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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. 3517 published MCP servers match this ranking. The highest trust scores right now are Kaminari Ad at 68, Huggingface at 68, Jina Reader at 68. 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.

3,517 servers
Trust score 52 of 100, Fair

Shared memory router for AI agents: save/search/recall, session-start injection, review inbox.

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 52 of 100, Fair

OmniProvider

Unknown author

Pay-per-call LLM API for agents: model catalog, pricing, unpaid x402/MPP quotes, how-to-pay.

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 52 of 100, Fair

Turn any web page URL or HTML into clean Markdown or plain text for an LLM to read.

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 52 of 100, Fair

Search and edit the MLP Vector Club color guide: appearances, tags, shows and reservations.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 54/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 52 of 100, Fair

PDF, DOCX and scans to Markdown, CSV tables and RAG chunks with OCR. Runs on Apify.

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 52 of 100, Fair

Remembite

Unknown author

Nutrition memory for your AI. Your AI does the math, Remembite keeps the record.

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 52 of 100, Fair

tigertiger

Unknown author

Chief of Staff, strategy and writing tools that give your Claude subscription structure and memory.

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 52 of 100, Fair

Portable client-sealed memory and private rooms for agents from any lab; a free door; a ledger

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 52 of 100, Fair

Split images into editable layers (PSD/PNG), outpaint images, and generate clean vector SVGs.

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 52 of 100, Fair

Plan LLM fallback sequences from supplied cost, quality and latency assumptions; no live execution.

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 52 of 100, Fair

Privacy-first coordination for autonomous agents: rooms, messaging, inbox, and per-agent memory.

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 52 of 100, Fair

OwlMem

Unknown author

Shared memory and teamwork for AI agents: knowledge base, memories, tasks, encrypted vault.

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
Agentics logo
Trust score 52 of 100, Fair

Shared memory for AI agents, with a receipt for every write. Hosted MCP at agentics.you/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
Levirge Brain logo
Trust score 52 of 100, Fair

Shared MCP memory for AI agents: knowledge base, skills, todos and agent-to-agent handoffs.

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 52 of 100, Fair

Local persistent memory for AI agents: SQLite + FTS5 (BM25) lexical search, zero external infra.

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 52 of 100, Fair

Muhu island dialect of Estonian, Estonia. RAG, dictionary, newspaper, book and audio references.

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 52 of 100, Fair

Pay-per-call onchain reads (Base, Ethereum, Gnosis), token verdicts and LLM chat over x402 USDC

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 52 of 100, Fair

mcp

Unknown author

Your shared chats, calendar, Drive, groups and memory, so a team's agents stay in step.

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
Sidekick Pro logo
Trust score 52 of 100, Fair

Sidekick Pro

Unknown author

AI executive assistant: email triage, inbox, calendar, files, memory, phone and connected apps.

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 52 of 100, Fair

Compute Connector

Unknown author

Low on memory? Your bot sends heavy jobs to cloud sandboxes on your own provider keys. Flat fee.

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 52 of 100, Fair

Argus

Unknown author

Track API spend, credit balances and runway across OpenAI, Anthropic, OpenRouter and 25 more.

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 52 of 100, Fair

Shared project-scoped memory for agent teams: typed records, corroboration, handoff briefs.

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
PDF to Text & Markdown with OCR logo
Trust score 52 of 100, Fair

PDF, DOCX and image URLs to clean, LLM-ready Markdown or text, with OCR for scanned pages.

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
Bordet AI logo
Trust score 52 of 100, Fair

Bordet AI

Unknown author

Ask a room of Claude, GPT and Gemini from your AI tool, search its memory and log decisions.

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