MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52051
bdentech
ChiefLab Claim
Open execution contract for agents doing business work. 6 operators, one MIT-li…
52052
data-mindset
Enables generation of 25+ types of charts and data visualizations using AntV, i…
81
52053
wyre-technology
MCP server for Unitrends Backup — appliances, jobs, recovery points, replicatio…
52054
moshez
memcp Claim
Provides persistent memory for AI assistants like Claude, storing and retrievin…
N/A N/A
52055
racy
r324 Claim
N/A N/A 95
52056
Livshitz
mcp-github Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
52057
jherard-fr
Read-only bridge between Claude Code and Cursor on Windows. Exposes Cursor's lo…
N/A N/A
52058
ptbsare
Enables searching for WeChat official account articles through the Sogou WeChat…
52059
jg-cordeiro
MCP server to query public open data from Recife, Brazil using natural language…
N/A N/A
52060
eliotswank
json-sanity Claim
Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…
81
52061
jimmyracheta
ai-runtime-guard is an MCP server that sits between your AI agent and your syst…
N/A N/A 95
52062
ilyajob05
Provides strategic dialogue management and emotional de-escalation for customer…
N/A N/A
52063
MiguelsPizza
WebMCP Claim
Enables websites to expose JavaScript functions as MCP tools, allowing AI agent…
N/A N/A
52064
bhayanak
Enables AI assistants to explore player profiles, ratings, game archives, leade…
N/A N/A
52065
fozagtx
tonmcp Claim
N/A N/A 95
52066
zeplin
Connects AI agents to Zeplin to access component and screen specs, documentatio…
52067
NamedIdentity
A Cloudflare Workers-based server that implements the Model Context Protocol (M…
81
52068
PritamPatil2603
Enables AI assistants to extract and structure content from documents (PDFs, im…
N/A N/A
52069
mendableai
firecrawl Claim
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Curs…
86
52070
shanggqm
A collection of MCP servers providing medical calculation tools (eGFR, pregnanc…
N/A N/A
52071
giuliocapecchi
sound-mcp Claim
A server that enables agents to play notification sounds and desktop toasts, us…
N/A N/A
52072
kiyong2020
Enables AI agents to diagnose, modify, and validate OTF/TTF fonts interactively…
N/A N/A
52073
antonio-orionus
Enables AI agents to inspect, plan, download, and postprocess media from YouTub…
N/A N/A
52074
Eyalm321
dynadot-mcp Claim
MCP server for Dynadot API to manage domains, DNS, contacts, nameservers, folde…
52075
ai-research
Airesearch Claim
N/A N/A
52076
lihtness
gnomon-mcp Claim
Deterministic batch tools so LLM agents stop next-token-guessing dates and math…
N/A N/A
52077
srinivassrinu842
Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a compl…
52078
szimmer24-kx1h
154 governed tools: healthcare, finance, real estate, C-suite. Ed25519-signed. …
N/A N/A
52079
shannonbay
Conductor Claim
Provides a persistent hierarchical task tree for LLM agents, enabling them to d…
N/A N/A
52080
a.shkurenkov
gfhf Claim
N/A N/A 95
52081
ma-serra
MCP server for integrating with the Brazilian PJE judicial system via MNI and B…
52082
Shangri-la-0428
psyche-ai Claim
Emotional intelligence for AI agents: neurotransmitter mood, personality, empat…
N/A N/A 95
52083
rishapgandhi
Quick Design Claim
An MCP server that generates professional design artifacts (HTML, PDF, PPTX) in…
N/A N/A
52084
Brhiza
mingyu Claim
八字、紫微、星盘、六爻、梅花、奇门、大六壬、小六壬、塔罗、雷诺曼、灵签、择日一站式排盘,输出结构化提示词与数据。提供公开 API、MCP Server 与 s…
N/A N/A
52085
KilianSen
Human-in-the-loop MCP hub for Claude Code agents, enabling agents to ask questi…
52086
cap5192
merakimcp Claim
N/A N/A 95
52087
idobe2
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powere…
N/A N/A
52088
mrocker
cardzero-mcp Claim
Gives AI agents a smart-contract wallet on Base (USDC) with 10 stdio tools: cre…
52089
abhishek-Kumawa
Enables AI agents to manage Salesforce leads and permission sets via the MCP pr…
52090
Blyawon
MCP server that reads Tokens Studio design tokens from Figma and makes them ava…
N/A N/A
52091
SystemCraftsman
Command Line Interface for the Strimzi Kafka Operator
N/A N/A
52092
nyku
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
52093
arcAman07
Samantha Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
52094
rauls-kjarners
A lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Anti…
N/A N/A
52095
theNullP0inter
OdinMCP Claim
A distributed MCP server framework enabling scalable task execution across mult…
52096
MIMI180306
Gives Claude Code long-term memory that persists across sessions via hybrid BM2…
N/A N/A
52097
suddh123
Programmatic Tableau workbook (.twb/.twbx) generation. 47 MCP tools for charts,…
81
52098
ViperJuice
PMCP Claim
A single MCP server gateway that reduces context bloat by providing progressive…
52099
luckinbyte
gdbmcp Claim
Attaches to a running C++ process and exposes tools to inspect live memory via …
N/A N/A
52100
MatthewDavisAIArchitect
Knowledge coverage map and health score. Ingest docs into a governed knowledge …
Showing 52051–52100 of 54421 servers