mcp-memory-service

Dependency freshness

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

Framework

FastAPI

AI

MCP SDK

API layer

Uvicorn

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

• Admin
  Database backupsConfigure scheduled backups or trigger one manually through the HTTP API
• AI
  Beliefs and contradictionsDerive confidence-scored beliefs from observations
• API
  Framework-agnostic REST APIFramework-agnostic REST API — no MCP client library needed
• API
  Agent identity taggingauto-tag memories by agent identity for scoped retrieval
• API
  Conversation storage bypassbypass deduplication for incremental conversation storage
• API
  SSE real-time eventsreal-time notifications when any agent stores or deletes a memory
• Data
  Knowledge graph with typed edgesKnowledge graph with typed edges (causes, fixes, contradicts)
• Data
  Local ONNX embeddingsEmbeddings run locally via ONNX
• Data
  Semantic and keyword searchCombine vector search with BM25
• Data
  Scoped tag retrievalFilter by tags with AND/OR matching
• Data
  Import, export, migrationMove memories through JSON import/export

Extracted from the kit's README by a local AI model (deepseek-flash) on Oct 19, 2026. Every item is checked against an exact README quote; 3 unverifiable items were discarded. A README claim is the maker's description, not something we tested.