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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. 3556 published MCP servers match this ranking. The highest trust scores right now are neuromcp at 55, Cairn Remembers at 55, agentl 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.

3,556 servers
Stele logo
Trust score 32 of 100, Limited

Shared project memory for AI coding agents: decisions, lessons, risks and tasks in one graph.

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 58 days ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

AgentPool

by sidduhere · Python

See each coding-agent subscription's live limits and offload work to one with headroom.

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.
0 stars—/wk weekly downloads— tools
Anneal logo
Trust score 32 of 100, Limited

Zero-friction personal operating system: habits, tasks, and FSRS-5 study retention via remote MCP.

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 1 months ago.
0 stars—/wk weekly downloads— tools
Khwan logo
Trust score 32 of 100, Limited

Khwan

by khwanlabs · Python

Durable AI memory: recall distilled facts in a later session or subagent, and remember new ones.

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.
0 stars—/wk weekly downloads— tools
npm Trends MCP logo
Trust score 32 of 100, Limited

npm package trends and weekly downloads over time. Free key at trendsmcp.ai

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 75/100 for listing completeness. Lost points: 5 of 5 tools barely described, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads5 tools
Trust score 32 of 100, Limited

sift

by slymnysr · Python

Runs a command, keeps every byte on disk, returns only the lines that matter

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

metabrain

by ariaxhan · Python

MCP server giving AI agents persistent SQLite memory that proves which lessons hold.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

AI Slop Checker

by parweb · JavaScript

Deterministic offline scorer for AI-writing tells in text and landing copy.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

ByteDance Volcano Engine (Doubao) 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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Security-first SendGrid MCP server: dry-run default, recipient allowlists, rate caps, audit log.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Grounder

by rozetyp · Python

Web grounding for local & cloud LLMs: search, fetch, token-capped evidence packs, and research.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Paid MCP for fishing/lake/stocking intelligence — 72k+ US lakes, 293k+ events.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Deterministic no-LLM MCP server that scrubs secrets before they reach an agent. Never leaks values.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Owned, portable working memory: a plain-files markdown brain any model can read and cite.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

In-memory vector search with TF-IDF and cosine similarity. x402 micropayment.

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.
0 stars—/wk weekly downloads— tools
Netmon logo
Trust score 32 of 100, Limited

Netmon

by netmon-services · JavaScript

Public read-only demo of Netmon's network monitoring tools over a recorded snapshot.

RegistryRemote
LicenseQualityMaintenanceLicense: B. MPL-2.0 is a weak copyleft license: changes to its own files must be shared.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 1 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

The open chart format an LLM writes and the browser renders — to interactive, accessible SVG.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

qodercli-mcp

by cantbeblank96 · JavaScript

MCP server mode for Qoder CLI — delegate coding tasks to local Qoder agents from any MCP client.

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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Reference MCP server for OCL, an open standard giving AI agents scoped business meaning for Odoo.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Korean crypto × AI media MCP — channel stance, daily briefs, RAG, canonical store, AI personas.

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 58 days ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Operate a network of EV charge points over OCPP: status, sessions, tariffs, prices, remote commands

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 54 days ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Create your digital twin: a public page that answers from your own material, with citations.

RegistryRemote
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.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

avots

by avotsai · JavaScript

Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.

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.
0 stars—/wk weekly downloads— tools