MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10201
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 5⁄5 ◉ ⏳ 66 33 — 68 82 88
10202
JeongSuKwak
A starter kit for quickly building Model Context Protocol (MCP) servers using t…
C 66 5⁄4 ◉ ⏳ 66 72 N/A 32 90 59
10203
ffpy
Enables AI assistants to review GitLab merge requests by fetching changes, anal…
C 66 5⁄5 ◉ ⏳ 66 43 — 42 81 95
10204
kshern
image-tools-mcp ⚡ Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 5⁄5 ◉ ⏳ 66 87 — 50 80 40
10205
antpavlenko
A minimal, containerized MCP server that exposes a Streamable HTTP transport wi…
C 66 5⁄5 ◉ ⏳ 84 43 — 26 71 98
10206
guykJfrog
jfrog-dummy-mcp ⚡ Claim
JFrog dummy MCP server
C 66 5⁄5 ◉ ⏳ 50 100 N/A 32 95 40
10207
cyberchitta
llm-context.py ⚡ Claim
Share code context with LLMs via MCP or clipboard
C 66 5⁄4 ◉ ⏳ 66 22 N/A 69 90 89
10208
dealfluence
adeu ⚡ Claim
Automated DOCX Redlining Engine
C 66 5⁄4 ◉ ⏳ 60 23 N/A 70 95 90
10209
tengmmvp
Enables AI image generation through Volcano Engine's Seedream 4.0 API, supporti…
C 66 5⁄5 ◉ ⏳ 62 46 — 72 81 75
10210
BACH-AI-Tools
Enables users to access the Realty In Ca1 API to search for residential and com…
C 66 5⁄5 ◉ ⏳ 56 100 — 45 81 38
10211
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 5⁄4 ◉ ⏳ 54 57 N/A 22 90 99
10212
kodey-ai
Run SOQL queries against your Salesforce org to retrieve records and insights. …
C 66 6⁄6 ◉ ⏳ 96 68 0 59 81 90
10213
bradleyfay
Automatically provides AI assistants with contextual, version-specific document…
C 66 5⁄5 ◉ ⏳ 36 65 — 56 81 97
10214
orkuhh
Provides real-time Linux system monitoring for CPU load, memory usage, disk spa…
C 66 5⁄4 ◉ ⏳ 80 27 N/A 37 82 100
10215
theYahia
kaiten-mcp ⚡ Claim 2
MCP server for Kaiten API — cards, boards. 3 tools.
C 66 4⁄4 ◉ ⏳ 47 N/A N/A 62 95 62
10216
Qyusu
An MCP server that provides static validation and documentation lookup for quan…
C 66 5⁄5 ◉ ⏳ 57 58 — 42 80 92
10217
maoxiaoke
A Node.js server that provides advanced video and image processing capabilities…
C 66 5⁄5 ◉ ⏳ 60 100 N/A 22 95 38
10218
hacobell-inc
Qase MCP Server ⚡ Claim 1
Enables integration with Qase test management platform to create, retrieve, and…
C 66 5⁄5 ◉ ⏳ 72 68 — 31 82 65
10219
datawiz168
MCP Snowflake Service ⚡ Claim 1
A Model Context Protocol server that enables Claude to execute SQL queries on S…
C 66 5⁄5 ◉ ⏳ 75 35 — 42 81 94
10220
launchthatbrand
mcp-graphql ⚡ Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 5⁄5 ◉ ⏳ 53 58 — 49 81 89
10221
saralegui-solutions
Enables autonomous learning from interactions through pattern recognition and m…
C 66 5⁄5 ◉ ⏳ 96 32 — 24 81 86
10222
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 5⁄5 ◉ ⏳ 60 100 — 22 81 54
10223
mohelhamdani
Provides access to real-time currency exchange rates, live stock market data vi…
C 66 5⁄5 ◉ ⏳ 54 62 — 30 80 98
10224
puran-water
Enables natural language control of AutoCAD LT through AutoLISP code generation…
C 66 5⁄4 ◉ ⏳ 72 30 N/A 54 90 81
10225
boristopalov
Spotify MCP Server ⚡ Claim 1
Connects Claude with Spotify, enabling playback control, search functionality, …
C 66 5⁄4 ◉ ⏳ 78 36 N/A 23 95 88
10226
Retio-ai
PageMap ⚡ Claim
Structured web intelligence for AI agents. 5x fewer tokens than Playwright/Fire…
C 66 5⁄4 ◉ ⏳ 60 63 N/A 66 95 44
10227
Piesson
Enables AI agents to take breaks and manage stress levels through various休息 act…
C 65 5⁄4 ◉ ⏳ 72 32 N/A 23 95 97
10228
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 5⁄4 ◉ ⏳ 54 72 N/A 41 92 58
10229
BACH-AI-Tools
Zoopla MCP Server ⚡ Claim
Enables access to UK property listings, price estimates, agent information, and…
C 65 5⁄5 ◉ ⏳ 56 100 — 45 81 35
10230
benzinamohamed
A structured tool that enables multiple AI agents to simulate reflective debate…
C 65 5⁄5 ◉ ⏳ 72 56 — 19 81 85
10231
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 5⁄5 ◉ ⏳ 68 26 — 59 80 97
10232
nghiahsgs
An MCP server that enables AI agents to control a real Google Chrome instance u…
C 65 5⁄4 ◉ ⏳ 39 62 N/A 37 87 99
10233
halflifezyf2680
MPM-Coding Claim
Local MCP server for reliable long-running AI coding workflows.
