MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13801
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 5⁄5 ◉ ⏳ 72 0 — 27 81 95
13802
Nikhita196
A Model Context Protocol server that delivers various types of jokes (Chuck Nor…
C 56 5⁄5 ◉ ⏳ 15 58 — 43 81 92
13803
SiddheshDongare
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…
C 56 6⁄6 ◉ ⏳ 72 43 0 43 80 100
13804
jamesg31
PostgreSQL MCP Server ⚡ Claim 1
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 56 5⁄5 ◉ ⏳ 57 50 — 18 81 64
13805
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 5⁄5 ◉ ⏳ 48 33 — 24 81 91
13806
aryankeluskar
Search your Flashback video library with natural language to instantly find rel…
C 56 6⁄6 ◉ ⏳ 60 70 0 26 81 94
13807
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 5⁄5 ◉ ⏳ 54 32 — 25 81 85
13808
botextractai
A Model Context Protocol server built with FastMCP that provides financial data…
C 56 5⁄5 ◉ ⏳ 39 32 — 28 80 100
13809
shree-bd
IntelliGlow ⚡ Claim
A Model Context Protocol (MCP) server that allows AI assistants like Claude to …
C 56 5⁄5 ◉ ⏳ 42 36 — 18 80 100
13810
ravinahp
Enables searching and retrieving detailed flight information using the Duffel A…
C 56 6⁄6 ◉ ⏳ 84 37 0 48 81 87
13811
jinyinghua
simple-search ⚡ Claim
Simple Tavily Search MCP Server This is a simplified version of the Tavily se…
C 56 5⁄4 ◉ ⏳ 36 33 N/A 40 95 81
13812
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 5⁄5 ◉ ⏳ 48 17 — 44 81 97
13813
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 5⁄5 ◉ ⏳ 48 32 — 21 81 96
13814
6June6
UniCloudDB-MCP ⚡ Claim 1
A database operation tool for uniCloud based on MCP protocol that allows AI ass…
C 56 5⁄5 ◉ ⏳ 54 82 — 42 80 14
13815
dodangnguyen96
Enables retrieval of simulated device logs (activation, LAN, WLAN) and Kafka st…
C 56 5⁄5 ◉ ⏳ 48 25 — 24 81 100
13816
gcorroto
DBA MCP Server ⚡ Claim
A multi-vendor database management tool that enables LLMs to query, migrate, an…
C 56 6⁄6 ◉ ⏳ 72 57 0 29 81 91
13817
dumyCq
Enables AI agents to search, browse, and book hotels from a database of 2 milli…
C 56 6⁄4 ◉ ⏳ 66 60 0 20 95 91
13818
ubie-oss
A server that enables document searching using Vertex AI with Gemini grounding,…
C 56 6⁄6 ◉ ⏳ 96 38 0 59 81 64
13819
inchan
Memory MCP Server ⚡ Claim
Exposes local persistent memory as an MCP server with Markdown storage, PARA or…
C 56 5⁄4 ◉ ⏳ 66 32 N/A 58 95 25
13820
symdex-100
Symdex ⚡ Claim
Index and search codebases using structured schemas for deep code analysis. Aud…
C 56 6⁄6 ◉ ⏳ 94 10 0 63 81 93
13821
Manaswi875
Enables researchers to search ArXiv papers, extract key insights (problems, met…
C 56 5⁄5 ◉ ⏳ 54 31 — 22 78 90
13822
Sakshee5
JobApply MCP Server ⚡ Claim 1
A Model Context Protocol server that helps with job applications by analyzing j…
C 56 5⁄5 ◉ ⏳ 51 26 — 22 81 98
13823
kpanko
todoist-mcp ⚡ Claim
A Python-based MCP server for Todoist that enables comprehensive task managemen…
C 56 5⁄5 ◉ ⏳ 66 10 N/A 30 76 98
13824
NANDI-Services
nandi-proxmox-mcp ⚡ Claim
MCP server for Proxmox VE management (VM, LXC, nodes)
C 56 5⁄5 ◉ ⏳ 56 0 N/A 66 70 99
13825
xiaobenyang-com
Hugeicons ⚡ Claim
Hugeicons MCP Server is a TypeScript based server that provides integrated tool…
C 56 6⁄4 ◉ ⏳ 72 66 0 45 95 55
13826
yuyao1999
RT-Prompt-MCP ⚡ Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 5⁄5 ◉ ⏳ 45 82 N/A 22 95 24
13827
growley
