MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50951
soapboxbuild
arcadia-mcp Claim
Connects to 7,000+ utilities to surface bill data, interval meter readings, and…
50952
soapboxbuild
arcadia-mcp Claim
Connects to 7,000+ utilities to surface bill data, interval meter readings, and…
50953
FilippTrigub
Enables AI assistants to read, write, and manage Google Sheets spreadsheets thr…
50954
ToxMCP
Public MCP endpoint for physiologically based pharmacokinetic (PBPK) simulation…
N/A N/A
50955
softvoyagers
ogforge-api Claim
Free Open Graph image generator API with themes, Lucide icons, and custom layou…
95
50956
dagamon
helm-mcp Claim
MCP server exposing the HELM dashboard REST API as tools for managing services,…
N/A N/A
50957
Tianqi-Bu
threadwork Claim
A multi-agent collaboration tool for Claude Code that supports hot-swappable ro…
N/A N/A
50958
lazniak
Integrates the inFakt API with Claude AI, enabling management of invoices, clie…
50959
yjhann33-design
Enables LLM agents to access Korean stock market data including DART disclosure…
50960
htminuslab
Connects AI assistants to Siemens Questa Visualizer, enabling natural language …
N/A N/A
50961
kkaminsk
Enables AI agents to interact with Google NotebookLM through browser automation…
N/A N/A
50962
gregorwolf
MCP server for querying SAP Cloud ALM ITSM installations. Enables retrieval, fi…
N/A N/A
50963
nourelhoudaas
An MCP server that enables AI agents to evaluate candidate-job fit by calculati…
N/A N/A
50964
WAINUTAI
NL-GOV-MCP Claim
Unifies 24 Dutch public-sector data sources into a single MCP interface, enabli…
N/A N/A
50965
shashaankreddy
Provides documentation lookup and search capabilities for FiveM development, in…
81
50966
rgarcia
Exposes YNAB API endpoints as MCP tools, allowing AI assistants to manage budge…
50967
sebastiancoombs
fpds-mcp Claim
MCP server for querying U.S. Federal Procurement Data System (FPDS-NG) to searc…
50968
harrisonfaulkner
canbus-mcp Claim
A CAN bus reverse engineering MCP server for Claude Code that lets Claude read,…
N/A N/A
50969
piyushgupta53
Provides a standardized interface for interacting with WhatsApp through the Gre…
50970
ReallyArtificial
engram Claim
An MCP server that stores atomic facts extracted from text, links them to entit…
N/A N/A
50971
arunkumars-mf
Enables interaction with z/OS mainframe systems via FTP, including dataset list…
50972
RevinFedor
docs_search Claim
Enables AI agents to search project documentation via a semantic index, returni…
N/A N/A
50973
serenmind
A standalone MCP server for exploring the weclapp REST API v2, providing offlin…
50974
Donovoi
X-Ways MCP Claim
Enables triage, installation validation, and controlled automation of X-Ways Fo…
N/A N/A
50975
TrackingTime
Connects AI assistants to TrackingTime for querying time entries, projects, tas…
50976
AiAgentKarl
Provides access to worldwide labor market data including unemployment, wages, a…
50977
Bit-Aura
An air-gapped, edge-native, deterministic translation layer that ingests raw De…
N/A N/A
50978
opestro
Provides tools for AI assistants to interact with a WooCommerce store, enabling…
50979
rusty4444
shiori-mcp Claim
Enables interaction with Shiori, a self-hosted bookmark and read-it-later manag…
50980
alphaelements
handoff-mcp Claim
Provides persistent memory for AI coding agents across sessions by saving and l…
N/A N/A
50981
pmkasion
sssasd123 Claim
N/A N/A 95
50982
junainfinity
ZeroFuse Claim
An MCP server that enables agents to automate refusal direction removal from op…
N/A N/A
50983
Hsky16
Enables to search Yahoo! Real-time Search for recent posts, images, videos, etc…
50984
revodatanl
Access your Databricks workspace through Claude and other LLMs. Query Unity Cat…
50985 N/A N/A 95
50986
unipds-engenharia-de-ia-aplicada
A curated list of original projects built by students of the UNIPDS Software en…
N/A N/A
50987
valuein
valuein.biz Claim
Institutional-grade SEC financial data for AI agents — in one line of config. …
81
50988
pp-szkolenia
Enables AI agents to scrape job offers and filter them based on user-defined cr…
N/A N/A
50989
ia23a-lachnita
ui-diff-mcp Claim
Enables comparison of mobile app screenshots against design mockups, with Calor…
50990 N/A N/A 95
50991
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
N/A N/A
50992
Oolab-labs
patchwork-os Claim
MCP bridge server for patchwork-os. Boots a stdio-HTTP bridge with MCP introspe…
50993
alpacahq
Enables AI agents to control Adobe After Effects for project inspection, compos…
N/A N/A
50994
hussainn7
mcp-vision Claim
A local autonomous AI agent that watches your screen, understands the visual la…
N/A N/A
50995
inngest
A Model Context Protocol server that provides AI coding agents with access to u…
N/A N/A 95
50996
tomschell
Auto-captures decision context from multi-agent workflows to preserve the 'why'…
N/A N/A
50997
gtrotter13
thewardn-mcp Claim
Governance wrapper for MCP servers that intercepts and evaluates every Claude t…
N/A N/A
50998
Aminetwiti
mcpgrowcrm2 Claim
N/A N/A 95
50999
bp46
A security interceptor for AI agents that mitigates prompt injections and data …
N/A N/A
51000
xiaobenyang-com
atlas-docs Claim
Discover and browse docs across libraries and frameworks. Search topics, skim h…
N/A N/A 95
Showing 50951–51000 of 57160 servers