MCP Server Quality Scores

Independent quality analysis of 64186 public MCP servers

64186
Discovered
30372
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61851
joepangallo
web-recon-agent Claim 1
Owned-target web security assessment MCP server for authenticated, high-frictio…
N/A N/A 95
61852
metatool-ai
A proxy MCP server that aggregates tools from multiple MCP servers and forwards…
61853
geo2004
Connects OpenAI Codex Desktop to QGIS Desktop for natural language GIS operatio…
N/A N/A
61854
hieudtr8
An MCP server for iOS simulator automation with reliable clipboard-based text i…
N/A N/A
61855
ncbo
A Model Context Protocol (MCP) server for interacting with the BioPortal API to…
N/A N/A
61856
mosandlt
Enables MCP clients to control Bosch Smart Home Cameras via natural language, i…
N/A N/A
61857
brightseth
vibe Claim
Social layer for Claude Code - DMs, presence, games between AI-assisted develop…
N/A N/A 95
61858
RetroRobAI
Authority-weighted memory graph for AI agents with conflict detection and seman…
N/A N/A
61859
ludoplex
MCP Server for Git operations, agent templates, and project utilities.
N/A N/A
61860
sean-bavo
TaxFormatter Claim
Parse crypto exchange CSVs and bank statement PDFs into clean, structured trans…
81
61861
MCP-Mirror
Enables MCP host applications to retrieve and process structured documentation …
81
61862
TCMPP-Team
Enables AI assistants to manage TCSAS miniprogram development tasks such as lau…
N/A N/A
61863
beatwad
Enables executing Python code, managing environments and packages, and performi…
61864
Skim MCP Server Claim 2
MCP server for Skim code transformation. Compresses code 60-95% for LLM context…
N/A N/A 81
61865
smallest-inc
MCP server for the Smallest AI platform that enables managing AI voice agents, …
61866
Shopify
dev-mcp Claim
Model Context Protocol (MCP) server that interacts with Shopify Dev.
86
61867
xs-mahbub
Connect any MCP-compatible AI assistant to your WordPress site running the WPCa…
61868
spajjuri.pro
vsfclubnew Claim
N/A N/A 95
61869
shape-network
Provides AI assistants access to Shape's onchain data including gasback distrib…
61870
TheJoshGriffith
ai-brain Claim
Enables AI assistants like Claude and Codex to read, write, search, and travers…
61871
asmisha
Search remote jobs, compare salaries, create alerts, and request user-confirmed…
61872
universal-mcp
Enables interaction with WhatsApp Business tools and services through a unified…
61873
alaarab
phren Claim
A persistent memory server for AI agents that stores findings, tasks, and patte…
N/A N/A
61874
StrategicDev
MCP server on Cloudflare Workers with OAuth login, enabling remote tool calls l…
61875
indroneelray
Enables fetching detailed Pokémon data from PokéAPI, including Pokémon info, ty…
61876
chexma
vibeMK Claim
Enables complete management of CheckMK monitoring environments through natural …
61877
pipeworx-io
Provides access to AlphaFold predicted protein 3D structures from EBI, enabling…
61878
vKongv
Enables controlling a local Chrome browser via MCP tools, using a Chrome extens…
N/A N/A
61879
RookiAi
Provides a tool for searching through YCombinator tweets using natural language…
61880
vkmech999
Instantly converts any running FastAPI application into an MCP server by parsin…
N/A N/A
61881
FormatixAI
mcp-server Claim
Branded talent docs: assessment reports, profiles, shortlists & proposals in DO…
N/A N/A
61882
trqhoang
Deploy a remote MCP server on Cloudflare Workers without authentication, with c…
61883
84emllc
A Model Context Protocol (MCP) server that connects AI assistants to the Asana …
61884
Ntzy123
Enables text-only AI models to analyze images via local Ollama multimodal model…
N/A N/A
61885 N/A N/A 95
61886
kev489
Enables Claude Code to delegate web research and image generation to ChatGPT vi…
N/A N/A
61887
NeoResearchAI
AI/ML engineering MCP server for Neo — submit tasks, track execution, and retri…
N/A N/A
61888
xue20010808
Enables exploration and search of local filesystems using glob pattern matching…
N/A N/A 95
61889
PNg-HA
Enables reading images (diagrams, screenshots) directly via the model's own vis…
N/A N/A
61890
DIALLOUBE-RESEARCH
BTC Decision Terminal for agents. 25 credits/day + intro (~32). HOLD free. Pass…
61891
pepedd864
Agent Sense Claim
Provides AI agents with environmental sensing capabilities including current ti…
N/A N/A 95
61892
haraldcb
Find sports bars showing live matches anywhere in the world. SportsBarWatch cov…
81
61893
lyz530
Provides an AI-driven four-stage software development workflow with role manage…
N/A N/A
61894
fastmcp-me
APIWeaver Claim
Dynamically creates MCP servers from web API configurations, enabling AI assist…
61895
zenjoy
An MCP server for domain management, enabling domain availability checks, bulk …
61896
LLiuZheng
strata Claim
N/A N/A 95
61897
robin-collins
m365-mcp Claim
Enables AI assistants to manage Microsoft 365 services like Outlook, Calendar, …
61898
kenn-kentonm
Enables web scraping of URLs, including extracting text, links, images, metadat…
61899
scottlz0310
Minimal MCP server for testing client support for resources/subscribe and notif…
61900
hir4ta
Persists Claude Code sessions to Notion as team memory, enabling queryable reca…
Showing 61851–61900 of 64186 servers