MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3651
bitflux-ai
BitFlux MCP Server Claim
Enables users to analyze data from BitFlux-enabled AWS EC2 instances and AWS pr…
B 76 55 84 60 55 80 97
3652
opensensor
An MCP server that enables Cline to analyze binaries using Binary Ninja with a …
B 76 54 77 61 N/A 49 89 99
3653
wrale
MCP Server for Tree-sitter
B 76 55 62 74 N/A 74 81 91
3654
alfredo-ia
An MCP server that enables interaction with Microsoft 365 services like Outlook…
B 76 55 75 70 55 81 98
3655
CleverMobi
Enables interaction with Glitchtip error tracking platform through natural lang…
B 76 55 86 61 45 81 99
3656
aleck31
Blogger MCP Server Claim 1
Enables AI assistants to interact with the Google Blogger API v3 to manage blog…
B 76 55 78 71 48 78 100
3657
mustafa-boorenie
Blender MCP Router Claim
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via Lit…
B 76 54 72 68 N/A 42 95 94
3658
ousepachn
Provides read-only access to Beehiiv newsletter analytics data including public…
B 76 55 78 68 48 81 100
3659
abs222222
MCP File Downloader Claim 1
Enables Claude Desktop to download files from web URLs with automatic browser f…
B 76 54 90 56 N/A 41 90 93
3660
VictoriaMetrics
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
B 76 54 69 66 N/A 73 83 94
3661
MarlBurroW
TeamSpeak MCP Claim 2
A Model Context Protocol server that enables AI models like Claude to control T…
B 76 55 81 100 59 81 46
3662
gitmem-dev
gitmem Claim
Persistent institutional memory for AI coding agents. Memory that compounds.
B 76 54 67 61 N/A 60 95 98
3663
newideas99
RAT MCP Server Claim 1
Facilitates two-stage reasoning processes using DeepSeek for detailed analysis …
B 76 55 90 68 45 81 87
3664
amotivv
This MCP server provides tools for interacting with Cloudflare Browser Renderin…
B 76 55 96 53 45 80 99
3665
elsahafy
ux-mcp-server Claim 3
UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for …
B 76 55 90 83 N/A 59 94 40
3666
tcarac
taskboard Claim
Local project management with Kanban UI, CLI, and MCP server for AI assistants.…
B 76 54 94 31 N/A 81 87 92
3667
Docat0209
openapi Claim
Turn any OpenAPI/Swagger spec into MCP tools. Zero config, zero code.
B 76 54 71 62 N/A 51 95 99
3668
MohamedElashri
An MCP server that connects LLMs to CERN GitLab to discover and analyze High En…
B 76 55 77 67 52 83 96
3669
BUGG1N
Cortex MCP Server Claim
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
B 76 55 94 82 N/A 59 95 39
3670
damonxue
OSSInsight MCP Server Claim 1
Provides GitHub data analysis for repositories, developers, and organizations, …
B 76 55 90 100 39 81 51
3671
M-Pineapple
Msty Admin MCP Claim 1
Comprehensive MCP server for administering Msty Studio Desktop with 36 tools ac…
B 76 54 90 46 71 84 87
3672
gitmotion
ntfy-me-mcp Claim
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted …
B 76 55 72 71 67 81 89
3673
BrowseAI-HQ
BrowseAI Dev Claim
Evidence-backed web research for AI agents with citations and confidence scores.
B 76 54 70 68 N/A 61 83 98
3674
0xrdan
MCP RAG Server Claim
Enables AI assistants to search and retrieve information from your knowledge ba…
B 76 55 90 56 57 81 92
3675
vasylenko
Search, read, create, and update Bear Notes directly from Claude. Local-only wi…
B 76 54 62 65 N/A 60 95 100
3676
chrisgreenx-ctrl
Jules MCP Server Claim
Enables AI assistants to interact with Google's Jules coding agent API for auto…
B 76 55 86 76 35 81 92
3677
freema
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
B 76 54 90 26 N/A 86 92 92
3678
aiurda
DevContext Claim 1
Provides persistent, project-centric context awareness for AI assistants using …
B 76 55 96 100 N/A 46 81 41
3679
j3k0
Enables interaction with Gmail and Google Calendar using the MCP protocol, supp…
B 76 55 86 66 49 76 99
3680
ynivin
Waveform MCP Server Claim 1
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
B 76 55 84 91 N/A 37 95 57
3681
AbdelhakRazi
Connects AI assistants to the TrustMRR API to browse, filter, and analyze start…
B 76 55 66 71 N/A 65 81 98
3682
datalayer
jupyter-mcp-server Claim
Model Context Protocol (MCP) Server for Jupyter.
B 76 54 67 62 N/A 61 95 93
3683
aWiseKing
SQLite MCP Server Claim
Enables AI assistants to interact with SQLite databases by executing read and w…
B 76 54 94 50 N/A 43 90 95
3684
nicofains1
AgentWatch Claim
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
B 76 54 66 72 N/A 52 92 97
3685
ropon
mcp-server-v2ex Claim
B 76 54 80 62 N/A 42 95 91
3686
Kapeli
dash-mcp-server Claim
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
B 76 54 66 65 N/A 54 95 96
3687
minhoyoo-iotrust
WAIaaS Claim
Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto:…
B 76 54 90 41 N/A 86 95 70
3688
nota
gyazo Claim 1
Official Model Context Protocol server for Gyazo
B 76 55 92 82 72 86 38
3689
KazKozDev
Provides semantic editing tools for Markdown files, allowing structured manipul…
B 76 54 96 30 N/A 70 90 94
3690
tavily-ai
Tavily MCP Server Claim 2
Enable real-time web search and data extraction capabilities.
B 76 55 79 100 N/A 58 87 43
3691
cyrilnoah1
ABP.IO MCP Server Claim 1
Enables AI models to interact with ABP.IO applications through over 48 tools fo…
B 76 55 84 71 46 81 92
3692
BurtTheCoder
mcp-maigret Claim 2
MCP server for maigret, a powerful OSINT tool that collects user account inform…
B 75 55 75 65 61 82 92
3693
kapilduraphe
Webflow MCP Server Claim 1
Enables Claude to interact with Webflow's APIs for managing sites, retrieving i…
B 75 55 78 68 40 82 100
3694
piekstra
Slack MCP Server Claim 1
Enables interaction with Slack workspaces through comprehensive channel managem…
B 75 55 84 74 34 80 90
3695
antonioevans
Railway MCP Server Claim 1
Enables management of Railway.app infrastructure through natural language, incl…
B 75 55 78 100 53 81 50
3696
Touchpoint-Labs
Touchpoint Claim
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
B 75 44 57 N/A N/A 49 95 98
3697
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
3698
Gammell53
clawwork Claim
AI agent project management — task boards, progress tracking, and cost reportin…
B 75 54 82 68 N/A 34 83 100
3699
hyypeman
chilipiper-mcp Claim
Enables lead routing, booking link generation, and scheduling management throug…
B 75 55 76 67 53 81 93
3700
leonchike
Enables access to SimBrief flight planning data through Claude Desktop with sec…
B 75 55 72 72 45 81 100
Showing 3651–3700 of 66402 servers
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