mcp-memory-service logo
mcp-memory-service
★ 2.0k
vs
ogham-mcp logo
ogham-mcp
★ 116

mcp-memory-service vs ogham-mcp

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.; ogham-mcp: Ogham MCP is a persistent, searchable shared memory system for AI coding agents that works across different clients and sessions. It stores memories as vector embeddings in PostgreSQL, enabling hybrid search combining semantic and full-text retrieval with high accuracy. Ogham supports multiple embedding providers, knowledge graph traversal, wiki compilation, and automatic memory management features like scoring, condensing, and novelty detection.

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.
ogham-mcp logo
ogham-mcpMemory & Context · ★ 116

Store and retrieve architectural decisions and coding context across sessions and different AI coding agents

02

Side-by-Side Comparison

Field
mcp-memory-service logomcp-memory-service
ogham-mcp logoogham-mcp
Category
Memory & Context
Memory & Context
Stars
★ 2.0k
★ 116
License
Apache-2.0
MIT
Install Command
pip install mcp-memory-service
uvx --from ogham-mcp ogham init
Updated
1d ago
1w ago
Open Source
Yes
Yes
Tags
AI Memory, Context Management, Developer Tools
agent-memory, ai-memory, claude
03

Features

mcp-memory-service logomcp-memory-service
01Persistent Memory
02Smart Retrieval
03Multi-Client Compatibility
04Cloud Sync (Optional)
05Web Dashboard
ogham-mcp logoogham-mcp
01Persistent shared memory across sessions and clients
02Hybrid search with Reciprocal Rank Fusion (semantic + full-text)
03Knowledge graph with entity linking, traversal, and contradiction detection
04Multi-provider embeddings (OpenAI, Ollama, Mistral, Voyage, Gemini, ONNX)
05Automatic condensing, scoring, novelty detection, and memory lifecycle management
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.
ogham-mcp logoogham-mcp
↳Store and retrieve architectural decisions and coding context across sessions and different AI coding agents
↳Provide consistent, context-aware assistance to AI coding agents by maintaining a shared knowledge base
↳Preserve project-specific information, preferences, and facts for long-term reference without repetition
05

Best For

mcp-memory-service logomcp-memory-service
EssentialTrending
ogham-mcp logoogham-mcp
—
FAQ

FAQ

What is the difference between mcp-memory-service and ogham-mcp?
Both mcp-memory-service and ogham-mcp are in the Memory & Context category. mcp-memory-service has 2.0k stars, while ogham-mcp has 116 stars.
Which is better, mcp-memory-service or ogham-mcp?
The best choice depends on your use case. Choose mcp-memory-service if Maintaining AI context across multiple development sessions., and ogham-mcp if Store and retrieve architectural decisions and coding context across sessions and different AI coding agents.
Is mcp-memory-service free or open source?
Yes, mcp-memory-service is open source on GitHub (Apache-2.0).
Is ogham-mcp free or open source?
Yes, ogham-mcp is open source on GitHub (MIT).
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