Best MCP Servers for Memory & Context Management (August 2026)

Nerq found 5,302 MCP servers for memory & context management, ranked below by GitHub stars and weighted compliance score across 52 global AI jurisdictions. The top-ranked MCP server for memory & context management is 54yyyu/zotero-mcp with 1,461 stars and a trust score of 82/100. MCP servers for persistent memory, context management, and vector storage for AI agents.

Last updated: August 01, 2026 | 5,302 servers in this category | Data from Nerq

Top 20 MCP Servers for Memory & Context Management

#	Name	Stars	Trust	Author	License	Description
1	54yyyu/zotero-mcp	1,461	A 82	54yyyu	MIT	Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model
2	Nekzus/npm-sentinel-mcp	18	B 78	Nekzus	MIT	A powerful Model Context Protocol (MCP) server that revolutionizes NPM package analysis through AI.
3	Cipher	4,918	B+ 77	https://github.com/campfirein/cipher	N/A	Memory-powered agent framework that provides persistent memory capabilities across conversations and
4	Bitbucket	24	B+ 75	https://github.com/aashari/mcp-server-atlassian-bitbucket	N/A	Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation,
5	jalpp/chessagine-mcp	18	B 75	jalpp	MIT	ChessAgine MCP is a Model Context Protocol server that gives LLMs deep chess awareness by exposing c
6	bitbucket-mcp	1	B 75	tugudush	MIT	A read-only Model Context Protocol server for Bitbucket repositories and issues.
7	Stata	453	B 74	https://github.com/hanlulong/stata-mcp	N/A	Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct com
8	Telegram	244	B 74	https://github.com/alexandertsai/mcp-telegram	N/A	Enables AI interaction with Telegram messaging platform through Python-based tools for sending/editi
9	Deep Code Reasoning	106	B 74	https://github.com/haasonsaas/deep-code-reasoning-mcp	N/A	Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, l
10	Ataraxy Sem	3,070	B 74	https://github.com/ataraxy-labs/sem	N/A	Provides entity-level code intelligence for AI agents, including semantic diff, impact analysis, and
11	DevDocs	2,096	B 74	https://github.com/cyberagiinc/devdocs	N/A	Free, private, UI-based software documentation context management server. Designed with software dev
12	rangta10/kali-mcp-server	3	B 73	rangta10	NOASSERTION	Kali Linux MCP (Model Context Protocol) Server built with Node.js for seamless integration with LLMs
13	fibaro-mcp	1	B 73	ikari-software	MIT	A Model Context Protocol server for controlling Fibaro home automation devices.
14	mongodb-js/mongodb-mcp-server	920	B 73	mongodb-js	N/A	A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
15	Azure/aks-mcp	115	B 73	Azure	N/A	A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It s
16	windows-desktop-use-mcp	0	B 73	utenadev	MIT	A Windows screen capture server for AI assistants using the Model Context Protocol (MCP).
17	dbt-labs/dbt-mcp	493	B 72	dbt-labs	N/A	A MCP (Model Context Protocol) server for interacting with dbt.
18	Tor-Search-MCP	0	B 72	BigBang142	N/A	Anonymously searches the web using Tor and the Model Context Protocol.
19	Claude-Code-Development-Kit	1,310	B 72	peterkrueck	N/A	Handle context at scale - my custom Claude Code workflow including hooks, mcp and sub agents
20	applescript-mcp	0	B 72	adamrdrew	GPL-3.0	A Model Context Protocol (MCP) server that provides LLM access to macOS AppleScript automation.

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About MCP Servers for Memory & Context Management

MCP servers for persistent memory, context management, and vector storage for AI agents. Nerq tracks 5,302 MCP servers in the memory & context management category, each assessed against 52 global AI regulations including the EU AI Act, US state AI laws (California SB53, Colorado SB205), UK AI Bill, and more. Compliance scores are weighted by jurisdiction penalty severity — jurisdictions with higher fines (like the EU AI Act at up to €35M) have more impact on the score than voluntary frameworks.

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