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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. 3571 published MCP servers match this ranking. The highest trust scores right now are Prefeitura PE Petrolina: Multas at 58, SEFAZ PE: NFC-e at 58, Codexbox at 58. 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.

3,571 servers
Trust score 37 of 100, Limited

Classify any AI system under the EU AI Act: risk tier + binding Articles, verbatim from the law.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 47 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

mcp-scorecard

by davidmosiah · TypeScript

Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionable findings.

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 17 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Living technical memory for AI agents: recall approved project context, record what was learned.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 34 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.

RegistryRemote
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 9 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Lobbywatch.ch transparency data on parliamentarians, interests, access badges

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 27 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

web-fetcher

by vojtisprime11 · TypeScript

Turns any web page into clean Markdown, page metadata and classified links for LLMs.

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 12 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

OpenStack

by oomchiller · Python

Read-only-first OpenStack inspection: servers, images, volumes, networks, Keystone catalog.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 6 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

memdex

by choyugyeong · Python

Shared memory for AI coding agents: summaries, symbol map, notes and agent-to-agent messages.

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 6 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Scan GitHub-hosted AI skills for vulnerabilities: prompt injection, malware, OWASP LLM Top 10.

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 37 of 100, Limited

Android profiler and Layout Inspector: CPU, memory, frames, stalls, layouts, network, logcat

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.
— stars393/wk weekly downloads— tools
Trust score 37 of 100, Limited

Search your knowledge bases from any AI assistant using hybrid RAG.

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 37 of 100, Limited

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

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 37 of 100, Limited

Apache Camel API Gateway with REST-to-MCP bridging for LLM agents.

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 37 of 100, Limited

Marketing intelligence API for AI agents. Real campaign data, not LLM guesses.

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 37 of 100, Limited

Count and cut tokens in prompts, chats and agents for any model. Runs locally, collects no data.

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.
— stars256/wk weekly downloads— tools
Trust score 37 of 100, Limited

AI Cortex Storage

Unknown author

Persistent cloud memory for AI agents. Store and search key-value memories 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: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Persistent memory and knowledge graph for AI assistants — keyword + vector + graph 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
DocDeploy logo
Trust score 37 of 100, Limited

Document hosting and encrypted agent memory with multi-tenant persistence.

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
Arca logo
Trust score 37 of 100, Limited

Arca

Unknown author

Arca is a private data vault where your AI stores your structured data, semantic memory and skills.

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
Persis logo
Trust score 37 of 100, Limited

Biological memory for AI agents. Pattern learning, decay, clustering, 8-drive behavior.

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 37 of 100, Limited

anamnese

Unknown author

A self-improving memory layer. Your memory, notes, tasks and goals, remembered everywhere.

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 37 of 100, Limited

AI-powered threat intelligence, smart contract auditing, and cybersecurity OSINT.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 69/100 for listing completeness. Lost points: short README, 3 of 6 tools barely described, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads6 tools
Trust score 37 of 100, Limited

Persistent memory for AI agents. Semantic search, memory graph, W3C DID identity.

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 37 of 100, Limited

Apollo->Salesforce Lead mapper. No LLM. Strict-fail required fields. PASS/REPAIR/FAIL verdict.

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