MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11851
zekker6
mcp-helm Claim 1
MCP server for Helm package manager
C 62 6⁄6 ◉ ⏳ 63 68 0 76 81 97
11852
mifactory-bot
Mifactory Claim
Extract clean text and metadata from any URL to simplify web data collection. T…
C 62 5⁄5 ◉ ⏳ 66 41 — 23 80 95
11853
HeshamWM
Provides real-time access to Paris public transport data (métro, RER, bus, tram…
C 62 5⁄5 ◉ ⏳ 66 42 — 37 81 77
11854
EloiBiesek
n8n-mcp ⚡ Claim
C 62 6⁄6 ◉ ⏳ 96 43 0 69 77 92
11855
ashrobertsdragon
Markdown RAG ⚡ Claim
A Retrieval Augmented Generation system that enables AI assistants to perform s…
C 62 5⁄5 ◉ ⏳ 60 32 — 36 82 99
11856
ricleedo
Enables storing and retrieving information using vector embeddings with semanti…
C 62 5⁄5 ◉ ⏳ 54 100 — 26 81 37
11857
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 5⁄5 ◉ ⏳ 48 68 — 21 81 83
11858
sichang824
Figma MCP Server ⚡ Claim
A server implementation that enables interaction with Figma API through Model C…
C 62 5⁄5 ◉ ⏳ 90 28 — 27 81 74
11859
ilyashikalov
Smithery Scaffold ⚡ Claim
Provide a scaffold for building MCP servers with integrated schema validation a…
C 62 5⁄4 ◉ ⏳ 30 60 N/A 26 95 100
11860
cr7258
A Model Context Protocol server that enables AI models to perform real-time int…
C 62 5⁄5 ◉ ⏳ 49 31 — 56 82 97
11861
bmbouter
mcp-dropbox-sign ⚡ Claim 2
MCP server for the Dropbox Sign API supporting signature requests, templates, t…
C 62 5⁄5 ◉ ⏳ 51 37 — 46 82 97
11862
wgh1992
A serverless MCP implementation on Cloudflare Workers that allows deploying cus…
C 62 5⁄5 ◉ ⏳ 48 66 — 26 84 81
11863
w4yn3sh33n
Provides multilingual greetings in English, Korean, and Japanese, and generates…
C 62 5⁄5 ◉ ⏳ 66 70 — 26 81 52
11864
anandkumarpatel
A serverless Model Context Protocol implementation on Cloudflare Workers that e…
C 62 5⁄5 ◉ ⏳ 48 65 — 22 81 86
11865
daviddrummond95
Tagging MCP ⚡ Claim
Enables parallel tagging and classification of CSV data using multiple LLM prov…
C 62 5⁄5 ◉ ⏳ 62 36 — 40 80 92
11866
post-crawl
A Cloudflare Workers-based server that provides AI assistants with access to se…
C 62 6⁄6 ◉ ⏳ 86 73 0 36 81 93
11867
featureflow
Enables AI assistants to manage Featureflow feature flags, including creating a…
C 62 6⁄6 ◉ ⏳ 86 63 0 51 81 90
11868
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 5⁄5 ◉ ⏳ 78 43 — 16 81 81
11869
thiagovictorino
Enables multiple Claude Code instances to collaborate in real-time through chan…
C 62 5⁄5 ◉ ⏳ 48 51 — 39 81 91
11870
wgh1992
A serverless deployment for running Model Context Protocol (MCP) servers on Clo…
C 62 5⁄5 ◉ ⏳ 48 68 — 21 81 83
11871
mori-mmmm
A collection of custom MCP servers providing various AI-powered capabilities in…
C 62 5⁄4 ◉ ⏳ 62 58 N/A 37 95 49
11872
homello
Homello MCP ⚡ Claim
Provides access to Homello platform product documentation and configuration met…
C 62 5⁄5 ◉ ⏳ 64 30 — 45 82 91
11873
xinkuang
Access real-time and historical market data for China A-shares and Hong Kong st…
C 62 6⁄6 ◉ ⏳ 70 60 0 75 81 93
11874
nhype
MCP server for any Microsoft Exchange / OWA deployment. Gives LLM agents access…
C 62 5⁄4 ◉ ⏳ 45 41 N/A 47 90 88
11875
learnwithcc
Tally MCP ⚡ Claim
Manage Tally.so forms through AI conversation. Create, update, and organize for…
C 62 6⁄6 ◉ ⏳ 82 70 0 47 81 92
11876
DigiBugCat
FMP MCP Server ⚡ Claim
Provides financial data from Financial Modeling Prep for AI-assisted investment…
