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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. 3488 published MCP servers match this ranking. The highest trust scores right now are Piia Engram at 72, pdf-mcp at 72, Mnemosyne at 72. 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.

3,488 servers
Trust score 65 of 100, Good

MCP server exposing rlg log streams to LLM agents via JSON-RPC 2.0 over stdio.

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 19 days ago.
6 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentration, hedging. 50-state.

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 8 days ago.
6 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

THOR

by nworks3d · Rust

Local memory for coding agents; a rule with a proof can refuse. Full install with hooks: the repo.

Registry
LicenseQualityMaintenanceLicense: C. GPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: A. 91/100 for listing completeness. Lost points: short summary.Maintenance: A. Last commit or release 12 days ago.
5 stars—/wk weekly downloads2 tools
Trust score 65 of 100, Good

MCP conformance test harness. JSON-RPC, OAuth 2.1 PKCE, schemas, smoke, annotations. CLI + lib.

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 65 of 100, Good

TF2 Wiki

by yusufaf · Python

Live Team Fortress Wiki access: search, pages, weapon stats, loadouts, patch notes.

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 9 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Swiss energy data via SFOE/BFE and GeoAdmin REST APIs

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 10 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

entyrix-mcp

by juliusgerman · TypeScript

KYB data from 23 European business registries — company briefs, financials, ownership, AML screening

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 65 of 100, Good

Local AI over Ollama for low connectivity: status, local inference, model and deployment guides.

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 11 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Enterprise MCP guard: roles, allowlist policy, human confirmation, JSONL audit log, example tools.

Registry
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 7 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

frame-check

by lluvr · Python

Deterministic structural framing analysis for AI-generated documents; no LLM call of its own.

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 25 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

google-docs-mcp

by yeyo11 · TypeScript

Read-only server that explains a Google Doc's comments and reply threads to an AI assistant.

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 65 of 100, Good

Match news headlines to the Polymarket prediction markets they move - live odds and deep links

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 33 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

MCP server for AI dialogue using various LLM models via AceDataCloud

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 10 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

elpriser-mcp

by x2q · JavaScript

Electricity prices for Denmark and 40 European zones: spot price, cheapest hours, forecast.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 83/100 for listing completeness. Lost points: short README, 1 of 9 tools barely described, short summary.Maintenance: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads9 tools
Trust score 65 of 100, Good

amenbo

by rererr · TypeScript

Japanese-web-native MCP server for low-impact, token-efficient web collection

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 65 of 100, Good

TokenMark

by sypherin · JavaScript

Measured local-LLM speeds and model picks for Strix Halo, DGX Spark, Mac and GPU cards.

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 19 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

valvur

by maverickhq · Python

Offline security scanning for AI-generated code: seven open-source scanners in one MCP server.

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 21 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

memory-pulse

by t-crew · JavaScript

Give any agent self-improving memory you can trust in production. Built-in memory security.

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 21 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Multi-user tenancy library for MCP servers. Pairs, groups, bi-temporal shared state, DSGVO erasure.

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 65 of 100, Good

qsp-client

by qso-graph · Python

QSP — relay MCP tools to any OpenAI-compatible local LLM (llama.cpp, Ollama, vLLM)

Registry
LicenseQualityMaintenanceLicense: C. GPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: A. Last commit or release 11 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

DOMStrip

by xo0ps · Python

Turn any web page or raw HTML into compact, clean Markdown for AI agents.

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 4 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Second Brain

by ara-5 · JavaScript

Shared Graph-RAG memory for AI agents: markdown vault, wikilink recall, tasks, messaging.

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 8 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

Residential and mobile proxies and Private modems for AI agents: proxy URLs, stock, rotation, top-up

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 19 days ago.
0 stars—/wk weekly downloads— tools
Trust score 65 of 100, Good

mcp-glm

by acedatacloud · Python

MCP server for GLM chat completions using Zhipu AI models via AceDataCloud

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 20 days ago.
0 stars—/wk weekly downloads— tools