MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6951
Selenium39
Qiita API MCP Server ⚡ Claim 1
Enables interaction with Qiita, a Japanese developer community platform, throug…
B 71 5⁄5 ◉ ⏳ 80 100 — 43 76 40
6952
whataboutyou-ai
mcp-eunomia ⚡ Claim 1
Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomi…
B 71 5⁄4 ◉ ⏳ 66 56 N/A 41 95 94
6953
phnx
Enables LLM assistants to store, retrieve, and update user-specific context mem…
B 71 5⁄5 ◉ ⏳ 84 68 — 27 81 82
6954
gedin-eth
Provides real-time college football game scores, betting odds, player statistic…
B 71 5⁄5 ◉ ⏳ 78 63 — 30 81 93
6955
Eversmile12
SharedContext ⚡ Claim
Provides encrypted, portable memory for AI agents via MCP, allowing fact storag…
B 71 5⁄4 ◉ ⏳ 84 41 N/A 32 95 92
6956
pysorflow
A comprehensive Model Context Protocol (MCP) server for product inventory manag…
B 71 5⁄5 ◉ ⏳ 94 51 — 16 81 96
6957
jhalsey87
Provides programmatic access to the NIH Reporter API for searching and retrievi…
B 71 5⁄5 ◉ ⏳ 94 52 — 19 82 92
6958
AkM-2018
Enables querying Amazon Neptune databases and analytics graphs using openCypher…
B 71 5⁄5 ◉ ⏳ 66 82 — 44 82 75
6959
onebirdrocks
ebook-mcp ⚡ Claim 1
Enables natural language interaction with e-books, extracting metadata, table o…
B 71 5⁄4 ◉ ⏳ 69 31 N/A 62 95 99
6960
WilcoKruijer
Bunq MCP ⚡ Claim 1
A Model Context Protocol server for Bunq that enables interaction with the Bunq…
B 71 5⁄5 ◉ ⏳ 65 67 — 46 77 96
6961
jeena-9595
A template project for quickly building Model Context Protocol (MCP) servers us…
B 71 5⁄4 ◉ ⏳ 94 62 N/A 32 90 59
6962
pamosima
Docker-based MCP server suite for AIOps - Cisco Meraki, Catalyst Center, IOS XE…
B 71 5⁄4 ◉ ⏳ 84 41 N/A 43 89 92
6963
teamcurri
Enables interaction with Curri's API by managing text notes, offering tools for…
B 71 5⁄5 ◉ ⏳ 86 65 — 20 76 94
6964
KasarLabs
Cairo Coder ⚡ Claim
The most powerful open-source Cairo code generator.
B 71 5⁄5 ◉ ⏳ 78 68 — 28 81 91
6965
bethmaloney
RDL MCP Server ⚡ Claim
Edit SSRS reports using AI - simple tools to read and modify RDL files
B 71 5⁄4 ◉ ⏳ 84 30 N/A 49 91 96
6966
devqxi
Pub.dev MCP Server ⚡ Claim
Enables AI assistants to search, analyze, and retrieve detailed information abo…
B 71 5⁄5 ◉ ⏳ 88 75 — 57 81 43
6967
BrennerSpear
Twilio MCP ⚡ Claim
Enables sending SMS text messages through Twilio's messaging service with a sim…
B 71 5⁄5 ◉ ⏳ 80 60 — 27 81 97
6968
tcsenpai
Transforms any documentation website (GitBook, Vercel docs, Next.js sites, etc.…
B 71 5⁄5 ◉ ⏳ 94 36 — 44 81 95
6969
TykTechnologies
A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger s…
B 71 5⁄5 ◉ ⏳ 92 82 — 64 81 23
6970
MasahiroOkamura-MAC
Enables interaction with Google Spreadsheets through OAuth 2.0 authentication, …
B 71 5⁄4 ◉ ⏳ 62 65 N/A 29 95 94
6971
eclipsevr-live
A comprehensive Twitch MCP (Model Context Protocol) server providing chat moder…
B 71 5⁄5 ◉ ⏳ 70 73 — 22 81 97
6972
git-scarrow
Oracle MCP Server ⚡ Claim
Provides flexible access to Oracle databases for AI assistants like Claude, sup…
B 71 5⁄5 ◉ ⏳ 96 75 — 39 81 49
6973
sritajkumarpatel
A learning project demonstrating how to build MCP servers with Python, featurin…
B 71 5⁄4 ◉ ⏳ 74 50 N/A 27 95 100
6974
shanksxz
Enables AI models to access GitHub repository contents as context, with feature…
B 71 5⁄5 ◉ ⏳ 66 67 — 43 81 93
6975
CalamityAdam
MCP Todo ⚡ Claim
Enables users to manage a persistent todo list through natural language, suppor…
B 71 5⁄5 ◉ ⏳ 74 68 — 28 81 95
6976
acxelerator
mcp-tenki ⚡ Claim
Get weather of Japan
B 71 5⁄5 ◉ ⏳ 44 82 N/A 50 95 85