C 65 5⁄4 ◉ ⏳ 72 26 N/A 55 92 78
10234
sergey-fintech
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API,…
C 65 5⁄5 ◉ ⏳ 72 91 — 16 81 46
10235
jimfilippou
things-mcp ⚡ Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 5⁄4 ◉ ⏳ 78 35 N/A 29 95 80
10236
pickstar-2002
Video Clip MCP ⚡ Claim 2
A Model Context Protocol server that provides video manipulation capabilities, …
C 65 5⁄5 ◉ ⏳ 57 60 — 41 78 88
10237
marcoeg
mcp-nvd ⚡ Claim 1
A Model Context Protocol server implementation to query the NIST National Vulne…
C 65 5⁄5 ◉ ⏳ 67 38 — 46 81 92
10238
MusaddiqueHussainLabs
mhlabs_mcp_tools ⚡ Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 5⁄4 ◉ ⏳ 45 48 N/A 58 90 89
10239 C 65 5⁄4 ◉ ⏳ 72 25 N/A 39 90 98
10240
neatobandit0
Qt Pilot ⚡ Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 5⁄4 ◉ ⏳ 53 33 N/A 57 90 97
10241
ivelin-web
tempo-mcp-server ⚡ Claim 1
MCP server for managing Tempo worklogs in Jira
C 65 5⁄5 ◉ ⏳ 53 66 N/A 65 81 63
10242
qingyun-ag2
Giphy MCP Server ⚡ Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 65 5⁄4 ◉ ⏳ 60 50 N/A 21 95 90
10243
IBM
Enables AI agents to integrate with IBM Storage Insights for seamless observabi…
C 65 5⁄5 ◉ ⏳ 66 38 — 49 80 92
10244
Sunwood-ai-labs
This TypeScript-based MCP server enables users to manage and summarize text not…
C 65 5⁄5 ◉ ⏳ 78 67 — 21 80 66
10245
Samicostox
Generate and manage diagrams (class, ER, sequence, architecture) directly from …
C 65 6⁄6 ◉ ⏳ 86 71 0 51 81 100
10246
rahulthedevil
Jira-Context-MCP ⚡ Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 5⁄5 ◉ ⏳ 72 35 — 45 81 91
10247
hwillGIT
OneNote MCP Server ⚡ Claim 1
An MCP server that enables AI assistants to programmatically browse and interac…
C 65 5⁄5 ◉ ⏳ 75 38 — 21 81 100
10248
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 5⁄5 ◉ ⏳ 62 43 — 44 82 93
10249
nxGnosis
Provides tools to fetch up-to-date visa and immigration information for various…
C 65 5⁄5 ◉ ⏳ 60 100 — 28 81 39
10250
limehawk
Dokploy MCP Server ⚡ Claim
Enables AI models to interact programmatically with Dokploy servers to manage p…
C 65 5⁄5 ◉ ⏳ 48 58 — 39 82 99
Showing 10201–10250 of 69093 servers
« Prev 1 … 203 204 205 206 207 … 1382 Next »