MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12301
highlight-ing
Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyz…
C 61 55 72 33 13 81 94
12302
abuttoncc
A tool server that enables large language models to directly access and utilize…
C 61 54 60 33 N/A 42 95 75
12303
clarkemn
Prisma Cloud Docs Claim 1
Provide fast and efficient search access to Prisma Cloud's official documentati…
C 61 55 51 28 N/A 54 81 96
12304
hannesj
openapi-schema Claim 1
OpenAPI Schema Model Context Protocol Server
C 61 55 65 31 24 86 93
12305
PlenishAI
Connects Claude to the Ashby ATS to manage the hiring pipeline through natural …
C 61 55 90 0 30 82 97
12306
k-lordbodin7
Enables real-time tracking of newly created liquidity pools on PancakeSwap DEX.…
C 61 55 48 41 46 82 93
12307
jeong-sik
A server that enables AI models to access Kakao Map features (place search, add…
C 61 55 54 72 45 76 54
12308
jootsuki
Backlog MCP Server Claim 3
An MCP server that connects to Backlog API, providing functionality to search, …
C 61 55 57 67 22 78 72
12309
koseha
API MCP Server Claim 1
A Model Context Protocol server that provides basic tools for arithmetic operat…
C 61 54 63 50 N/A 27 95 59
12310
mcp-ag2
Giphy MCP Server Claim
This is an auto-generated Multi-Agent Conversation Protocol server that enables…
C 61 55 60 45 21 81 91
12311
16Coffee
A Model Context Protocol server providing comprehensive financial data from Yah…
C 61 54 45 43 N/A 43 90 87
12312
infinitimeless
An MCP server that allows Claude to interact with local LLMs running in LM Stud…
C 61 54 57 28 N/A 21 95 100
12313
arebury
Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, …
C 61 66 78 72 0 51 81 86
12314
swoiow
Database MCP Claim
Enables interaction with MySQL and PostgreSQL databases through separate plugga…
C 61 55 54 55 16 81 91
12315
arjunkmrm
Facilitates real-time access to Singapore's Land Transport Authority (LTA) tran…
C 61 66 96 67 0 19 81 89
12316
catwhisperingninja
Discover crypto trading pairs across supported chains on DexScreener. Fetch up-…
C 61 66 78 70 0 49 80 90
12317
jezweb
Provides comprehensive management of OpenAI Vector Stores, allowing AI assistan…
C 61 66 84 72 0 29 81 91
12318
bithou
A tool that allows deployment of a Model Context Protocol server on Cloudflare …
C 61 55 48 66 21 81 82
12319
BIFROTEK-com
Docker-deployable server that enables interaction with Supabase databases via H…
C 61 64 90 46 0 52 95 81
12320
ACSGenUI
Enables access to AEM block metadata by reading structured information from blo…
C 61 54 56 25 N/A 28 95 100
12321
jjyaoao
Weather MCP Server Claim
Provides real-time weather information for 12 major Chinese cities and global l…
C 61 55 54 30 52 81 94
12322
henihaddad
GCP MCP Claim
Enables managing Google Cloud Platform resources through natural language comma…
C 61 55 60 43 28 74 96
12323
2022124030jc
Date-MCP Server Claim
A Model Context Protocol service that handles date and time conversions for Chi…
C 61 55 54 55 22 83 85
12324
auto-browse
Unbundle OpenAPI Specs MCP
C 61 55 68 82 41 81 20
12325
pl974
Enables interaction with the Internet Archive's Wayback Machine to save web pag…
C 61 66 78 66 0 47 81 97
12326
nabossha
Provides Swiss weather forecast data, allowing users to search for Swiss locati…
C 61 55 66 82 46 80 21
12327
eugenregehr
octoboost Claim
Analyze multiple URLs with categorized SEO / GEO checks and scored results.
C 61 64 84 65 0 32 83 94
12328
kukapay
tornado-cash-mcp Claim 1
An MCP server that tracks Tornado Cash deposits and withdrawals to reveal hidde…
C 61 55 45 42 40 80 100
12329
PaulGG-Code
Streamline ethical security testing with a curated set of Kali-based reconnaiss…
C 61 54 68 38 N/A 19 95 74
12330
ahmedmustahid
PostgreSQL MCP Server Claim 1
A Model Context Protocol server providing dual transport (HTTP and Stdio) acces…
C 61 55 57 43 33 78 91
12331
hongsw
A Model Context Protocol (MCP) server that allows AI agents like Claude to inte…
C 61 66 72 72 0 58 77 91
12332
diegofornalha
MCP-Server-TESS Claim 1
A Model Context Protocol server that enables integration with the TESS API, all…
C 61 55 63 42 23 80 92
12333
warpmetrics
Connects AI assistants to Warpmetrics telemetry data to monitor AI agent perfor…
C 61 64 84 43 0 53 95 94
12334
ahtishamdilawar
Connects AI assistants to the FAST-NUCES Flex Student Portal, enabling students…
C 61 54 54 38 N/A 24 91 96
12335
MarcoAR1
BotUyo MCP Server Claim
Enables the creation and management of BotUyo AI agents directly from MCP-compa…
C 61 55 88 0 38 81 95
12336
leaveanest
Enables access to SORACOM IoT platform data including Harvest sensor data, file…
C 61 55 54 42 47 81 81
12337
aptos-labs
Aptos NPM MCP Claim 1
Enables users to manage API keys and perform Aptos Build actions through MCP-co…
C 61 55 56 82 31 81 45
12338
watamoo
Enables solving crossword puzzles by loading grid and clue files, registering c…
C 61 54 48 41 N/A 42 95 77
12339
anishadesai5
Pokemon MCP Server Claim
Enables users to fetch detailed Pokémon data, build tournament squads, and simu…
C 61 55 62 31 30 81 97
12340
smhajimirzaei
An intelligent continuous integration server that provides automated Python cod…
C 61 55 60 31 37 81 93
12341
tunamsyar
A demo MCP server that enables users to interact with various tools through nat…
C 61 54 68 31 N/A 16 95 85
12342
cutalion
Yonote MCP Server Claim
Provides API tools to interact with Yonote documents and collections, serving a…
C 61 55 68 35 22 81 90
12343
NitinUdasin
MCPServerDemo Claim
A demonstration server that implements JSON-RPC 2.0 methods for basic arithmeti…
C 61 54 54 30 30 89 100
12344
intigration
OPC UA MCP Server Claim
Connects AI agents to OPC UA-enabled industrial systems for real-time monitorin…
C 61 55 54 33 44 80 98
12345
yunuscan
Enables AI clients to interact with and control the Unity Editor through a Pyth…
C 61 54 54 27 N/A 27 95 99
12346
ghchen99
A Model Context Protocol server that provides programmatic control over MuseSco…
C 61 54 51 22 N/A 50 94 91
12347
Saidiibrahim
search-papers Claim 1
An MCP server to search papers from arXiv
C 61 66 73 66 0 49 82 97
12348
Whitemarmot
markly Claim
Add text or logo watermarks to images via the Markly.cloud API. Batch supported.
C 61 64 72 66 0 51 83 94
12349
ilylty
JupyterMCP Claim
A Model Control Protocol (MCP) server that enables remote programmatic control …
C 61 55 66 38 16 81 93
12350
ChrisLAS
PodHome MCP Server Claim 1
An MCP server that integrates with the Podhome API to manage multiple podcast s…
C 61 55 45 38 48 82 97
Showing 12301–12350 of 33745 servers
« Prev 1 245 246 247 248 249 675 Next »