C 62 5⁄5 ◉ ⏳ 60 41 — 33 82 90
11877
nipunbatra
VayuChat MCP ⚡ Claim
A FastMCP server for natural language data analysis that allows users to load C…
C 62 5⁄4 ◉ ⏳ 72 31 N/A 30 82 90
11878
errajibadr
TwilioManager MCP ⚡ Claim
A server that connects Claude AI to Twilio through the Model Context Protocol, …
C 62 5⁄5 ◉ ⏳ 66 41 — 25 76 93
11879
adhikasp
MCP Weather Server ⚡ Claim 1
Provides hourly weather forecasts using the AccuWeather API, enabling users to …
C 62 5⁄5 ◉ ⏳ 66 32 — 38 81 92
11880
dksshddl
Enables AI assistants to analyze Amazon EKS node logs collected by the EKS Log …
C 62 5⁄4 ◉ ⏳ 72 47 N/A 25 90 64
11881
automateyournetwork
pyATS_MCP Claim
Cisco pyATS server enabling structured, model-driven interaction with network d…
C 62 5⁄4 ◉ ⏳ 58 38 N/A 29 87 94
11882
hifriendbot
agentwallet-mcp ⚡ Claim
Permissionless wallet infrastructure for AI agents. 29 tools for wallet creatio…
C 62 6⁄4 ◉ ⏳ 76 72 0 48 83 93
11883
AndrewDavidRivers
A Model Context Protocol server for coordinating multiple parallel agents worki…
C 62 5⁄4 ◉ ⏳ 53 28 N/A 35 95 100
11884
TheSethRose
Fetch Browser Claim 1
A headless browser MCP server that allows AI agents to fetch web content and pe…
C 62 6⁄4 ◉ ⏳ 82 62 0 37 95 90
11885
anirbanbasu
A MCP server for the Frankfurter API for currency exchange rates.
C 62 6⁄6 ◉ ⏳ 63 65 0 74 83 98
11886
appieschot
An MCP server that delivers jokes on request, allowing Microsoft Copilot Studio…
C 62 5⁄5 ◉ ⏳ 33 55 — 46 83 100
11887
huang-sh
SCMCP ⚡ Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 5⁄5 ◉ ⏳ 77 51 — 59 83 36
11888
kukapay
eips-mcp Claim 1
An MCP server for providing semantically related Ethereum Improvement Proposals…
C 62 5⁄4 ◉ ⏳ 51 30 N/A 40 92 100
11889
mzdz
Provides basic arithmetic operations and advanced mathematical functions throug…
C 62 5⁄5 ◉ ⏳ 66 38 — 18 81 99
11890
freee
@him0/freee-mcp ⚡ Claim 1
An MCP server and Claude plugin that enables interaction with freee APIs for ac…
C 62 5⁄5 ◉ ⏳ 63 43 — 88 78 44
11891
aeoess
Cryptographic identity, delegation, governance, and commerce for AI agents. 61 …
C 62 6⁄6 ◉ ⏳ 72 66 0 73 81 89
11892
hakeemrabiuDFW
Enables AI assistants to query and manage QuickBooks Online data through natura…
C 62 6⁄6 ◉ ⏳ 72 72 0 48 81 100
11893
chakri01
Enables semantic search and conversational querying across a personal research …
C 62 5⁄5 ◉ ⏳ 76 28 — 21 80 99
11894
vibase-ai
vibase Claim
Easily query and mutate Postgres data using MCP. This is an open source project.
C 62 5⁄5 ◉ ⏳ 88 63 — 41 82 19
11895
nanameru
Enables conversational image generation and editing with Google's Gemini 2.5 Fl…
C 62 5⁄5 ◉ ⏳ 54 82 — 23 81 58
11896
stevehorn
Enables searching and filtering Telegram group messages with advanced options f…
C 62 5⁄5 ◉ ⏳ 60 48 — 32 81 84
11897
akhilthomas236
A Model Context Protocol server that integrates with Atlassian's Jira and Confl…
C 62 5⁄5 ◉ ⏳ 63 82 — 31 80 39
11898
Volt23
MCP Arduino Server ⚡ Claim
Enables interaction with Arduino development through arduino-cli, allowing sket…
C 62 5⁄4 ◉ ⏳ 60 41 N/A 30 87 89
11899
JooseokKim-DL
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
C 62 5⁄4 ◉ ⏳ 72 53 N/A 27 90 57
11900
dsouza-anush
Enables dynamic tool discovery and loading for Claude using BM25, regex, and se…
C 62 6⁄6 ◉ ⏳ 94 71 0 24 81 95
Showing 11851–11900 of 69111 servers
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