mienetic

mienetic/mnema

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

5 good first / help-wanted issues · Python · last activity Jul 13, 2026

0 stars 0 forks 0 watchers Python MIT License
agent-memory ai-memory anthropic chromadb claude claude-desktop context-window cursor llm long-term-memory mcp mcp-server memory model-context-protocol qdrant rag semantic-search sentence-transformers sqlite-vec vector-database
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5 Open Issues Need Help Last updated: Jul 13, 2026

Open Issues Need Help

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REST API (non-MCP) — use Mnema from any app via FastAPI 3 months ago
enhancement good first issue phase-2
mienetic/mnema
0

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

Python
#agent-memory#ai-memory#anthropic#chromadb#claude#claude-desktop#context-window#cursor#llm#long-term-memory#mcp#mcp-server#memory#model-context-protocol#qdrant#rag#semantic-search#sentence-transformers#sqlite-vec#vector-database
Add Cohere / Voyage / Nomic embedding providers 3 months ago
enhancement good first issue phase-2 claimed
mienetic/mnema
0

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

Python
#agent-memory#ai-memory#anthropic#chromadb#claude#claude-desktop#context-window#cursor#llm#long-term-memory#mcp#mcp-server#memory#model-context-protocol#qdrant#rag#semantic-search#sentence-transformers#sqlite-vec#vector-database
Add pgvector backend 3 months ago
enhancement good first issue backend phase-2 claimed
mienetic/mnema
0

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

Python
#agent-memory#ai-memory#anthropic#chromadb#claude#claude-desktop#context-window#cursor#llm#long-term-memory#mcp#mcp-server#memory#model-context-protocol#qdrant#rag#semantic-search#sentence-transformers#sqlite-vec#vector-database
Add Ollama embedding provider 3 months ago
enhancement good first issue phase-2
mienetic/mnema
0

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

Python
#agent-memory#ai-memory#anthropic#chromadb#claude#claude-desktop#context-window#cursor#llm#long-term-memory#mcp#mcp-server#memory#model-context-protocol#qdrant#rag#semantic-search#sentence-transformers#sqlite-vec#vector-database
`mnema doctor --fix` that suggests concrete fixes 3 months ago
enhancement good first issue cli
mienetic/mnema
0

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Solves the context-window problem with pluggable vector backends (Chroma/Qdrant/sqlite-vec), hybrid search, decay scoring, and summarization.

Python
#agent-memory#ai-memory#anthropic#chromadb#claude#claude-desktop#context-window#cursor#llm#long-term-memory#mcp#mcp-server#memory#model-context-protocol#qdrant#rag#semantic-search#sentence-transformers#sqlite-vec#vector-database