release feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing graph level:advanced type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue testing onboarding level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted tooling release level:intermediate type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted good first issue testing level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted tooling level:intermediate type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted feature level:intermediate type:design

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation help wanted tooling level:intermediate type:devops

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
good first issue testing onboarding level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted testing release level:intermediate type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted release feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
good first issue testing level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:advanced type:design

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
good first issue testing level:beginner type:testing

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue release level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted release security level:advanced type:security

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
help wanted graph feature level:advanced type:feature

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue onboarding level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
enhancement help wanted good first issue onboarding level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
enhancement good first issue tooling level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
enhancement good first issue level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
enhancement good first issue level:beginner

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python
documentation good first issue level:beginner type:docs

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python
#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python