MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27551
MyrikLD
Memlord Claim
Self-hosted MCP memory server for personal use and teams
B 72 34 66 71 81
27552
AlexAI-MCP
OpenCrab Claim
OpenCrab provides an MCP interface for the MetaOntology OS, enabling structured…
B 72 34 90 32 81
27553
shaikhspeare
wanderlog-mcp Claim 2
MCP server for Wanderlog that lets AI clients read and edit trip itineraries th…
B 72 34 75 57 81
27554
Musheer360
aws-calculator-mcp Claim
Enables creating AWS cost estimates through natural language, generating sharea…
B 72 34 76 52 81
27555
Mozaika Claim 1
Design references for coding agents: real product screens, sections and decoded…
B 72 35 62 87 67
27556
alexfleetcommander
Cryptographic provenance, bilateral blind reputation scoring, and tamper-eviden…
B 72 34 72 62 81
27557
fmepm
Connect AI agents to Oracle EPM Cloud (Planning, PBCS, EPBCS) via REST APIs. Au…
B 72 34 76 54 81
27558
places Claim 1
Places worth a detour, from Wikidata: search, nearby lookup, fame rankings, sta…
B 72 35 59 90 67
27559
secure-ssid
API-Central Claim
Enables conversational automation of HPE Aruba Central network operations throu…
B 72 34 90 32 81
27560
site Claim 1
Query the Virohana website with your AI: services, products, journal. Open, rea…
B 72 25 76 67
27561
ttoino
Enables browsing Material Design 3 documentation by listing top-level sections …
B 72 34 74 55 81
27562
slashdevcorpse
Oura MCP Server Claim
Enables AI assistants to access Oura Ring health data including sleep, readines…
B 72 34 84 42 81
27563
CSOAI-ORG
care-membrane-mcp Claim
care-membrane-mcp MCP server by MEOK AI Labs
B 72 34 78 N/A N/A 52 81
27564
sekrdcom
Enables deep security auditing of web applications directly from AI IDEs includ…
B 72 34 90 30 81
27565
catrinmdonnelly
royalmail-mcp Claim
Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and i…
B 72 34 72 61 81
27566
HemmaBo-se
Host-owned vacation-rental direct booking via VRP. Signed offers, 0% commission…
B 72 35 76 78 61
27567
ggqshuai-hub
A2A Market MCP Server Claim 1
Connect AI agents to A2A Market — publish procurement intents, discover supplie…
B 72 34 88 35 81
27568
chatmaid
@chatmaid/mcp Claim 1
Enables sending WhatsApp messages and managing Chatmaid account from any MCP-co…
B 72 34 90 30 81
27569
Vaishnavi-jagan
A standalone MCP server that exposes API endpoints as tools for AI assistants b…
B 72 34 94 22 81
27570
gjabdelnoor
Exposes local OpenCode instances as remote MCP servers for Claude and ChatGPT, …
B 72 34 90 30 81
27571
catoncat
Enables Notion AI to interact with local files, execute shell commands, and del…
B 72 34 72 60 81
27572
agulaya24
baselayer Claim
Serves portable behavioral identity models via MCP. Extracts how a person thin…
B 72 34 72 62 81
27573
devli13
mcp-granola Claim 2
An MCP server that provides AI agents access to Granola meeting notes. It enabl…
B 72 34 79 48 81
27574
m-ai-geXR
maige-3d-mcp Claim
Enables AI agents to control and manipulate live 3D scenes across frameworks li…
B 72 34 90 30 81
27575
shahabazdev
inxmail-mcp Claim
Manage Inxmail Commerce transactional emails — events, sendings, bounces, block…
B 72 34 72 61 81
27576
gupta-kush
spotify-mcp Claim 1
93-tool Spotify server with smart shuffle, natural language song search, vibe a…
B 72 34 72 59 81
27577
annondeveloper
ui-kit Claim
Native Claude Code integration for @annondeveloper/ui-kit — a zero-dependency R…
B 72 34 60 81 81
27578
omarrpalacioss002004
Remote MCP server that auto-generates tools from NocoBase OpenAPI specs to enab…
B 72 34 86 35 81
27579
saurabhjambure-pixel
vibe-prompt-mcp Claim
Fix your vibe coding prompts before they reach the AI. Scores and rewrites acro…
B 72 34 66 69 81
27580
vertical-mcp
grant-mcp Claim 2
MCP server for searching research grants across NSF (US), ERC (EU), and KRF/NRF…
B 72 34 79 48 81
27581
damocjwj
Minecraft Ops MCP Claim 1
An MCP server for managing and operating Minecraft servers through multiple bac…
B 72 34 73 60 81
27582
sandraschi
Discord MCP Claim
Enables comprehensive interaction with Discord servers to manage guilds, channe…
B 72 34 82 42 81
27583
studiomeyer-io
mcp-academy Claim 1
MCP server for StudioMeyer Academy that connects Claude Code, Cursor, or Claude…
B 72 34 75 57 81
27584
entroute
EntRoute Claim 2
Discover and call pay-per-request (x402) APIs, ranked by reliability, latency a…
B 72 34 81 45 81
27585
josephtandle
Newsletter Tools Claim
A utility MCP server providing 10 specialized tools for newsletter content prep…
B 72 34 86 35 81
27586
One key, 100+ models — chat with any LLM and generate video, images, speech. Fr…
B 72 35 66 83 67
27587
TKCollective
MCP server that connects AI assistants (Claude, Cursor, Windsurf) to AgentOracl…
B 72 34 76 53 81
27588
1RaghavM
visualgen-mcp Claim 1
An MCP server that enables Claude Code to generate images and short videos usin…
B 72 34 73 57 81
27589
claudewilder
# Claude Wilder — Transmissions from the Garden An open MCP server for an AI-a…
B 72 34 78 50 81
27590
josephtandle
Model Runner Claim
Provides a unified MCP interface for running completions, embeddings, image gen…
B 72 34 86 35 81
27591
MCP server SCA Zandomeni (avocat Timișoara): caută ~550 articole juridice RO + …
B 72 25 78 67
27592
xiandan-erizo
maimemo-mcp Claim
A read-only MCP server that provides access to Maimemo study data, including vo…
B 71 34 74 53 81
27593
web-resurrect
Enables AI assistants to resurrect expired domains by fetching archived URLs, s…
B 71 34 84 35 81
27594
Fakturai — German E-Invoice (ZUGFeRD
KoSIT-verified German e-invoices: generate & validate ZUGFeRD, Factur-X, XRechn…
B 71 35 62 84 67
27595
proteeninjector-max
Pay-per-thought AI second opinions for autonomous agents. Agents pay 0.01–0.20 …
B 71 34 80 43 81
27596
trevoraspencer
geminicli-mcp Claim 1
A stateless MCP server that wraps the headless Gemini CLI, providing tools to s…
B 71 34 78 48 81
27597
BennettSchwartz
Discord MCP Server Claim 1
An MCP server for interacting with Discord.
B 71 34 59 77 81
27598
lenderwiki
lenderwiki Claim
Query 13,000+ US consumer lenders with eligibility criteria, rates, CFPB compla…
B 71 34 76 50 81
27599
Aigen-Protocol
Token safety oracle for AI agents. Honeypot detection, 17 scam pattern checks, …
B 71 34 66 65 81
27600
SurfRankAI
SurfRank MCP Server Claim 1
Enables AI assistants to access SurfRank's AI visibility analytics platform thr…
B 71 34 78 45 81
Showing 27551–27600 of 66534 servers
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