AgentIndex icon
AgentIndex
mcp-memory-service logo
mcp-memory-service
★ 2.0k
vs
Zengram logo
Zengram
★ 64

mcp-memory-service vs Zengram

mcp-memory-service: MCP Memory Service prevents AI assistants from losing context across sessions by automatically capturing project architecture, decisions, and code patterns. This ensures your AI always remembers essential information, eliminating the need for repetitive re-explanation and saving valuable development time.; Zengram: Zengram is a shared memory system for multi-agent AI systems, enabling agents to store and retrieve memories across machines. It features typed memory, dual storage (Qdrant + SQLite/Postgres), multi-path search, and cross-agent capabilities like briefings and corroboration. Self-hosted, open-source, with MCP server and SDKs.

01

TL;DR

mcp-memory-service logo
mcp-memory-serviceMemory & Context · ★ 2.0k
When to choose:
  • You use Claude Code, Claude Desktop, Cursor, VS Code or another MCP client and want chat sessions to stop starting from zero.
  • You want a choice of storage: local SQLite, Cloudflare for multi-device sync, or a hybrid.
  • You need team features: the README lists OAuth, a dashboard and document ingestion.
When to skip:
  • Your problem is codebase navigation rather than conversation memory; a code-graph tool or a project scaffold fits better.
  • You handle sensitive material and cannot put it in a persistent store, especially with cloud sync.
  • You want a short README to start from: it mixes release notes with documentation.
Read mcp-memory-service full review →
Zengram logo
ZengramMemory & Context · ★ 64

Cross-agent memory sharing across different machines

Read Zengram full review →
02

Side-by-Side Comparison

Field
mcp-memory-service logomcp-memory-service
Zengram logoZengram
Category
Memory & Context
Memory & Context
Stars
★ 2.0k
★ 64
License
Apache-2.0
MIT
Install Command
pip install mcp-memory-service
git clone https://github.com/ZenSystemAI/zengram.git && cd zengram && cp .env.example .env && docker compose up -d
Updated
1d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AI Memory, Context Management, Developer Tools
claude, claude-ai, claude-code
03

Features

mcp-memory-service logomcp-memory-service
01Persistent Memory
02Smart Retrieval
03Multi-Client Compatibility
04Cloud Sync (Optional)
05Web Dashboard
Zengram logoZengram
01Typed memory: events, facts, statuses, decisions
02Dual storage with semantic and structured search
03Multi-path search (vector, BM25, entity graph) with RRF fusion
04Cross-agent capabilities: briefings, corroboration, credential scrubbing
05Self-hosted, open-source, with MCP server and SDKs
04

Use Cases

mcp-memory-service logomcp-memory-service
↳Maintaining AI context across multiple development sessions.
↳Avoiding repetitive explanations of project architecture and tech stack to AI.
↳Enhancing continuous and intelligent collaboration with AI assistants.
Zengram logoZengram
↳Cross-agent memory sharing across different machines
↳Session reflection and context retrieval for agents
↳Logging memories from automation tools (e.g., n8n) for AI agents
05

Best For

mcp-memory-service logomcp-memory-service
EssentialTrending
Zengram logoZengram
—
FAQ

FAQ

What is the difference between mcp-memory-service and Zengram?
Both mcp-memory-service and Zengram are in the Memory & Context category. mcp-memory-service has 2.0k stars, while Zengram has 64 stars.
Which is better, mcp-memory-service or Zengram?
The best choice depends on your use case. Choose mcp-memory-service if Maintaining AI context across multiple development sessions., and Zengram if Cross-agent memory sharing across different machines.
Is mcp-memory-service free or open source?
Yes, mcp-memory-service is open source on GitHub (Apache-2.0).
Is Zengram free or open source?
Yes, Zengram is open source on GitHub (MIT).
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