MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12401
nebula-contrib
A Model Context Protocol server implementation that enables LLMs to interact wi…
C 61 55 53 21 64 81 93
12402
hexdecimal16
Enables performing Google searches and retrieving content from the top 5 non-so…
C 61 55 76 22 26 81 94
12403
infobip
Enables generation of PlantUML diagrams (sequence, class, C4, architecture) wit…
C 61 66 72 100 0 53 81 57
12404
HarishGangula
A TypeScript implementation of a Model Context Protocol server and client that …
C 61 54 36 62 N/A 6 94 100
12405
chenshuai2144
MCP-Server Claim
A Model Context Protocol implementation that enables large language models to c…
C 61 55 66 55 25 81 70
12406
GoatWang
Enables transcription of YouTube videos in multiple languages through an MCP se…
C 61 55 60 42 25 82 91
12407
Omkar4141
Enables natural language expense management with SQLite storage, allowing users…
C 61 54 56 25 N/A 27 95 98
12408
cjmontgom
Enables local task management through the Model Context Protocol with tools for…
C 61 54 78 0 N/A 30 94 99
12409
jabberjabberjabber
Enables interaction with qBittorrent through its Web API to search for torrents…
C 61 55 54 51 24 80 93
12410
intentos-labs
beeper-mcp Claim
Beeper provides transactions on BSC, including balance/token transfers, token s…
C 61 54 66 32 N/A 27 77 97
12411
rootiq-ai
Enables AI assistants to interact with Splunk Enterprise and Splunk Cloud insta…
C 61 55 54 52 19 81 91
12412
osinmv
MCP server for function signature lookups.
C 61 54 51 31 N/A 33 90 98
12413
Sunwood-ai-labs
A Model Context Protocol server that analyzes and evaluates GitHub README docum…
C 61 55 57 100 N/A 19 95 16
12414
jezweb
Provides comprehensive management of OpenAI Vector Stores, allowing AI assistan…
C 61 66 84 72 0 29 81 91
12415
ACSGenUI
Enables access to AEM block metadata by reading structured information from blo…
C 61 54 56 25 N/A 28 95 100
12416
Yoshua-Carrera
Python MCP Server Claim
A demonstration MCP server built with fastmcp that provides basic utility tools…
C 61 54 60 30 N/A 26 95 91
12417
ciel240
Provides various utilities including timezone-aware time queries, basic calcula…
C 61 55 78 65 26 81 38
12418
choi20201101
Provide access to Naver DataLab data through an MCP server interface, enabling …
C 61 54 32 67 N/A 39 92 77
12419
222wcnm
Track Bilibili creators and get the latest updates on videos, dynamics, and art…
C 61 66 76 72 0 48 81 87
12420
DaniBedz
A deployable Model Context Protocol server on Cloudflare Workers that enables A…
C 61 55 48 67 21 81 82
12421
nabossha
Provides Swiss weather forecast data, allowing users to search for Swiss locati…
C 61 55 66 82 46 80 21
12422
craigsdennis
A server that implements the Model Context Protocol (MCP) on Cloudflare Workers…
C 61 55 54 57 N/A 26 80 79
12423
MokshadaRaibagkar
A lightweight AI agent that fetches real-time weather alerts for any U.S. state…
C 61 54 60 26 N/A 21 95 100
12424
honeybluesky
Unipile MCP Server Claim 1
Enables AI models to interact with messages from various messaging platforms (M…
C 61 66 84 65 0 36 81 97
12425
langfuse
mcp-server-langfuse Claim 1
MCP server to access and manage LLM application prompts created with [Langfuse]…
C 61 66 76 58 0 63 82 95
12426
zhenzp
Fund MCP Server Claim 1
A Model Context Protocol server that provides access to a fund knowledge base. …
C 61 55 57 61 36 80 67
12427
Ayoub-etoullali
An MCP server that provides AI applications with a toolset for an Artificial Vi…
C 61 54 27 50 N/A 44 95 96
12428
jmeserve
sprout-mcp Claim 1
An MCP server that integrates the Sprout Social Public API with Claude and othe…
C 61 55 53 41 30 80 98
12429
k-lordbodin7
Enables real-time tracking of newly created liquidity pools on PancakeSwap DEX.…
C 61 55 48 41 46 82 93
12430
fahim-ux
Travel MCP Server Claim 2
A Model Context Protocol server that enables flight searching, booking, and pay…
C 61 54 45 57 N/A 27 82 89
12431
clarkemn
MCP server for asking questions about Prisma Cloud documentation
C 61 55 51 28 54 81 96
12432
kukapay
modbus-mcp Claim 1
An MCP server that standardizes and contextualizes industrial Modbus data.
C 61 54 45 35 N/A 43 95 91
12433
rainbowgore
Spot pre-launch products before they trend. Search the web and tech sites, extr…
C 61 66 78 70 0 48 81 89
12434
ashley-ha
MCP Browser Agent Claim
A browser automation agent that enables Claude to interact with web browsers th…
C 61 54 54 31 N/A 42 87 90
12435
sathwikabbaraju
MCP Server Claim
Manages query validation, database connection, and security for a system that t…
C 61 55 66 33 18 81 99
12436
yuogawaiic
Zotero MCP Server Claim
Integrates with Zotero's local API to search your reference library, retrieve b…
C 61 54 54 28 N/A 39 88 95
12437
rbctmz
mcp-server-strava Claim
Integration Strava API с Model Context Protocol SDK
C 61 55 66 33 51 81 73
12438
KronosWasTaken
Enables secure integration between GitHub and Jira with permission controls, al…
C 61 55 72 82 21 81 31
12439
WaiYanNyeinNaing
A minimal example server implementing the Model Context Protocol, providing add…
C 61 55 60 40 19 81 100
12440
bamada
nestjs-mcp Claim
NestJS module for seamless Model Context Protocol (MCP) server integration usin…
C 61 54 78 33 N/A 71 92 28
12441
jeong-sik
A server that enables AI models to access Kakao Map features (place search, add…
C 61 55 54 72 45 76 54
12442
baixianger
langchain-mcp Claim
LangChain/LangGraph/DeepAgents knowledge + LangGraph agent debugging (Polly-lik…
C 61 64 72 67 0 26 95 100
12443
0xCarbon
qt-mcp Claim 2
An MCP server for inspecting, debugging, and interacting with PySide6 desktop a…
C 61 54 45 26 N/A 58 92 89
12444
zig-wasm
Zig Docs MCP Claim
Provides up-to-date Zig standard library and builtin function documentation via…
C 61 64 84 31 0 69 88 100
12445
sunhuiowo
MCP_3 Claim
Provides paper search and management capabilities along with weather queries, d…
C 61 55 72 25 24 81 96
12446
highlight-ing
Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyz…
C 61 55 72 33 13 81 94
12447
ghchen99
A Model Context Protocol server that provides programmatic control over MuseSco…
C 61 54 51 22 N/A 50 94 91
12448
etruong42
Prometheus MCP Claim
A proof-of-concept Prometheus MCP server, which likely enables Claude AI to int…
C 61 54 58 32 N/A 38 87 89
12449
angrysky56
Project Synapse Claim 1
An MCP server that transforms text into knowledge graphs and autonomously gener…
C 61 55 61 30 40 81 95
12450
surya-madhav
MCP Web Tools Server Claim 2
A Model Context Protocol server that allows LLMs to interact with web content t…
C 61 55 63 28 32 82 95
Showing 12401–12450 of 56925 servers
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