MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47751
universal-mcp
Provides a standardized interface to interact with Serpapi's search engine resu…
47752
a9lim
rlaif Claim
MCP server enabling AI agents to provide real-time positive and negative feedba…
N/A N/A
47753
zaferdace
Bridge Figma designs to any platform with structured specs for Unity, React, Fl…
47754
0-shiv
A Codex MCP server that wraps the Google Ads Gateway Worker to provide list_acc…
47755
xbghc
MCP server that provides Semantic Scholar academic search capabilities, includi…
N/A N/A
47756
jamesbubenik
A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG fr…
N/A N/A
47757
CSOAI-ORG
meeting-summarizer-ai-mcp MCP server by MEOK AI Labs
N/A N/A
47758
bluechenchenchen
Fetches and parses Swagger/OpenAPI documentation from URLs, cleans and optimize…
47759
trionnemesis
Provides SQL-queryable access to Taiwan's healthcare open data (NHI and Ministr…
47760
shenmali
An open-source Python MCP server for AI-assisted interview preparation.
N/A N/A
47761
parallelixnetwork
MCP server for the ParalleliX Compute API that lets you offload parallel infere…
47762
KmOnBeIbI31
MCP server para VeriFactu (AEAT). Facturación electrónica española desde Claude…
N/A N/A
47763
yzheeng
A macOS Reminders tool service using AppleScript, exposing CRUD operations via …
N/A N/A
47764
moritzhwnr
imessage-mcp Claim
Read-only MCP server for your iMessage DB. No hosted service.
N/A N/A
47765
leehom0123
Enables AI agents to SSH into Linux servers, run commands, deploy code, and man…
47766
ebrandler
McPortfolio Claim
Enables LLM-driven portfolio optimization using natural language, providing too…
N/A N/A
47767
Dante-tx
Enables SAP ABAP development workflows including ADT login, object search, read…
N/A N/A
47768
AarushiG09
Enables appending text to Google Docs and creating Gmail drafts with interactiv…
N/A N/A
47769
Moodswing9
Exposes Dell EMC PowerProtect Data Manager and NetWorker backup infrastructure …
47770
helbertparanhos
MCP server for the Post for Me API, enabling publishing, scheduling, editing, d…
47771
kujirahand
Enables AI agents to send text messages and images to Discord channels via webh…
47772
AINative-Studio
Enhanced MCP knowledge graph memory server with cloud persistence and semantic …
47773
TiGRoNdev
MCP server for integrating with Rodin Gen-2 API to generate 3D models from text…
N/A N/A
47774
JustinGZJ
MCP server for XS Studio that integrates with CODESYS toolkit and adds a custom…
N/A N/A
47775
musictechlab
This MCP server enables users to manage Codemagic CI/CD builds directly from Cl…
47776
bodyegypt
Official remote MCP server for Lobby, the bilingual AI receptionist. Five free …
47777
pureugong
Enables AI assistants to check the Magic Meal Kits server version through a sin…
47778
Anselmoo
A TypeScript ESM MCP server exposing 20 public instruction tools and 7 utility …
N/A N/A
47779
quantumsoftwarelab
Build Nanograph datasources from Markdown or PDF corpora and serve them through…
N/A N/A
47780
bjan
An MCP server that enables AI agents to monitor and control an Elegoo Centauri …
N/A N/A
47781
yuga-hashimoto
LocalAnt Claim
LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through…
N/A N/A
47782
JINA-CODE-SYSTEMS
Bridges Tally Prime ERP with AI assistants, enabling querying financial reports…
47783
andyleimc-source
MCP server for WeCom customer contact API, enabling LLMs to manage customers, t…
47784
yeshello-app
YesHello Claim
Digital business cards, lead capture forms, and service listings - built and ma…
47785
AiAgentKarl
MCP server for AI agent transaction insurance and escrow — protect agent-to-age…
47786
karthiks3000
Enables Claude AI to extract design information from Figma files and create or …
47787
anyakors
Enables searching for users, fetching papers, and exporting research data from …
47788
NimbleBrainInc
Fetches web pages, converts HTML to markdown, and uses Claude to answer questio…
47789
Iteksmart
Enables AI agents to verify cryptographic ProofLink receipts, query UAIO platfo…
47790
juanocampo400
Create and edit PowerPoint presentations with Claude – locally, on any platform.
N/A N/A
47791
arifszn
reminder-mcp Claim
Enables scheduling and triggering reminders delivered via Slack or Telegram thr…
47792 N/A N/A 95
47793
jsynowiec
airly Claim
Enables natural language interaction with air quality data from Airly, includin…
47794
Picaresco
Enables read-only querying and diagnostics of Fortigate firewalls via SSH, prov…
N/A N/A
47795
sandervanscheepen
Validates AI-generated PHP code against Silverstripe 6 patterns, catching migra…
N/A N/A
47796
calvinw
An MCP server that enables AI assistants like Claude to interact with FL Studio…
N/A N/A
47797
jgalea
mailbox-mcp Claim
Give your AI tools access to your email. Search, read, send, and manage message…
N/A N/A
47798
ryanmichaeljames
Enables AI agents to query, inspect, and manage Microsoft Dataverse records, me…
47799
norm613
MCP server for accessing the eSpace facilities management API, enabling work or…
N/A N/A
47800
Corvus400
MCP server for screen recording on macOS, iOS Simulator, and Android, with key-…
N/A N/A
Showing 47751–47800 of 47923 servers