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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. 3556 published MCP servers match this ranking. The highest trust scores right now are MemoryPilot at 56, dsh-open-dream-rsi at 56, vibo-mcp at 56. 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.

3,556 servers
Trust score 33 of 100, Limited

Search & buy MMO/social accounts, proxies & digital services from HOTLIKESHOP in your AI chat.

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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Read-only, provenance-aware selection of Wolof speech corpora by measured quality.

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: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Deterministic PC no-boot/no-POST diagnostics: real beep-code tables, no LLM guessing.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

crawlbit

by amati032-dev · JavaScript

Four free tools to check if AI engines can find, read and recognise a site. No API key.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Search 9 public discussion platforms for real opinions. Semantic routing, no API keys required.

Registry
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 55 days ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

stickies

by dumbspacecookie · JavaScript

Persistent, expiring, importance-graded sticky notes for Claude Code.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Clay Seal

by clayseal · Python

Authorizes MCP tool calls against a session policy, not one call at a time.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

xaip-mcp-server

by xkumakichi · TypeScript

AI agents get on-chain identity, credentials, reputation, escrow, and persistent memory on XRPL.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

agentvet

by mukundakatta · JavaScript

Validate tool-call args before execution. Returns LLM-friendly retry hints.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Durable project-memory MCP: decisions, constraints, and pipelines across Claude sessions.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Detects leaked secrets & API keys: 32+ provider rules (AWS, GitHub, Stripe, OpenAI…), zero deps.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 76/100 for listing completeness. Lost points: 1 of 2 tools barely described, short summary, no docs link.Maintenance: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads2 tools
Trust score 33 of 100, Limited

AI support agent — ticket classification, response drafting, escalation routing.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

agentcast

by mukundakatta · JavaScript

Structured-output enforcer: extract and validate JSON from messy LLM text.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

loci

by 3m1ry33t · Python

Scoped memory for coding agents: picks the right project, answers in scope, or abstains.

Registry
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 1 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

bovedia

by jmpdsevilla · JavaScript

Memoria personal para Claude Code en notas Markdown; no carga el contexto a ciegas.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 66/100 for listing completeness. Lost points: 4 of 4 tools barely described, short summary, no docs link.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads4 tools
Trust score 33 of 100, Limited

DraftCall

by evanatpizzarobot · JavaScript

Should I start X or Y? NFL fantasy compares, rankings, byes, matchups, schedule strength, checks

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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Privacy-first Danish caller ID, CVR company lookup, operator data, and community spam signals.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

finance-mcp

by adididitagain · JavaScript

Live stock, crypto, SEC filings, insider trades, FX and macro data for LLM agents.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Run scheduled LLM-written email digests from local files and feeds. Local-first MCP server.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Read-only Shopify Admin GraphQL MCP: query, introspect, bulk export, ShopifyQL. 6 tools.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

huntflow-mcp

by theyahia · TypeScript

MCP server for HuntFlow ATS API — vacancies, candidates, applicants for recruiting.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t

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 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

pochta-russia-mcp

by theyahia · TypeScript

MCP server for Russian Post (Почта России) API — tracking, tariff calculation, post office search.

Registry
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 2 months ago.
1 stars—/wk weekly downloads— tools