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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. 3563 published MCP servers match this ranking. The highest trust scores right now are Page2AI — Web to Markdown at 65, Fetch Router at 65, Owasp at 65. 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.

3,563 servers
Trust score 42 of 100, Fair

B2B sales intelligence: tech stack, Shopify apps, revenue, hiring, contacts and change signals

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 13 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

AppWrangler

by intarso · Swift

Per-app CPU, efficiency-core and memory control for Apple Silicon Macs, with suggestions and undo.

Registry
LicenseQualityMaintenanceLicense: C. GPL-2.0 is a strong copyleft license: derived works must use the same license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 29 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

Verifies news stories, mines SEO keywords, builds schema and reviews your draft. You write it.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 30 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

scenariosim-mcp

by inity13 · JavaScript

Deterministic what-if & scenario simulation for AI agents: projections, sensitivity & break-even.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 21 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

Hosted Remote MCP & 3D/2D Rack-as-Code planner, 5-stage validator, CAD SVG/BOM & STL generator.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 6 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

livewiki

by eduardoabreu81 · TypeScript

A repository wiki of Markdown pages anchored to real code: read, search, and verified writes.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 49 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

OpenJEV

by markylaredo · JavaScript

Typed AI judgments for agents: choice, score, and yes/no probabilities instead of prose.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 20 days ago.
1 stars394/wk weekly downloads— tools
Trust score 42 of 100, Fair

HubSpot

by ohneben · TypeScript

HubSpot API: 1,000+ endpoints as safety-categorized, hub- and plan-aware MCP tools, stdio or HTTP.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 10 days ago.
1 stars—/wk weekly downloads— tools
Agent Nexus logo
Trust score 42 of 100, Fair

Agent-native registry to discover APIs, MCP servers and CLIs, with live health checks.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 69/100 for listing completeness. Lost points: short README, 1 of 4 tools barely described, short summary.Maintenance: A. Last commit or release 10 days ago.
1 stars—/wk weekly downloads4 tools
Trust score 42 of 100, Fair

Animate in OpenToonz from an AI assistant: native vector levels, xsheet timing, rigs and physics.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 12 days ago.
1 stars—/wk weekly downloads— tools
Trust score 42 of 100, Fair

Shared memory across AI dev tools: each session hands its context to the next, not starting cold.

RegistryRemote
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 42 of 100, Fair

Your product team's shared strategic memory — an MCP server your AI tools reason over.

RegistryRemote
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 42 of 100, Fair

throughline

Unknown author

A persistent AI self you own — memory, persona, judgment — portable across all your AI hosts.

RegistryRemote
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 42 of 100, Fair

mcp

Unknown author

Discover unlimited LLM inference pools, get USDC quotes, subscribe on Base, check key status.

RegistryRemote
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 42 of 100, Fair

enacta

Unknown author

Long-term memory for AI agents: durable records, observable retrieval, governed context assembly.

RegistryRemote
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 42 of 100, Fair

Governed personal world model and memory for your AI agent. Pair once, connect over MCP.

RegistryRemote
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 42 of 100, Fair

AI API Radar

Unknown author

Live LLM API price + status radar across 11 providers, with public per-model price HISTORY.

RegistryRemote
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 42 of 100, Fair

Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist.

RegistryRemote
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
Vocci logo
Trust score 42 of 100, Fair

Vocci

Unknown author

Read-only MCP access to authorized Vocci sessions, notes, files, and memory search.

RegistryRemote
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
WorkingMemory logo
Trust score 42 of 100, Fair

WorkingMemory

Unknown author

Persistent personal memory for AI assistants — save, search, and recall across every MCP client.

RegistryRemote
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 42 of 100, Fair

Jade Note

Unknown author

MCP-native notes and memory for ChatGPT, Claude, and other AI tools.

RegistryRemote
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 42 of 100, Fair

Free blind-play night-fishing game over MCP. Deterministic engine, zero LLM calls, save codes.

RegistryRemote
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 42 of 100, Fair

保险产品搜索、推荐、保费试算、核保预检。覆盖65家保司483款产品。China insurance MCP server.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
6DuckLearn MCP logo
Trust score 42 of 100, Fair

Connect agents to 6DuckLearn memory, approvals, and runtime control.

RegistryRemote
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