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Memory and context
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mcp-agensgraph-memory io.github.skaiworldwide-oss/agensgraph-ai-mcp-agensgraph-memory

AgensGraph knowledge-graph memory MCP server (entities, relations, observations).

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Memory and context PyPI Local APACHE-2.0
mcp-agentmemory io.github.jenreh/mcp-agentmemory

A specialized MCP server that tracks your Python development sessions, errors, fixes, and coding patterns using a persistent knowledge graph. This helps you build a searchable database of your develop

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Databases PyPI Local MIT
mcpaisuite-memorymcp io.github.gashel01/memorymcp

Persistent cognitive memory layer for AI agents, built on ragmcp principles

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Memory and context PyPI Local APACHE-2.0
mcp-assoc-memory io.github.mako10k/mcp-assoc-memory-readme.md

Associative Memory MCP Server for LLMs - Knowledge management system with hierarchical scope organization

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Memory and context PyPI Local MIT
mcp-codemind io.github.mrunreal/codemind-changelog.md

Multi-Workspace MCP Memory Server for GitHub Copilot with automatic re-indexing

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Git and code hosting PyPI Local MIT
mcp-mem0 io.github.ccperdst-lab/agent-mem0

Cross-session memory system for AI Agent tools, powered by mem0 + Qdrant + MCP

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Memory and context PyPI Local APACHE-2.0
mcp-nexmem io.github.arpanroy41/nexmem-mcp

NexMem: Shared Agent Memory for Teams — a plug-and-play MCP memory server with pluggable database backends

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Memory and context PyPI Local MIT
mcp-recall-md io.github.kalikin-artem/mcp-recall-md

Local semantic search for markdown notes — MCP server

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Docs and knowledge bases PyPI Local MIT
mcp-server-thoth io.github.braininahat/thoth

MCP server for persistent codebase memory with semantic search and development tracking

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Developer tools PyPI Local MIT
mcp-sqlite-memory-bank io.github.robertmeisner/mcp_sqlite_memory_bank

A dynamic, agent/LLM-friendly SQLite memory bank for MCP servers with semantic search capabilities.

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Memory and context PyPI Local MIT
memento-mcp io.github.joyciakira/memento-changelog.md

The Autonomous Nervous System for AI Agents — local-first MCP middleware with temporal graph memory, active coercion, and proactive goal alignment.

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Memory and context PyPI Local AGPL-3.0
memkernel-mcp io.github.varadganjoo/memkernel-integrations.md

Event-sourced, branchable memory kernel and MCP server for multi-agent coding systems

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Calendar and scheduling PyPI Local MIT
memmd-mcp io.github.matamong/memmd-mcp

MCP stdio server that manages local memory.md with dedupe/merge/cleanup.

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Memory and context PyPI Local MIT
memnest-mcp io.github.arunkumars-mf/memnest-mcp

Persistent graph memory MCP server for AI agents using LadybugDB

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Memory and context PyPI Local MIT
memorious-mcp io.github.cedricvidal/memorious-mcp

Persistent semantic key-value memory MCP server with ChromaDB backend

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Memory and context PyPI Local MIT
memory-bank-mcp io.github.banhmysuawx/memory-bank-mcp-python

A FastMCP-based service for storing and retrieving project files in a SQLite database

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Memory and context PyPI Local MIT
memory-forge-mcp io.github.fxckingangel/memory-forge

Local-first MCP memory backend for AI clients.

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Memory and context PyPI Local MIT
memory-lab-mcp io.github.haru3613/memory-lab

Local-first Agent Knowledge curation and evidence index

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Memory and context PyPI Local MIT
memory-mcp io.github.memodb-io/memory-mcp

A python implementation of AI memory in MCP

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Memory and context PyPI Local MIT
memorymesh-mcp io.github.kilhubprojects/memory-mesh-changelog.md

Local MCP hub for personal data — private, cross-platform, agent-ready.

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Memory and context PyPI Local MIT

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