MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 2 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22851
berniecpa
Enables AI assistants to control a browser through Playwright on Cloudflare Wor…
D 43 44 42 17 27 83
22852
punitarani
sec-edgar Claim 1
D 43 43 32 18 N/A 28 95
22853
jeweis
A service that converts OpenAPI specifications into MCP tools, enabling AI assi…
D 43 44 42 17 28 81
22854
Sharath-ts-07
Enables AI models to access GitHub repository information and search local docu…
D 43 44 42 20 24 81
22855
dependify
Enables AI assistants to control a browser through Playwright and Cloudflare Wo…
D 43 44 42 17 27 81
22856
not4yazwz
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 43 44 48 10 27 81
22857
seung4027
seung4027 Claim 1
D 43 33 26 N/A N/A 1 95
22858
elvisleyva49
MCP Server Demo Claim
A minimal WebSocket-based MCP server implementation that enables modern tool in…
D 42 44 42 20 21 81
22859
veenastudio
FL Studio MCP Claim 1
An MCP server that connects Claude to FL Studio, allowing the AI to compose mus…
D 42 43 23 26 N/A 24 95
22860
sent3nal
A server that enables AI assistants to control a browser through tools, allowin…
D 42 44 42 17 21 81
22861
JunZero08
JunZero_08 Claim
My own Server
D 42 33 18 N/A N/A 12 95
22862
kablewy
Enables AI assistants to control a browser through Playwright and Cloudflare Wo…
D 42 44 42 15 27 81
22863
cgollakotanskp
testrepo Claim
D 42 33 18 N/A N/A 13 95
22864
lhmpaiPublic
McpLLMServer Claim
A FastAPI-based MCP server that enables LLM agents to interact with Ollama mode…
D 42 44 42 20 22 81
22865
NektoNeo
Enables AI assistants to control a browser through Playwright automation tools,…
D 42 44 42 15 24 81
22866
FlameZerg
test Claim
D 42 33 18 N/A N/A 10 95
22867
beparykamrul-dev
Enables AI assistants to control a browser through Playwright on Cloudflare Wor…
D 42 44 42 17 26 81
22868
sokunmin
mcp-proxy Claim
mcp proxy
D 42 44 48 17 16 81
22869
bmoir23
A Model Control Protocol server that enables AI assistants to control a browser…
D 42 44 42 17 21 84
22870
Lee-Becky
budget_api Claim
D 42 43 24 30 N/A 21 92
22871
ruifigueira
Enables AI assistants to perform web automation tasks such as navigation, typin…
D 42 44 42 17 22 84
22872
dillip285
A Model Context Protocol server that enables Claude to manage software developm…
D 42 43 33 31 N/A 17 84
22873
namyoungpark-2
A fully automated system that analyzes Django REST Framework ViewSets to genera…
D 42 44 42 22 18 81
22874
coji
Journal MCP Server Claim 1
An MCP server that integrates with Claude Desktop for managing personal journal…
D 42 44 33 27 23 81
22875
moritalous
A Model Context Protocol server that enables AI assistants to perform web searc…
D 42 44 27 25 40 81
22876
TranThienTrong
asset-auto-picker Claim 1
An MCP server that provides [describe what your server does]
D 42 43 21 26 N/A 29 95
22877
sayouzone
mcp-opendart-server Claim 1
An MCP server that provides OpenDart API
D 42 43 27 12 N/A 53 84
22878
colbymk97
An MCP server that integrates with the official Clash Royale API to provide rea…
D 42 44 53 0 27 83
22879
dependify
Enables AI assistants to control a browser through Playwright running on Cloudf…
D 42 44 42 17 26 81
22880
xvv6u577
Enables AI assistants to control a browser through a set of tools, allowing the…
D 42 44 42 17 21 83
22881 D 42 33 18 N/A N/A 13 95
22882
teifidebugger
Enables AI assistants to control a browser through Cloudflare Workers, allowing…
D 42 44 42 17 23 81
22883
jbstanley2004
A Model Control Protocol server that enables AI assistants to control a browser…
D 42 44 42 17 21 81
22884
itsamisalem
test Claim
D 42 33 18 N/A N/A 10 95
22885
SaraNazeer27
Dynamically converts any REST service's OpenAPI specification into MCP tools, e…
D 41 44 34 28 16 81
22886
weaviate
An MCP Server to connect to your Weaviate collections as a knowledge base as we…
D 41 44 31 27 27 78
22887
Aman-Amith-Shastry
This MCP server enables users to perform scientific computations regarding line…
D 41 55 54 23 0 43 81
22888
samihalawa
Scan QR codes and go! No more troublesome autos or APIs! Send text messages, im…
D 41 55 42 27 0 56 82
22889
shark-bot-0118
An OpenAI API-based MCP server that provides deep thinking and analysis capabil…
D 41 44 54 0 19 81
22890
MauroCor
MCP-Midscene Claim
A server that allows using natural language to automate test flows with Playwri…
D 41 44 42 17 19 81
22891
milind-kulshrestha
A Model Context Protocol server that provides read-only access to GitHub reposi…
D 41 44 33 27 18 83
22892
seung4027
levmm Claim 1
D 41 33 18 N/A N/A 9 95
22893
wangsijie
An MCP server that enables AI assistants to perform web automation tasks like n…
D 41 44 27 25 27 84
22894
bmoir23
Enables AI assistants to control a browser through Playwright on Cloudflare Wor…
D 41 44 42 12 21 84
22895
wmarceau
hvac-quotes Claim 1
HVAC equipment RFQ management - submit quotes to distributors
D 41 33 16 N/A N/A 12 95
22896
KRING-Ventures
Enables AI assistants to control a web browser through tools for navigation, cl…
D 41 44 42 11 21 84
22897
Sign312
yuexia_test Claim 1
yuexia\_test
D 41 43 38 11 N/A 17 94
22898
blacklotusdev8
Greet anyone by name with a friendly hello. Scrape webpages to extract content …
D 41 55 54 33 0 29 81
22899
fefergrgrgrg
A lightweight MCP server that enables Cursor Agents to interact with the WorkOS…
D 41 44 32 12 40 82
22900
idofrizler
Azure MCP Server Claim 1
An MCP server for interacting with Azure. Contains some common Compute and Netw…
D 41 43 9 36 N/A 39 87
Showing 22851–22900 of 33449 servers
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