MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28775
Scored
2047
Verified
16957
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19551
zefarie
pterodactyl-mcp Claim
Manage Pterodactyl and Pelican game server panels through AI. 73 tools for serv…
B 81 44 94 66 76 82
19552
fullread
deepadb Claim
Full-featured ADB MCP server — 198 tools across 44 modules, from UI to baseband.
B 81 33 72 N/A N/A 79 95
19553
cklam12345
wisdomgraph Claim 1
Neo4j-native DIKW memory for Claude Code — knowledge that compounds across sess…
B 81 33 96 N/A N/A 53 83
19554
gensecaihq
Wazuh-MCP-Server Claim
AI-powered security operations for Wazuh SIEM—use any MCP-compatible client to …
B 81 43 100 48 N/A 81 90
19555
KVANTRA-dev
Nouz Claim 2
Unified MCP Server for Obsidian - graph-based note management with semantic cla…
B 81 33 80 N/A N/A 65 95
19556
Agience
agience-core Claim
The operating system that AI workflows trust. Structure messy inputs. Establish…
B 81 33 84 N/A N/A 58 95
19557
Coolver
home-assistant-mcp Claim
Vibecode your Home Assistant setup from your IDE: automations, dashboards, them…
B 81 43 94 61 N/A 65 95
19558
P3GLEG
tauri-plugin-mcp Claim
Allows AI agents (e.g., Cursor, Claude Code) to debug within Tauri apps via scr…
B 81 43 100 68 N/A 54 90
19559
Vijay-Duke
MCP GitLab Server Claim 1
Enables comprehensive GitLab integration allowing LLMs to manage projects, issu…
B 81 44 96 68 70 82
19560
Arielbs
rosetta-mcp-server Claim
Rosetta/PyRosetta protein modeling and Biotite translation for computational bi…
B 81 33 96 N/A N/A 37 95
19561
AppsYogi-com
GSC-MCP-Server Claim
Connects Google Search Console to MCP clients to query search analytics, manage…
B 81 44 94 66 77 83
19562
live-direct-marketing
Email inbox placement tests across Gmail, Outlook, Yahoo, Mail.ru, Yandex (SPF/…
B 81 33 90 N/A N/A 62 83
19563
janaraj
tnl Claim 1
MCP server for TNL (Typed Natural Language): per-feature English contracts for …
B 81 33 75 N/A N/A 74 95
19564
mcpware
logoloom Claim
AI logo design → SVG → full brand kit. Text-to-path, optimize, export PNG/ICO/W…
B 81 33 72 N/A N/A 77 95
19565
D4Vinci
Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selec…
B 81 43 84 62 N/A 86 92
19566
li-liwen
SSH MCP Server Claim
Enables AI coding agents to securely execute shell commands on remote SSH serve…
B 81 33 86 N/A N/A 53 95
19567
olivergrabner
composer Claim
Give your AI coding agent an architecture canvas to design and evolve diagrams.
B 81 33 84 N/A N/A 59 95
19568
CSCSoftware
aidex Claim 1
Persistent code indexing for AI assistants. 50x less context than grep. 11 lang…
B 81 43 100 50 N/A 81 90
19569
codefuturist
email-mcp Claim
IMAP/SMTP email MCP server — 47 tools, IMAP IDLE push, multi-account, AI triage.
B 81 43 76 72 N/A 90 90
19570
chrisgleissner
C64 Bridge Claim 2
MCP server for Commodore 64 Ultimate hardware and VICE emulator control.
B 81 33 81 N/A N/A 89 75
19571
RyjoxTechnologies
Octopoda-OS Claim 1
The open-source memory operating system for AI agents. Persistent memory, seman…
B 81 33 76 N/A N/A 69 95
19572
razroo
state-trace Claim
Bounded working memory for coding agents — typed nodes, current-vs-stale state,…
B 81 33 72 N/A N/A 77 95
19573
yolstudio26-oss
Saroday MCP Server Claim 1
Enables Korean Saju (Four Pillars of Destiny) calculation and myeongni-hak glos…
B 81 33 90 47 95
19574
Sam-AEC
MCP server connecting AI assistants to Autodesk Revit through a local bridge.
