MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45951
AbuAli85
A basic skeleton for building MCP servers with Supabase-based authentication, R…
N/A N/A
45952
parserelay
Enables document parsing into structured, confidence-scored fields via the scan…
45953
flyearth9981
A Model Context Protocol (MCP) server that enables seamless integration between…
N/A N/A
45954
studyreadbook4ever
This MCP server enables human-in-the-loop semantic labeling by creating self-co…
45955
gruzd1sok
admitad-mcp Claim
Enables AI assistants to browse Admitad affiliate programs, discover product fe…
45956
andreahaku
Brings OpenAI's GPT-5 capabilities to Claude Code with advanced reasoning, cost…
N/A N/A
45957
qchuchu
An unofficial MCP server that provides access to Spotify's Web API through the …
45958
lancedb
A basic serverless MCP server using LanceDB to store and retrieve documents via…
N/A N/A
45959
codewithadvi
Production-grade MCP server that enables AI assistants to access real-time fina…
N/A N/A
45960
oliverxuzy-ai
vault-mcp Claim
Enables personal knowledge management through Claude Desktop, allowing users to…
N/A N/A
45961
hnbc6667777
Enables searching Hoogle, the Haskell documentation search engine, for packages…
45962
devag7
MCP Server for Indian Options — Real-time option chains, Greeks, 34+ strategies…
45963
vocweb
Self-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and …
45964
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
N/A N/A
45965
bratcliffe909
Enables AI image and video generation using Segmind's API with 30+ models inclu…
N/A N/A
45966
mjbraun
Enables searching and retrieving detailed product specifications from McMaster-…
N/A N/A
45967
HaidarESBER
Enables AI agents to control a browser via MCP with structured perception, veri…
N/A N/A
45968
daedalus
mcp-sparql Claim
MCP server exposing SPARQL query functionalities for LLMs, enabling query execu…
45969
piatra-automation
Enhanced MCP server for sending native macOS notifications with terminal-notifi…
N/A N/A
45970
gigimento
MCP-based production monitoring agent for manufacturing OEE, providing real-tim…
45971
xuio
ltspice-mcp Claim
MCP server for automating LTspice on macOS, enabling simulation, schematic gene…
N/A N/A
45972
iflow-mcp
Enables AI-powered IDEs to perform SEO research including backlink analysis, ke…
N/A N/A
45973
jinseok19
mcp2 Claim
N/A N/A 95
45974
cakhiltej9001-source
Custom MCP server exposing an internet_search tool that fetches DuckDuckGo resu…
45975
deerajd
Enables LLM agents to find and safely delete duplicate files using content-base…
N/A N/A
45976
elkay182
Local-first MCP server for controlling a loopback ComfyUI instance from same-ma…
45977
mattattacks
A calorie tracking MCP server that processes food photos and text descriptions …
81
45978
thetime50
Operates Tencent Docs spreadsheet cells by reading boundaries, clicking, and in…
N/A N/A
45979
sigee-min
outline-mcp Claim
Connects MCP clients to Outline workspaces, enabling agents to safely read, upd…
45980
koshimazaki
UE Audio MCP Claim
Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise…
N/A N/A
45981
Mizstik
Enables retrieval of YouTube video transcripts/subtitles and titles using yt-dl…
N/A N/A
45982
mdnishath
wp-ultra-mcp Claim
Turns any WordPress site into an MCP server, allowing AI clients to directly co…
81
45983
clauxel
A paid remote MCP for ZeroID, built to return verdicts, receipts, usage logs, a…
45984
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
N/A N/A
45985
salutaris91
A lightweight, local MCP server for Mac that replicates a 3-stage LLM council w…
N/A N/A
45986 N/A N/A 95
45987
unstrike
Connects AI assistants to AttackForge's Self-Service API with full endpoint cov…
N/A N/A
45988
Harurow
Enables AI clients like Claude Desktop to search J-Quants API endpoints, get de…
N/A N/A
45989
maicFir
Provides LLMs with local filesystem operations (read/write files, list director…
N/A N/A
45990
medlag
Lets Claude read, create, update, and search records in an Airtable base using …
45991
ahays248
MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Cl…
N/A N/A
45992
pennydinh
MCP server that automates YouTube research by finding viral videos, analyzing t…
N/A N/A
45993
oilandgas
BasinVault Claim
BasinVault Sales MCP gives AI assistants accurate, up-to-date facts about Basin…
81
45994
jinto
A secure and efficient MCP server for MySQL database operations, enabling LLMs …
45995
deverseli800
Provides Claude with access to NYC public property data including property deta…
45996
chirag1749
MCP server for the Fund Tracking System, enabling agents to manage lending busi…
N/A N/A
45997
sanchezvivi
A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, …
N/A N/A
45998
Ayush-k-Shukla
Integrates with Gmail APIs to manage emails and labels, including sending, dele…
N/A N/A
45999
capad-xyz
searchts Claim
Enables AI agents to read any URL by using an escalating open-source unlocker t…
N/A N/A
46000
Ashuqwe
MCP server that connects AI assistants to Redash, enabling listing of assets, r…
N/A N/A
Showing 45951–46000 of 67197 servers
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