{"repo":"PlateerLab/synaptic-memory","free":true,"listed":false,"github":"https://github.com/PlateerLab/synaptic-memory","clone":"git clone https://github.com/PlateerLab/synaptic-memory.git","description":"Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.","language":"Python","stars":33,"topics":["ai-agent","graph-database","knowledge-graph","mcp","mcp-server","postgresql","python","qdrant","rag","retrieval-augmented-generation"],"license":null,"category":"ai-agents","readme_excerpt":"Synaptic Memory Default path: zero API calls at index time. Zero infra. Zero lock-in. A knowledge graph + MCP tool server for LLM agents, with hybrid retrieval, CDC-based live database sync, and Korean FTS built in. 한국어 README --- 5-minute start That command builds a tiny SQLite-backed graph and runs three searches — all without calling any LLM at indexing time. Omit --db for an in-memory, zero-dependency smoke test. Full source for the expanded example: examples/quickstart.py . --- Why not just RAG? Plain RAG usually answers from independent chunks. Synaptic builds a graph first, so an agent can search, follow relations, inspect structured rows, and remember which evidence helped. Plain RAG Synaptic Memory ----------- ----------------- chunks + vector search documents, chunks, rows, and edges usually rebuilds on data change CDC sync for live databases single-shot retrieval by default MCP tools for multi-turn exploration feedback lives outside the index optional memory events, feedback, and health signals It is not a vector database replacement. It is the graph and tool layer around your existing documents, SQL data, embedding endpoint, and agent runtime. --- Build and search That's it. Auto-detects file format or DB schema, generates an ontology profile, ingests, indexes, builds FK edges. Presets keep the common knobs compact: Live database sync (CDC) — mode=\"cdc\" enables incremental updates: tables with an updated at -style column are read with a watermark filter, others fa","default_branch":null,"files":null,"tree":[],"storefront":"/r/PlateerLab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/PlateerLab/synaptic-memory/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}