B 81 33 84 N/A N/A 56 95
19575
gabrielcerutti
eToro MCP Server Claim
Connect AI assistants to eToro for portfolio analysis, market research, and tra…
B 81 33 82 N/A N/A 76 83
19576
crunchtools
Secure MCP server for Cloudflare DNS, Transform Rules, and Page Rules
B 81 43 84 76 N/A 66 95
19577
drasticstatic
robinhood-mcp Claim
A read-only MCP server for Robinhood portfolio research. Wraps robin_stocks to …
B 81 33 84 N/A N/A 56 95
19578
AmitGurbani
101 tools for WooCommerce store management with field filtering and guided prom…
B 81 43 84 58 N/A 87 95
19579
Yutooop
SSH Linux Control Claim 1
Enables remote Linux VM management via SSH with automatic safety checks for des…
B 81 33 96 N/A N/A 39 95
19580
vrknetha
aisdk-mcp-bridge Claim 1
Bridge package enabling seamless integration between Model Context Protocol (MC…
B 81 43 96 63 N/A 68 90
19581
Aquariosan
veyra-forms Claim 1
Form builder and response collector for AI agents. Reads are free, writes requi…
B 81 33 90 N/A N/A 48 95
19582
OctoMind-dev
octomind-mcp Claim
lets your preferred AI agent create & run fully managed [Octomind](https://www.…
B 81 44 96 66 79 78
19583
aegisx-platform
AegisX MCP Claim 1
Provides AI assistants with access to AegisX UI components, CRUD generator comm…
B 81 44 100 67 70 80
19584
xiaolai
claude-octopus Claim 1
Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specializ…
B 81 33 90 N/A N/A 64 83
19585
igapyon
mikuproject-mcp Claim
MCP server adapter for mikuproject, providing tools, resources, and prompts to …
B 81 33 78 N/A N/A 69 95
19586
neptun2000
heor-agent Claim 1
HEOR MCP server: literature search, CEA, BIA, NMA/MAIC, HTA dossiers (NICE/FDA/…
B 81 33 84 N/A N/A 57 95
19587
MadLlama25
Enables AI assistants to interact with Fastmail email, contacts, and calendars …
B 81 44 100 65 79 76
19588
Nazruden
ClickUp MCP Server Claim
This server integrates AI assistants with ClickUp workspaces, enabling task, te…
B 80 44 96 67 68 82
19589
LarsCanGit
obs-mcp-server Claim
An MCP (Model Context Protocol) server for controlling OBS Studio via the built…
B 80 33 86 N/A N/A 50 95
19590
nirholas
Build extend and maintain pump - Token creation buying selling migration fee co…
B 80 43 90 67 N/A 65 92
19591
AppControlLabs
Connect AI agents like Claude, Cursor, and Gemini to historical Windows perform…
B 80 33 82 N/A N/A 57 95
19592
beeswaxpat
MCP server for parallel video rendering with 6 tools: detect_gpu, system_info, …
B 80 33 69 N/A N/A 78 95
19593
KuvopLLC
purroxy2 Claim
Record what you do on any website and securely automate it forever. Replays bro…
B 80 33 78 N/A N/A 62 95
19594
Ruya-AI
Cozempic Claim
2-5x longer Claude Code sessions before compaction. Saves 30-40% on input token…
B 80 33 72 N/A N/A 74 95
19595
jordan-huffman
Enables comprehensive interaction with Airtable bases including record manageme…
B 80 44 78 76 86 80
19596
goldmembrane
codesafer Claim
Scans AI-generated code for invisible Unicode, Trojan Source, and supply-chain …
B 80 33 76 N/A N/A 66 95
19597
sweir1
Obsidian Brain Claim 1
Obsidian MCP server: semantic search, knowledge graph, and vault editing. No pl…
B 80 33 76 N/A N/A 83 83
19598
seojeom
seojeom-mcp Claim
Local-first MCP server for Claude/Codex project wiki and graph workflows
B 80 33 72 N/A N/A 75 95
19599
oso95
domain-suite-mcp Claim
Full domain lifecycle management: availability checking (zero config), registra…
B 80 44 82 76 N/A 82 80
19600
equinix-labs
Equinix Docs MCP Server returns relevant documentation from docs.equinix.com.
B 80 33 86 N/A N/A 51 95
Showing 19551–19600 of 33641 servers
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