MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33721
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3851
pskill9
web-search ⚡ Claim 3
An MCP server that enables free web searching using Google search results, with…
B 75 5⁄4 ◉ ⏳ 79 70 N/A 25 90 100
3852
FantomaSkaRus1
telegram-bot-mcp ⚡ Claim
Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bo…
B 75 5⁄5 ◉ ⏳ 84 82 — 49 81 71
3853
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 5⁄5 ◉ ⏳ 88 38 — 76 81 94
3854
InDate
cdp-tools-mcp ⚡ Claim 1
Enables AI agents to debug code and automate browsers using Chrome DevTools Pro…
B 75 5⁄4 ◉ ⏳ 100 25 N/A 65 95 88
3855
evalstate
MCP Webcam Server ⚡ Claim
Enables users to send live webcam images to Claude Desktop or other MCP clients…
B 75 6⁄6 ◉ ⏳ 72 43 90 71 80 100
3856
nailuoGG
Aliyun MCP Server ⚡ Claim 1
A Claude integration tool that enables users to query and analyze Aliyun (Aliba…
B 75 5⁄5 ◉ ⏳ 96 100 — 37 82 41
3857
brockwebb
Enables natural language queries of U.S. Census Bureau data, translating plain …
B 75 5⁄5 ◉ ⏳ 90 71 — 30 84 87
3858
GaloisHLee
Enables execution of SageMath mathematical computations through a local SageMat…
B 75 5⁄5 ◉ ⏳ 60 82 N/A 46 95 85
3859
ayushtiwari110
Enables AI agents to execute C++ code, test solutions against multiple test cas…
B 75 5⁄5 ◉ ⏳ 84 72 — 27 80 97
3860
austinmoody
Things MCP Server ⚡ Claim 1
A Model Context Protocol server that enables AI assistants to interact with the…
B 75 5⁄4 ◉ ⏳ 77 75 N/A 29 95 85
3861
tuannvm
A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, lever…
B 75 5⁄4 ◉ ⏳ 84 38 N/A 62 95 95
3862
mc-mario
Tandoor MCP Server ⚡ Claim 1
Enables interaction with Tandoor recipe management system to create, manage, an…
B 75 5⁄5 ◉ ⏳ 100 63 — 25 80 92
3863
domdomegg
Starling Bank ⚡ Claim 1
Allow AI systems to view and control your Starling Bank account via MCP.
B 75 5⁄4 ◉ ⏳ 78 65 N/A 75 60 99
3864
selvatuple
revibe-mcp ⚡ Claim
Enables analysis of any GitHub repository to get architecture, file roles, exec…
B 75 5⁄4 ◉ ⏳ 72 68 — 55 81 99
3865
cyanheads
toolkit-mcp-server ⚡ Claim 1
A Model Context Protocol server providing LLM Agents with system utilities and …
B 75 5⁄5 ◉ ⏳ 79 83 N/A 51 95 54
3866
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 5⁄4 ◉ ⏳ 94 53 N/A 39 90 89
3867
sophotechlabs
kube-lint-mcp ⚡ Claim
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
B 75 5⁄5 ◉ ⏳ 90 28 — 81 83 96
3868
BatchLion
Enables text-to-speech conversion with smart language detection (using Google T…
B 75 5⁄4 ◉ ⏳ 96 38 N/A 44 92 98
3869
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 5⁄4 ◉ ⏳ 62 75 N/A 45 95 96
3870
executeautomation
playwright-mcp-server ⚡ Claim 3
An MCP server using Playwright for browser automation and webscrapping
B 75 5⁄5 ◉ ⏳ 75 83 N/A 70 100 42
3871
oghenetejiriorukpegmail
GitHub MCP Server ⚡ Claim
Provides tools for interacting with GitHub's API through the MCP protocol, allo…
B 75 5⁄5 ◉ ⏳ 90 70 — 21 81 100
3872
Shoofio
An MCP server that integrates the Brave Search API to provide both web and loca…
B 75 5⁄5 ◉ ⏳ 79 71 — 45 80 95
3873
alxspiker
Enables AI models to dynamically create and execute their own custom tools thro…
B 75 5⁄5 ◉ ⏳ 88 100 — 42 81 49
3874
Aguantar
vibescan-mcp-server ⚡ Claim 2
MCP server for VibeScan — scan projects for leaked secrets and security issues
B 75 4⁄4 ◉ ⏳ 57 N/A N/A 47 95 97
3875
CartographAI
Generates and queries a graph representation of a codebase to identify entities…
B 75 5⁄4 ◉ ⏳ 86 56 N/A 43 87 94
