MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53901
laszlopere
Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryp…
N/A N/A
53902
connectmachine
Manage your ConnectMachine contacts, networks, events, and digital business car…
53903
universal-mcp
Provides a standardized interface for interacting with WhatsApp's tools and ser…
53904
Blite-HQ
qnexus-mcp Claim
MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Q…
N/A N/A
53905
yugandhar-maram
agrasandhany Claim
Turns local plain-text notes into searchable long-term memory for AI agents thr…
N/A N/A
53906
avhrst
A REST API server implementation for message handling with Oracle Database inte…
81
53907
molpass
Computes biorhythm values (physical, emotional, intellectual) and generates a P…
N/A N/A
53908
SamurAIGPT
muapi Claim
Generate images, videos, and audio using 100+ AI models via muapi.ai.
N/A N/A
53909
OmadaIdentity
Connects MCP clients like Claude Desktop and GitHub Copilot to Omada Identity G…
N/A N/A
53910
KyleAnthonyMcAdam
A simple Model Context Protocol server implemented in TypeScript that enables c…
N/A N/A 95
53911
mufasadb
code-grapher Claim
Enables Claude to intelligently analyze and query codebases using knowledge gra…
N/A N/A
53912
1101AlexZab1011
Provides a file-based, git-friendly memory store for coding agents to persist a…
N/A N/A
53913
elastic
Provides AI coding agents with structured access to indexed codebases via seman…
53914
Abernaughty
Enables semantic code search over a local codebase using Qdrant vector embeddin…
N/A N/A
53915
Armada735
Verify AI agent tool calls with content-addressed, HMAC-attested receipts. Free…
53916
CSOAI-ORG
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
53917
David-J-Shibley
Suno MCP Claim
An MCP server that generates music using your Suno account, enabling credit che…
N/A N/A
53918
c0x12c
@uselink/mcp Claim
MCP server to publish HTML/Markdown docs, upload assets, and reply to stakehold…
53919
git-akki
sendpookie Claim
Create and send cinematic digital gifts for birthdays and anniversaries via Cla…
N/A N/A
53920
Aman-Amith-Shastry
Perform advanced numerical computations and array manipulations using NumPy thr…
N/A N/A 95
53921
box3lab
提供对神岛平台用户数据、地图信息和统计数据的访问,包括公开和需要认证的API。
53922
benamaraissam
mcp-sql Claim
An extensible read-only MCP server for SQL databases, enabling schema explorati…
53923
colossal-api
subradar Claim
81
53924
edkdev
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
53925
aline-delmain
Enables querying Google Analytics 4 properties using natural language through M…
53926
lordbasilaiassistant-sudo
ThryxProtocol v3.1 — gasless AI agent launchpad on Base. 21 tools wrap thryx.fu…
N/A N/A
53927
closermethod
Domain-expert SMB sales playbooks for AI agents. Discovery questions, objection…
53928
gredevelopment
arca-mcp Claim
Enables LLMs to interact with Arca workspaces, tasks, lists, folders, comments,…
N/A N/A
53929
smplkit
Operate smplkit from your agent: feature flags, config, logging, audit, and sch…
53930
schwarztim
Enables AI assistants to perform Active Directory reconnaissance by enumerating…
53931 N/A N/A 95
53932
vivek081166
Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2…
N/A N/A
53933
Whatsapp-Automation-web-platform
Enables AI models to interact with WhatsApp instances through the Wawp API, all…
N/A N/A
53934
jules-tnk
Provides tools for AI assistants to interact with the Hedera blockchain, enabli…
53935
lama-assaf
A design-intelligent MCP server for Figma with 201 tools and built-in design ru…
N/A N/A
53936
ckbk
A comprehensive New York City subway information portal providing riders with r…
N/A N/A 95
53937 N/A N/A 95
53938
nawkarpravinp-bit
mcp-ai-brain Claim
Persistent memory for AI coding agents with local-first, zero-cost, privacy-fir…
N/A N/A
53939
plmi
Enables AI to execute commands on remote hosts via SSH, supporting password and…
53940
iflow-mcp
Enables automated searching and commenting on Xiaohongshu with AI-generated com…
N/A N/A
53941
lyzetam
mcp-n8n Claim
MCP server for n8n workflow automation, enabling management of workflows, execu…
53942
faizbawa
mcp-beaker Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
53943
RoyserVillanueva
A TypeScript-based MCP server that connects with MCP clients like Claude, VS Co…
N/A N/A
53944
Bluesoul-Technology
Persistent, portable, bitemporal memory layer — recalled proactively across you…
53945
tamimbinhakim
ctxpeek Claim
MCP server that fetches documentation from public git repositories at specific …
N/A N/A
53946
alxgmpr
serial-mcp Claim
MCP server that lets LLMs talk to serial devices: microcontrollers, routers, mo…
N/A N/A
53947
hyennnnnnn
Enables automated cell type annotation in scRNA-seq analysis using CellTypist m…
53948
applicate2628
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
N/A N/A
53949
moustafaezzeldeen-73
Gemini MCP Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
53950
lmaag182
Controls a running KiCad 9+ instance via the official IPC API, enabling board e…
N/A N/A
Showing 53901–53950 of 67226 servers