MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7951
a-yushko
MCP-CLIO Claim
Exposes Creatio CLI (CLIO) commands as tools for AI agents to manage Creatio en…
C 69 5⁄4 ◉ ⏳ 66 66 N/A 35 87 86
7952
aeon-seraph
A server that enables language models to perform web searches through SearXNG u…
C 69 5⁄5 ◉ ⏳ 72 100 — 38 81 38
7953
FranciscoYuster
mcp-skills ⚡ Claim
Integrates with the skills.sh ecosystem to allow AI coding agents to discover, …
C 69 5⁄5 ◉ ⏳ 56 61 — 58 78 96
7954
dayongd1
Enables secure file uploads to Amazon S3 with progress tracking and presigned U…
C 69 5⁄5 ◉ ⏳ 66 65 — 40 81 89
7955
alsonwangkhem
An MCP server that allows Claude and other MCP-compatible LLMs to interact with…
C 69 5⁄5 ◉ ⏳ 69 66 — 28 80 95
7956
in2out
Mattermost S MCP ⚡ Claim
Enables sending messages to Mattermost channels through webhooks via MCP protoc…
C 69 5⁄5 ◉ ⏳ 80 100 N/A 30 95 19
7957
caretdev
Execute SQL Query on InterSystems IRIS Do some monitoring and manipulations wit…
C 69 5⁄5 ◉ ⏳ 80 51 — 54 80 77
7958
MisterSandFR
Manage Supabase projects end to end across database, auth, storage, realtime, a…
C 69 5⁄5 ◉ ⏳ 86 41 N/A 31 80 98
7959
JMRussas
Ollama MCP Server ⚡ Claim
Exposes local Ollama instances as tools for Claude Code, allowing users to offl…
C 69 5⁄4 ◉ ⏳ 70 38 N/A 53 92 93
7960
PratyayRajak
Integrates task management with the Pomodoro Technique, enabling AI assistants …
C 69 5⁄5 ◉ ⏳ 86 75 N/A 25 95 43
7961
devashish234073
A simple Node.js MCP server that exposes three tools: greet for personalized me…
C 69 5⁄4 ◉ ⏳ 72 47 N/A 25 95 96
7962
MadhurToshniwal
Spotify MCP Server ⚡ Claim 1
Integrates Spotify with Claude to enable voice-controlled music playback, playl…
C 69 5⁄5 ◉ ⏳ 72 62 — 21 80 98
7963
socialneuron
mcp-server ⚡ Claim
52 MCP tools for AI social media: create, distribute, analyze, and optimize con…
C 69 5⁄5 ◉ ⏳ 90 0 N/A 96 72 97
7964
abutbul
Gatherings MCP Server ⚡ Claim 2
A Model Context Protocol server that helps track expenses and calculate reimbur…
C 69 5⁄5 ◉ ⏳ 75 53 — 46 74 95
7965
tvergilio
Enables AI assistants to search and query Lucene/NRTSearch indexes using natura…
C 69 5⁄5 ◉ ⏳ 78 52 — 27 81 95
7966
andy5566w
MCP E-commerce Server ⚡ Claim 1
A Model Context Protocol server that enables full CRUD operations for e-commerc…
C 69 5⁄5 ◉ ⏳ 51 60 — 53 83 100
7967
jenius-group
A server that enables control of smart home devices through the Jenius AI agent…
C 69 5⁄5 ◉ ⏳ 62 70 — 39 81 88
7968
Angry-Robot-Deals
ACE MCP Server ⚡ Claim
Implements Agentic Context Engineering to create self-improving AI coding assis…
C 69 5⁄5 ◉ ⏳ 84 42 — 49 81 84
7969
natomalabs
DBX Admin MCP ⚡ Claim 1
A Model Context Protocol server generated via the Postman MCP Generator that pr…
C 69 5⁄5 ◉ ⏳ 63 68 — 40 80 91
7970
ananddtyagi
A MCP server for taking screenshots of webpages to use as feedback during UI de…
C 69 5⁄4 ◉ ⏳ 51 71 N/A 45 87 91
7971
iramk11
Claude Data Buddy ⚡ Claim
Enables conversational analysis of CSV and Parquet files through natural langua…
C 69 5⁄4 ◉ ⏳ 76 52 N/A 19 95 92
7972
SauravPahadia
Enables access to Oura Ring health data including sleep patterns, activity metr…
C 69 5⁄5 ◉ ⏳ 66 65 — 26 81 98
7973 C 69 5⁄4 ◉ ⏳ 60 66 N/A 20 90 100
7974
jacksteamdev
A Model Context Protocol server that provides database interaction capabilities…
C 69 5⁄4 ◉ ⏳ 57 57 N/A 44 95 92
7975
inbarajaldrin
Enables creation and management of state/decision graphs using NetworkX, suppor…
C 69 5⁄4 ◉ ⏳ 78 56 N/A 24 87 90
7976
Arman-Kudaibergenov
BSL Atlas ⚡ Claim 1