Enables web searches using TAVILY API with fallback to DuckDuckGo, datetime que…
C 56 6⁄6 ◉ ⏳ 72 72 0 27 81 78
13828
sakthigcp
MCP Server Example ⚡ Claim
A simple example MCP server that demonstrates basic server functionality and ca…
C 56 5⁄4 ◉ ⏳ 48 12 N/A 23 95 100
13829
kavingas
Generates professional Adobe Commerce support responses from case findings. Sup…
C 56 5⁄4 ◉ ⏳ 48 22 N/A 21 95 90
13830
AbacatePay
Enables integration with Abacate Pay API for managing payments, customers, and …
C 56 6⁄6 ◉ ⏳ 54 60 0 56 81 90
13831
TomMelt
HPC-MCP ⚡ Claim
A server that provides Model Control Protocol (MCP) tools for High Performance …
C 56 5⁄4 ◉ ⏳ 48 17 N/A 52 82 89
13832
robertdcurrier
ERDDAP MCP Server ⚡ Claim
Access oceanographic and environmental data from 63+ ERDDAP servers worldwide t…
C 56 6⁄6 ◉ ⏳ 86 42 0 24 82 98
13833
rajnandan1
Enables interaction with over 2,800 APIs and applications through Pipedream's C…
C 56 6⁄6 ◉ ⏳ 78 70 0 24 81 75
13834
WinJayX
MCP Jenkins Server ⚡ Claim
An integration tool that allows interaction with Jenkins CI/CD servers through …
C 56 5⁄5 ◉ ⏳ 60 22 — 22 81 91
13835
lclpedro
MySQL Managing MCP ⚡ Claim
Enables interaction with MySQL databases through tools for listing tables, quer…
C 56 5⁄5 ◉ ⏳ 48 27 — 25 81 100
13836
DivyanshKushwaha
GitHub MCP Server ⚡ Claim
A modular command processor server that enables interaction with GitHub's REST …
C 56 5⁄5 ◉ ⏳ 48 33 — 21 81 94
13837
stevenyuser
NBA MCP Server ⚡ Claim 1
A Model Context Protocol server that enables LLMs to retrieve NBA data includin…
C 56 5⁄4 ◉ ⏳ 39 25 N/A 22 95 100
13838
Jackie-shi
Looking-Glass-MCP ⚡ Claim 1
A Model Context Protocol server that provides network probing capabilities thro…
C 56 5⁄5 ◉ ⏳ 51 28 — 23 81 94
13839
trustgraph-ai
Enables web searching through DuckDuckGo and fetching content from webpages. Pr…
C 56 5⁄5 ◉ ⏳ 42 33 — 24 81 100
13840
tdu-naifen
Demo MCP Server ⚡ Claim
A simple MCP server that provides a calculator tool, dynamic greeting resources…
C 56 5⁄4 ◉ ⏳ 48 17 N/A 21 95 100
13841
lsj210001
qlib-mcp ⚡ Claim 2
An MCP server for the Microsoft Qlib quantitative research platform that enable…
C 56 5⁄4 ◉ ⏳ 45 31 N/A 27 90 87
13842
reymerekar7
Beehiiv MCP Server ⚡ Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 5⁄5 ◉ ⏳ 39 37 — 23 82 100
13843
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 5⁄5 ◉ ⏳ 39 57 — 26 80 77
13844
melanieawilson
Rec-MCP ⚡ Claim 1
A Model Context Protocol server that enables searching for camping facilities a…
C 56 5⁄4 ◉ ⏳ 35 38 N/A 16 95 91
13845
linkcd
Tibber MCP Claim 1
MCP Server for Tibber, a Norwegian power supplier. The Tibber MCP server provi…
C 56 5⁄4 ◉ ⏳ 41 20 N/A 42 95 87
13846
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 5⁄5 ◉ ⏳ 62 22 — 21 81 86
13847
jamescalam
Provides an MCP server for scraping and retrieving data from GitHub Projects, i…
C 56 5⁄5 ◉ ⏳ 42 66 — 21 76 69
13848
kcbabo
my-mcp-server2 ⚡ Claim 1
A Model Context Protocol server built with FastMCP that features dynamic tool l…
C 56 5⁄5 ◉ ⏳ 45 25 — 27 83 100
13849
Nuvepro-Technologies-Pvt-Ltd
Enables remote Python code execution via the Model Context Protocol for secure,…
C 56 5⁄5 ◉ ⏳ 54 43 — 25 74 81
13850
Dhenenjay
Enables MCP clients to access Google Earth Engine's satellite imagery and geosp…
C 56 6⁄4 ◉ ⏳ 94 0 0 56 95 95
Showing 13801–13850 of 69135 servers
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