MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30088
Scored
2112
Verified
16953
Complete

Last updated 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61901
antonpme
MCP server for integrating Claude AI with Google Workspace, enabling access to …
61902
dkfancska
lastfm-mcp Claim
An MCP server for the Last.fm API that enables LLM agents to access music data …
61903
istekapp
Enables AI assistants to interact with Istek API Client for managing workspaces…
N/A N/A 95
61904
FassihShah
Enables searching and comparing products across Pakistani e-commerce platforms …
61905
CSOAI-ORG
Time Tracker Ai tools for AI agents. Capabilities: start timer, stop timer, get…
N/A N/A
61906
MMaiero
Enables AI assistants to manage and monitor Eclipse Kura IoT gateways through t…
N/A N/A
61907
peak-agent
json-sanity Claim
Deterministic JSON validation and repair for AI agents. Validates, repairs, sch…
61908
felix-windsor
A Model Context Protocol server that enables semantic vector search over Obsidi…
N/A N/A
61909
LarsZilch
MCP server for managing tennis club member data from local CSV/Excel exports. P…
N/A N/A
61910
YounggheeJang
pumpbhp Claim
N/A N/A 95
61911
InstantMCP
Search and retrieve LinkedIn ads effortlessly. Utilize powerful tools to find a…
N/A N/A 95
61912
freddy24-7
Exposes Spotify controls as MCP tools for playback, playlist management, and AI…
61913
Zw-awa
Shared SSH PTY runtime for MCP clients with viewer, input lock, async tracking,…
N/A N/A
61914
davidpanter
Provides systems thinking models as composable analysis lenses for architecture…
N/A N/A
61915
0xkohe
freee-hr-mcp Claim
Enables managing freee HR operations like employee data, attendance, leave, and…
61916
schrepa
Graft Claim
Enables building agent-ready APIs that expose tools as both HTTP and MCP endpoi…
61917
arthurperch
MCP server to control a Flask application and optimize AWS costs, providing too…
N/A N/A
61918
FoundryNet
x402 LLM proxy + data-enriched analysis (17 sources) + TimesFM predictive IoT i…
61919
SwarupRavi
Analyzes file access times, duplicates, and sizes to identify rarely used files…
N/A N/A 95
61920
hellovarun91
Brainstorm MCP Claim 1
An MCP server that connects Claude to Google Sheets for enhanced brainstorming …
81
61921
vaibhavkkk
A Model Context Protocol server for AI persona management with JIRA integration…
N/A N/A
61922
darcycui
A Python-based MCP server that predicts tomorrow's weather. It can be used remo…
N/A N/A
61923
mova-compact
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
N/A N/A 70
61924
casterkay
Syncs AI conversations from multiple platforms to local Markdown files for your…
N/A N/A
61925
colobas
Enables LLM clients to browse and query your Zotero library through tool calls.…
N/A N/A 95
61926
yigitkonur
Enables AI assistants to perform comprehensive research by searching Google, mi…
81
61927
SoluDevTech
Multi-modal RAG service exposing a REST API and MCP server for document indexin…
61928
nvrunx
A Model Context Protocol (MCP) server for ScrapingDog API that provides compreh…
61929
cuongph-dev-work
jira-run-mcp Claim
An MCP server for Jira 8 that enables SSO-authenticated issue management, work …
N/A N/A
61930
tchoupoGuy
basic-mcp Claim
A Model Context Protocol server that exposes tools and resources for fetching G…
61931
helloSobuj
genmem Claim
A local-first MCP server that gives AI assistants long-term memory by storing, …
N/A N/A
61932
Hejun1998
Enables AI tools like Claude Code and Codex CLI to read and write serial port d…
N/A N/A
61933
ncukondo
MCP server for searching PubMed scientific articles using NCBI E-utilities API.…
61934
gcsebas99
Provides AI coding assistants with on-demand access to component specs, test sc…
N/A N/A
61935
isagelswann
Find GitHub implementations of arXiv research papers — paper lookup, ranked cod…
N/A N/A
61936
Nareshdevelop
Adds fdl-mcp-server — published on npm at https://www.npmjs.com/package/fdl-mcp…
61937
jameselkins
artemis-mcp Claim
Enables interaction with the Artemis API to retrieve crypto token metrics and g…
N/A N/A
61938
Master0fFate
ForLoop MCP Claim
Enables AI harnesses to run iterative loops on code repositories with built-in …
N/A N/A 95
61939
binnapro
Enables Claude Code to interact with Bear notes on macOS, supporting create, se…
N/A N/A
61940
weetime
Enables interacting with Prometheus through MCP for querying metrics, series, a…
61941
ChangooLee
mcp-kr-g2b Claim
Enables AI assistants to query and analyze Korean public procurement data from …
61942
Garu-Pagamentos
garu-mcp Claim
An MCP server for the Garu payment platform. Create charges, manage customers, …
61943
Le-dawn
基于高德地图API的MCP天气预报服务器,提供中国城市的实时天气和天气预报查询功能。
61944
swamy.fwd
av1 Claim
N/A N/A 95
61945
justfortytwo
A semantic-memory MCP server that stores text 'memories' with provenance and en…
N/A N/A
61946
staffdill
observe-mcp Claim
An MCP server for querying Observe.com logs using OPAL, with tools for dataset …
61947
Rumblingb
Captures webpage screenshots via ScreenshotOne API, offering desktop, mobile, a…
61948
Mfrostbutter
Enables interaction with ConnectWise Manage through 45 tools across Service, Op…
61949
olk
mem0-mcp Claim
MCP protocol server exposing Mem0 AsyncMemory API for AI agent context retention
61950
Perufitlife
postwire-mcp Claim
Smart Distribute: one prompt → the best native post per platform, then publish …
N/A N/A
Showing 61901–61950 of 62098 servers