An MCP server for 1C:Enterprise that provides AI assistants with access to conf…
C 69 5⁄4 ◉ ⏳ 51 48 — 66 92 92
7977
Hmbown
aleph ⚡ Claim
Skill + MCP server to turn your agent into an RLM. Load context, iterate with s…
C 69 5⁄5 ◉ ⏳ 76 33 N/A 86 81 75
7978
mhe8mah
WebP Batch Converter ⚡ Claim 1
An MCP server that enables batch conversion of images to WebP format with confi…
C 69 5⁄5 ◉ ⏳ 69 57 — 39 81 92
7979
amysatterlee
Facilitates retrieval of National Park Services data using the NPS API, allowin…
C 69 5⁄5 ◉ ⏳ 72 62 — 17 80 100
7980
HarshitRatan
A demonstration MCP server built in TypeScript that shows how to implement stdi…
C 69 5⁄5 ◉ ⏳ 74 57 — 23 81 100
7981
ConsentirDev
BuyICT MCP Server ⚡ Claim
Provides access to Australian Government ICT procurement opportunities from Buy…
C 69 5⁄5 ◉ ⏳ 78 91 — 21 81 56
7982
ai-protocols
Enables interaction with Real Canadian Superstore to extract order history, bro…
C 69 5⁄5 ◉ ⏳ 78 100 — 26 81 40
7983
openSVM
Provides access to Kalshi prediction market data with 23 tools for querying eve…
C 69 5⁄5 ◉ ⏳ 86 33 — 48 81 95
7984
kunwarmahen
Podman MCP Server ⚡ Claim
Enables AI tools to manage containerized applications through Podman, supportin…
C 69 5⁄5 ◉ ⏳ 78 53 — 21 81 99
7985
Savastane
Provides vehicle data scraping from keplaca.com through the Model-Context Proto…
C 69 5⁄5 ◉ ⏳ 84 100 — 21 81 39
7986
Nettention
Provides AI tools with access to ProudNet documentation through search, page re…
C 69 5⁄5 ◉ ⏳ 94 75 N/A 22 95 38
7987
CarmeloRicarte
GitLab MCP Server ⚡ Claim
Enables AI assistants to interact with GitLab for managing projects, branches, …
C 69 5⁄5 ◉ ⏳ 78 47 — 30 81 100
7988
zhdenny
Enables intelligent cocktail discovery and recipe retrieval from Bar Assistant …
C 69 5⁄5 ◉ ⏳ 84 40 — 43 81 93
7989
J-Gal02
ClickSend MCP Server ⚡ Claim 1
This server enables AI models to send SMS messages and initiate Text-to-Speech …
C 69 5⁄5 ◉ ⏳ 78 45 — 37 81 96
7990
jcvalerio
MoneyWiz MCP Server ⚡ Claim 1
A Model Context Protocol server that provides AI assistants like Claude with se…
C 69 5⁄4 ◉ ⏳ 63 56 N/A 37 95 91
7991
Jakedismo
Aggregates multiple MCP servers behind a single, secure endpoint with unified t…
C 69 5⁄5 ◉ ⏳ 90 27 — 44 81 100
7992
shreyaskarnik
A Model Context Protocol server that provides Claude and other LLMs with read-o…
C 69 5⁄5 ◉ ⏳ 63 55 — 46 82 100
7993
boostspace
Integrator MCP Server ⚡ Claim 1
A Model Context Protocol server that allows AI assistants to invoke and interac…
C 69 5⁄5 ◉ ⏳ 71 65 — 62 80 66
7994
SDILogin
Claude MCP server that enables secure access to browse and read Android project…
C 69 5⁄4 ◉ ⏳ 70 37 N/A 40 94 100
7995
kinmeic
Roundtable Claim 1
A multi-role AI discussion system that enables users to manage diverse AI perso…
C 69 5⁄5 ◉ ⏳ 84 50 — 43 80 80
7996
linxule
Vox MCP ⚡ Claim 3
Enables MCP clients like Claude Code and Cursor to use multiple AI models (Gemi…
C 69 5⁄4 ◉ ⏳ 96 41 N/A 75 62 69
7997
n1byn1kt
ApiTap ⚡ Claim 1
MCP server that turns any website into an API by capturing or importing API end…
C 69 6⁄4 ◉ ⏳ 96 72 0 69 90 89
7998
koundinya
Zendesk MCP Server ⚡ Claim
A server implementation that provides Claude AI with the ability to interact wi…
C 69 5⁄5 ◉ ⏳ 54 70 — 45 76 100
7999
Kyoungwoong
Discover top contributors by file, branch, or PR area to route reviews and clar…
C 69 5⁄4 ◉ ⏳ 70 35 N/A 53 95 94
8000
1yhy
Figma MCP Server ⚡ Claim 1
A Model Context Protocol server that integrates Figma design files with AI codi…
C 69 5⁄5 ◉ ⏳ 45 66 — 69 82 89
Showing 7951–8000 of 69052 servers
« Prev 1 … 158 159 160 161 162 … 1382 Next »