AgentIndex icon
AgentIndex
mcp-local-memory logo
mcp-local-memory
★ 60
vs
local-memory-mcp logo
local-memory-mcp
★ 15

mcp-local-memory vs local-memory-mcp

mcp-local-memory: mcp-local-memory is a local-first MCP server designed to provide AI agents with shared, durable memory without relying on Docker or cloud services. It achieves this through a powerful combination of hybrid semantic search, SQLite FTS5, and a structured knowledge graph, supporting features like temporal recall and adaptive ranking.; local-memory-mcp: local-memory-mcp provides persistent local memory for AI assistants like Claude, Cursor, and Codex, addressing the issue of AI forgetting past conversations. It stores learnings, decisions, and knowledge graphs in a single SQLite file on your machine, utilizing hybrid retrieval and multilingual embeddings for robust information recall without cloud services or API keys.

01

TL;DR

mcp-local-memory logo
mcp-local-memoryMemory & Context · ★ 60

Provide persistent and shared memory for AI agents in local environments.

Read mcp-local-memory full review →
local-memory-mcp logo
local-memory-mcpMemory & Context · ★ 15

Provide persistent memory for AI assistants, ensuring they remember past conversations and context across sessions.

Read local-memory-mcp full review →
02

Side-by-Side Comparison

Field
mcp-local-memory logomcp-local-memory
local-memory-mcp logolocal-memory-mcp
Category
Memory & Context
Memory & Context
Stars
★ 60
★ 15
License
MIT
MIT
Install Command
npm install -g @beledarian/mcp-local-memory@2
npx -y @studiomeyer/local-memory-mcp
Updated
1mo ago
2d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AI Agents, Memory Management, Knowledge Graph
Local Memory, Hybrid Retrieval, Vector Embeddings
03

Features

mcp-local-memory logomcp-local-memory
01Shared memory across multiple AI agents
02Hybrid semantic and keyword recall
03Structured knowledge graph for context management
04Temporal memory recall with natural language dates
05Adaptive memory ranking based on multiple factors
local-memory-mcp logolocal-memory-mcp
01Knowledge Graph with entities, bi-temporal observations, and typed relations.
02Hybrid retrieval combining BM25 keyword search with vector cosine via Reciprocal Rank Fusion.
03Duplicate gatekeeper using FTS5 similarity to prevent storing identical information.
04Automatic session context loading, allowing AI to pick up from previous conversations.
05Local-first design with zero configuration, running entirely on your machine without cloud services or API keys.
04

Use Cases

mcp-local-memory logomcp-local-memory
↳Provide persistent and shared memory for AI agents in local environments.
↳Build knowledge bases and manage context for complex AI applications.
↳Facilitate local-first AI agent development and testing without external dependencies.
↳Serve as a centralized memory server for distributed AI agent systems via HTTP/SSE.
local-memory-mcp logolocal-memory-mcp
↳Provide persistent memory for AI assistants, ensuring they remember past conversations and context across sessions.
↳Store and retrieve structured knowledge like learnings, decisions, and entity observations in a local knowledge base.
↳Perform unified, hybrid semantic search across various memory types to quickly recall relevant information.
↳Log and review important decisions along with their reasoning and considered alternatives.
↳Enable LLM-free reflection to identify most-used learnings, stale information, and open decisions.
FAQ

FAQ

What is the difference between mcp-local-memory and local-memory-mcp?
Both mcp-local-memory and local-memory-mcp are in the Memory & Context category. mcp-local-memory has 60 stars, while local-memory-mcp has 15 stars.
Which is better, mcp-local-memory or local-memory-mcp?
The best choice depends on your use case. Choose mcp-local-memory if Provide persistent and shared memory for AI agents in local environments., and local-memory-mcp if Provide persistent memory for AI assistants, ensuring they remember past conversations and context across sessions..
Is mcp-local-memory free or open source?
Yes, mcp-local-memory is open source on GitHub (MIT).
Is local-memory-mcp free or open source?
Yes, local-memory-mcp is open source on GitHub (MIT).
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Related

Alternatives to mcp-local-memory →Alternatives to local-memory-mcp →mcp-local-memory details →local-memory-mcp details →