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Best of

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. 3575 published MCP servers match this ranking. The highest trust scores right now are PageIndex MCP at 55, Tidegap at 55, Trials & Drug Resolver 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.

Best of

Full ranking

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

3,575 servers
Trust score 19 of 100, Limited

Persistent, local-first memory for AI coding agents. Remember, recall and forget across sessions.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 19 of 100, Limited

MCP server wrapping the nb CLI for LLM-friendly note-taking

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 19 of 100, Limited

Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends.

Registry
LicenseQualityMaintenanceLicense: A. MIT License is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 18 of 100, Limited

Manage BrightSite websites: pages, blog posts, components, forms, media, and analytics.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
1 stars—/wk weekly downloads— tools
Trust score 18 of 100, Limited

being-mcp-server

by wnbhr · TypeScript

Personality Runtime for AI agents — persistent memory, personality, and relationships via MCP

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
1 stars—/wk weekly downloads— tools
Trust score 18 of 100, Limited

a2a-bridge

by mdfifty50-boop · JavaScript

Agent-to-agent communication bridge for multi-agent systems

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.
1 stars—/wk weekly downloads— tools
Trust score 18 of 100, Limited

FDA drug approvals, 510(k) device clearances, recalls and adverse-event reports.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
1 stars—/wk weekly downloads— tools
Trust score 18 of 100, Limited

knownissue

by gong8 · TypeScript

Shared debugging memory for AI coding agents

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 6 months ago.
1 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

jcodeharness-mcp

by clauxel · JavaScript

A paid remote MCP for OpenAI Codex harness MCP, built to return verdicts, receipts, usage logs, and

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

A paid remote MCP for OpenAI Codex context compressor, built to return verdicts, receipts, usage log

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

voltix-mcp

by clearcheck-uk · JavaScript

DeFi intelligence for Claude: whale tracking, alpha signals, yields, token safety. USDC on Base.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

AgentCron

by noriget · TypeScript

Schedule tasks for later from your AI agent: reminders, delayed webhooks, recurring jobs.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

llm-oracle

by weiseer · Python

Up-to-date LLM pricing + availability catalog with cited sources for AI agent routing.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Persistent context for Claude. Your AI always knows your projects and next actions across sessions.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Hosted Google Calendar MCP server for AI agents. No self-hosting or Google Cloud setup.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

slipstream

by tathagat22 · TypeScript

Shared distillation cache for AI agents — every fetch ~73-89% fewer tokens via a shared cache.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

status-aggregator

by weiseer · JavaScript

Cross-vendor SaaS status aggregator for AI agents (Anthropic/OpenAI/AWS/GH/Stripe/CF).

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

saju-mcp

by ghdejr11-beep · TypeScript

Korean Four Pillars of Destiny (Saju/Bazi): calculate, interpret, compatibility & daily fortune.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Hadolint-grade Dockerfile audit — 19 checks: secrets, privileges, supply chain, hygiene.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Hungarian postcode lookup + validation - 3,484 codes, sub-10ms lookups, bulk address endpoint.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Brazilian fiscal MCP server - issue NF-e, NFC-e, NFS-e, CT-e, MDF-e and DC-e via SEFAZ.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

Security scanner for MCP servers. SSRF, path traversal, injection, auth, secrets. Grade A-F.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

A paid remote MCP for OpenAI Codex memory MCP, built to return verdicts, receipts, usage logs, and a

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools
Trust score 17 of 100, Limited

A paid remote MCP for OpenAI Codex agent coordination MCP, built to return verdicts, receipts, usage

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads— tools