3876
Malove86
MCP MySQL Server ⚡ Claim 2
A server based on Model Context Protocol that enables AI models to interact wit…
B 75 5⁄5 ◉ ⏳ 78 100 — 42 77 64
3877
weinerac
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
B 75 5⁄5 ◉ ⏳ 78 70 — 35 83 98
3878
rui-branco
Figma MCP Server ⚡ Claim
Brings Figma designs directly into MCP-compatible environments to view specific…
B 75 5⁄5 ◉ ⏳ 90 66 — 37 76 93
3879
miyamamoto
JVLink MCP Server ⚡ Claim 1
Enables natural language queries and analysis of Japanese horse racing data fro…
B 75 5⁄5 ◉ ⏳ 78 82 — 59 82 68
3880
suttonwilliamd
tpc-server Claim
tpc-server
B 75 5⁄5 ◉ ⏳ 92 56 — 36 81 99
3881
ntdef
YNAB MCP Server ⚡ Claim 1
A Model Context Protocol server that enables interaction with You Need A Budget…
B 75 5⁄5 ◉ ⏳ 77 57 — 55 82 100
3882
youssef7788
Enables interaction with Azure AI Foundry services through a unified interface …
B 75 5⁄5 ◉ ⏳ 90 82 — 55 81 58
3883
jonnybottles
A Python-based MCP server that enables AI agents to query the Microsoft 365 Roa…
B 75 5⁄5 ◉ ⏳ 54 70 — 68 95 91
3884
mintedmaterial
A production-grade TypeScript template for building Model Context Protocol (MCP…
B 75 5⁄5 ◉ ⏳ 72 72 — 48 81 97
3885
dagba
An MCP server that provides comprehensive tools for managing iOS simulators, in…
B 75 5⁄4 ◉ ⏳ 69 62 N/A 50 92 99
3886
Ansvar-Systems
jordanian-law-mcp ⚡ Claim 1
Jordan legislation via MCP -- full-text search across statutes and provisions
B 75 5⁄4 ◉ ⏳ 69 73 N/A 34 95 93
3887
rchanllc
joltsms-mcp-server ⚡ Claim 1
Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for me…
B 75 5⁄4 ◉ ⏳ 72 72 — 69 83 76
3888
iamjpsharma
MCP Memory Server ⚡ Claim 1
A persistent local vector memory server that allows users to store and search p…
B 75 5⁄4 ◉ ⏳ 84 51 N/A 51 90 96
3889
RossH121
An MCP server that enables Claude to perform web searches using Perplexity's AP…
B 75 5⁄5 ◉ ⏳ 85 63 — 49 81 91
3890
108yen
memo-mcp ⚡ Claim 1
This is an MCP server that enables agents to record, search, and retrieve memos…
B 75 5⁄5 ◉ ⏳ 82 82 N/A 69 95 41
3891
keli-wen
mcp_chatbot ⚡ Claim
A chatbot implementation compatible with MCP (terminal / streamlit supported)
B 75 5⁄4 ◉ ⏳ 90 43 N/A 53 87 97
3892
jim-coyne
Enables management and configuration of Cisco ACI (Application Centric Infrastr…
B 75 5⁄5 ◉ ⏳ 90 65 — 24 81 100
3893
sh-patterson
legiscan-mcp ⚡ Claim
Access legislative data from all 50 US states and Congress — search bills, get …
B 75 5⁄5 ◉ ⏳ 70 75 — 50 81 95
3894
Headlesshost
Kapiti MCP Server ⚡ Claim 2
Enables AI assistants to interact with the Kapiti platform through 87 tools cov…
B 75 5⁄5 ◉ ⏳ 86 100 — 31 81 57
3895
danbugs
Enables Claude to manage Google Drive files and folders through natural languag…
B 75 5⁄5 ◉ ⏳ 94 65 — 19 81 100
3896
tw3lveparsecs
Provides an interactive dashboard within VS Code Copilot to manage Azure Storag…
B 75 5⁄5 ◉ ⏳ 94 58 — 35 80 95
3897
XIADENGMA
Enables real-time user intervention for MCP agents through a web UI, allowing u…
B 75 5⁄5 ◉ ⏳ 72 62 — 74 82 88
3898
sam2332
Generates customizable test/placeholder images as PNG files with specified dime…
B 75 5⁄4 ◉ ⏳ 78 72 N/A 32 90 94
3899
HayoDev
Safari DevTools MCP ⚡ Claim 2
MCP server for Safari DevTools — browser debugging and automation for AI coding…
B 75 4⁄4 ◉ ⏳ 57 N/A N/A 79 95 75
3900
Sivan22
Provides access to Jewish texts from the Sefaria library. This server enables L…
B 75 5⁄5 ◉ ⏳ 96 56 — 42 81 92
Showing 3851–3900 of 69007 servers
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