6977
raidenyn
Enables interaction with Telegram chat history, including text, photos, and doc…
B 71 5⁄4 ◉ ⏳ 60 67 N/A 32 90 99
6978
ai-wes
Symphony of One MCP ⚡ Claim 1
A multi-agent orchestration system that enables multiple Claude instances to co…
B 71 5⁄5 ◉ ⏳ 78 100 N/A 22 95 37
6979
WilliamNing316
Crypto MCP Server ⚡ Claim
Provides real-time cryptocurrency market data from Binance API, including price…
B 71 5⁄5 ◉ ⏳ 72 65 — 48 81 85
6980
laodev1
Perplexity MCP Server ⚡ Claim 1
A Node.js implementation that enables Claude to interact with Perplexity AI's l…
B 71 5⁄5 ◉ ⏳ 90 61 — 19 81 88
6981
taazkareem
Twitter MCP Server ⚡ Claim 1
Provides AI agents with comprehensive Twitter functionality through the Model C…
B 71 5⁄5 ◉ ⏳ 92 60 — 17 81 88
6982
keithah
Connects to multiple Plex accounts to perform fuzzy searches for users across s…
B 71 5⁄5 ◉ ⏳ 66 66 — 34 83 98
6983
WoodSong
Provides programmatic access to SAP Fiori Jetpack Compose UI SDK documentation,…
B 71 5⁄4 ◉ ⏳ 78 58 N/A 21 95 92
6984
jaipandya
MCP server for Product Hunt. Interact with trending posts, comments, collection…
B 71 5⁄4 ◉ ⏳ 57 73 N/A 31 92 98
6985
gavinHuang
PDF2MD MCP Server ⚡ Claim 1
An MCP server that converts PDF files to Markdown format using AI sampling capa…
B 71 5⁄5 ◉ ⏳ 51 82 — 46 81 91
6986
r3xsean
bigread-mcp Claim
Calculates optimal chunk offsets for large files to bypass Claude Code's 50K ch…
B 71 5⁄4 ◉ ⏳ 66 52 N/A 50 92 95
6987
mjpitz
RFC MCP Server ⚡ Claim 2
An MCP server that enables programmatic access to IETF RFC documents, allowing …
B 71 5⁄5 ◉ ⏳ 75 100 — 42 83 40
6988
funsjanssen
Faker MCP Server ⚡ Claim
Generates realistic mock data using Faker.js for database seeding, API testing,…
B 71 5⁄5 ◉ ⏳ 90 82 — 50 81 38
6989
CoderGamester
mcp-unity ⚡ Claim 1
MCP Server for Unity3d Game Engine integration for game development
B 71 5⁄4 ◉ ⏳ 73 33 N/A 69 95 87
6990
cyanmage
A collection of Python-based Model Context Protocol servers that extend AI assi…
B 71 5⁄4 ◉ ⏳ 60 63 N/A 39 90 100
6991
eliasbiondo
Reddit MCP Server ⚡ Claim
Provides AI assistants with access to Reddit data for searching, browsing subre…
B 71 5⁄5 ◉ ⏳ 70 36 — 76 84 98
6992
kentaroajisaka
labor-law-mcp ⚡ Claim
Provides access to Japanese labor and social insurance laws and administrative …
B 71 5⁄4 ◉ ⏳ 60 65 — 55 94 77
6993
ramborau
Automatically converts Postman API collections into MCP-compatible tools for AI…
B 71 5⁄5 ◉ ⏳ 78 65 — 21 81 100
6994
Kpangaa
NPM MCP Server ⚡ Claim 2
A Model Context Protocol server that enables language models to interact with n…
B 71 5⁄5 ◉ ⏳ 69 100 N/A 57 84 38
6995
amotivv
Save, search, and format memories with semantic understanding. Enhance your mem…
B 71 6⁄4 ◉ ⏳ 100 73 0 70 95 88
6996
DynamicEndpoints
supabase-mcp Claim 2
An MCP server that provides tools for interacting with Supabase databases, stor…
B 71 5⁄5 ◉ ⏳ 69 66 — 45 71 98
6997
excelsier
Things MCP Server ⚡ Claim
Lets you use Claude Desktop to interact with your task management data in Thing…
B 71 5⁄4 ◉ ⏳ 96 33 N/A 33 95 85
6998
ryan-shaw
Enables interaction with POEditor's translation management API to create terms,…
B 71 5⁄5 ◉ ⏳ 66 68 — 46 81 90
6999
deepakkumardewani
Generates harmonious color schemes for design projects using The Color API, off…
B 71 5⁄5 ◉ ⏳ 72 62 — 27 83 100
7000
masx200
GitLab MCP Server ⚡ Claim
Enables AI assistants to interact with GitLab by wrapping the REST API v4 into …
B 71 5⁄5 ◉ ⏳ 78 100 — 46 81 37
Showing 6951–7000 of 69052 servers
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