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Best AI and memory MCP servers

AI and memory servers store what an agent learns, retrieve from vector indexes, or call other models. Note where embeddings are computed and where memories are stored before you connect one. 3628 published MCP servers match this ranking. The highest trust scores right now are cuemap-mcp at 55, evalpair at 55, MyMemory at 55. The order is the published trust score: registry record, license, maintenance, popularity, documentation, and security signals. Featured slots, when an editor sets them, are labeled and do not change the score. Best AI and memory MCP servers is not a paid placement.

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Full ranking

Every server that matches this ranking, ordered by trust score.

3,628 servers
Trust score 12 of 100, Limited

Search live credit card merchant offers across Amex, Chase, Citi, PayPal, Rakuten, Capital One.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 7 months ago.
0 stars—/wk weekly downloads— tools
Trust score 12 of 100, Limited

19 tools for Google Forms: create quizzes, add questions, set answer keys, read responses.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 6 months ago.
0 stars—/wk weekly downloads— tools
Trust score 12 of 100, Limited

Invoke a Watson Orchestrate agent via MCP. Configure with WO_AGENT_ID.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 8 months ago.
0 stars—/wk weekly downloads— tools
Trust score 8 of 100, Limited

shoumikdc-arxiv-mcp

by shoumikdc · Jupyter Notebook

Discover the latest arXiv papers by category and keyword. Control how many results you get to spee…

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: F. Last commit or release 13 months ago.
0 stars—/wk weekly downloads— tools