MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29891
Scored
2112
Verified
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58751
null
A Model Context Protocol (MCP) server that prevents citation hallucination by v…
81
58752
darknodebros
Conectica Claim
An MCP server that enables multiple AI models (Claude, ChatGPT, Gemini) to shar…
N/A N/A
58753
yshngg
pmcp Claim
A Prometheus Model Context Protocol Server.
81
58754
anomalyarmor-uib0
AnomalyArmor Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
81
58755
KK9457
czxs5 Claim
N/A N/A 95
58756
eventtrader
EventTrader Claim
Prediction markets with on-chain settlement — trade, score AI nativeness, clone…
N/A N/A
58757
sahilyadav902
An MCP server for Gmail that allows AI assistants to read, search, compose draf…
N/A N/A
58758
Vangardo
MCP Hub Claim
MCP Hub is a self-hosted AI operations platform that provides a unified MCP gat…
58759
cloudy-sfu
MCP server which collects data from www.xiaohongshu.com social media
N/A N/A
58760
denys-ispaniuk
Enables AI assistants to interact with TestRail test management system, support…
58761
ftaricano
Enables file and site management across OneDrive and SharePoint via Microsoft G…
58762
BrianDeacon
cosmosdb-mcp Claim
MCP server for Azure Cosmos DB enabling listing accounts, databases, containers…
58763
stormdotcom
users-mcp Claim
A user management MCP server that enables CRUD operations on users stored in a …
N/A N/A
58764
soydachi
An MCP server that automates CI/CD pipeline creation, analysis, and security en…
58765
lm203688
Enables AI to read Feishu documents, send messages, and manage calendars with a…
58766
gabrielmrojas
An MCP server for PDF utilities including text extraction, metadata, merge/spli…
58767
new69toss
Enables structured problem-solving through sequential thinking stages with pers…
N/A N/A 95
58768
mso-docs
An AI-powered documentation navigator that enables intelligent search, summariz…
N/A N/A
58769
adelaidasofia
WhatsApp MCP Claim
WhatsApp MCP. SQLCipher-encrypted, scrubber-CI-gated, draft-and-confirm sends, …
N/A N/A
58770
pubspro
regsub-mcp Claim
MCP server for regulatory submission intelligence — ICH guideline lookup, CTD m…
58771
mafzal786
A quickstart template to build and deploy a remote MCP server on Azure Function…
58772
devsully
A platform that transforms AI development with intelligent context management, …
N/A N/A 95
58773
musel25
A template to deploy a remote MCP server on Cloudflare Workers without authenti…
N/A N/A
58774
FangYuan33
An MCP server for intelligently reading Java source code, supporting extraction…
N/A N/A
58775
Sufian73
Generate random numbers and recall the last one to test stateful workflows. Acc…
N/A N/A 95
58776
kirkwat
A minimal MCP server that auto-generates tools from your OpenAPI spec, optimize…
58777
org-mobicycle-ee
Manages Cloudflare KV namespaces and automates email processing from ProtonMail…
N/A N/A
58778
henrychong-ai
A reasoning orchestration MCP server that enables tree-of-thoughts thinking, mu…
N/A N/A
58779
TPEmist
pop-pay Claim
Project Point One Percent - Agent Pay \[pop-pay] is a payment guardrail and one…
81
58780
CSOAI-ORG
Agent Delegation MCP Server by MEOK AI Labs
58781
weiyueli7
Extract structured insights from personal and organizational profile pages. Sea…
N/A N/A 95
58782
yashhsm
A Model Context Protocol server that enables seamless integration with Polymark…
N/A N/A
58783
reka-ai
Enables AI agents to upload, index, search, and analyze videos through the Reka…
58784
rdcahalane
genome-map Claim
Access industrial fingerprint data for insight into supply chain and company pe…
58785
jagypus
signal-mcp Claim
Enables querying Signal Desktop chats and messages by reading the encrypted SQL…
N/A N/A
58786
dougdaley
Provides double-entry accounting ledger creation, transaction recording, and fi…
N/A N/A
58787 N/A N/A 95
58788
with0utwhy
Taste Claim
Expert review for AI agents. On-chain proof of human review.
58789
thetenzinwoser
recall-mcp Claim
Local semantic search MCP server for markdown docs and Granola meeting transcri…
N/A N/A
58790
jr551
zai Claim
N/A N/A 95
58791
VxASI
Enables natural language control of Blender 3D through MCP clients, allowing cr…
N/A N/A
58792
de-snake
Exposes precomputed asset research and rubric summaries for analyst agents, ena…
N/A N/A
58793
kintopp
Lets you explore the Rijksmuseum's artwork collections through natural conversa…
58794 N/A N/A 95
58795
others-git
hypermnesia Claim
A semantic memory store for AI agents, enabling persistent memory across sessio…
58796
xvyslo05
Lets Claude compare Magic: The Gathering single-card prices across six Czech on…
58797
ricardodeazambuja
A universal browser automation MCP server using Playwright, enabling programmat…
N/A N/A
58798
limowan
An interactive feedback MCP server with a web UI, enabling AI-driven developmen…
58799
ptodavat10-debug
Enables real-time compliance checking of industrial water and air emissions aga…
N/A N/A
58800
automatikstudio
An MCP server that repurposes text or URL content into platform-optimized posts…
81
Showing 58751–58800 of 59042 servers