MCP Server Quality Scores

Independent quality analysis of 68784 public MCP servers

68784
Discovered
→
33563
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68601
KingsleyLeung03
PowerGPT Claim
A remote MCP server deployed on Cloudflare Workers that provides deterministic …
— ○ ⏳ — — — — — —
68602
softallice
A Model Context Protocol (MCP) server that provides browser automation capabili…
— ○ ⏳ — N/A N/A — — —
68603
codepeel
Enables AI agents to review code diffs for bugs, security issues, and bad patte…
— ○ ⏳ — — — — — —
68604
d11r
servo-mcp Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
— ○ ⏳ — N/A N/A — — —
68605
yangyue1974
kobox Claim
Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, …
— ○ ⏳ — N/A N/A — — —
68606
BACH-AI-Tools
echo Claim
A simple MCP server that echoes back any input message. Useful for testing MCP …
— ○ ⏳ — — — — — —
68607
joescaos
Provides current weather conditions and forecasts for any location using the Op…
— ○ ⏳ — — — — — —
68608
felixkwasisarpong
Incident Triage MCP is a Model Context Protocol (MCP) server for incident triag…
— ○ ⏳ — — — — — —
68609
sandeep-alluru
AgentDelta Claim
Agent trace diff and prompt regression detection — compares two agent runs to f…
— ○ ⏳ — N/A N/A — — —
68610
stratosphereips
Enables natural language interaction with Zotero libraries, allowing users to s…
— ○ ⏳ — N/A N/A — — —
68611
epilande
An MCP server that provides real-time information access using Google Gemini's …
— ○ ⏳ — — — — — —
68612
FromtendLeap
A Model Context Protocol server that enables Claude and other AI assistants to …
— ○ ⏳ — — — — 81 —
68613
parthhimself0
Enables searching products, browsing categories, checking gold rates, tracking …
— ○ ⏳ — — — — — —
68614
InvoiceXML
InvoiceXML Claim
Create, validate, convert & extract compliant e-invoices (UBL, Factur-X, ZUGFeR…
— ○ ⏳ — — — — — —
68615
SSShogunn
Lens MCP Claim
Provides browser-grade web access by rendering pages to markdown, taking screen…
— ○ ⏳ — N/A N/A — — —
68616
ddsky
Enables AI assistants to search for recipes, get nutritional information, find …
— ○ ⏳ — — — — — —
68617
AiAgentKarl
Enables AI agents to create, compare, and track purchases with structured buyin…
— ○ ⏳ — N/A N/A — — —
68618
jommar
Enables AI agents to explore MySQL database schemas and execute read-only queri…
— ○ ⏳ — — — — — —
68619
deepujain
Provides a document database with search, retrieval, and creation tools, and a …
— ○ ⏳ — N/A N/A — — —
68620
sandeep-alluru
Polaroid Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
— ○ ⏳ — — — — — —
68621
kilwizac
Enables search and lookup of SolidWorks API documentation, including methods, i…
— ○ ⏳ — N/A N/A — — —
68622
patrickoleary
vtkapi-mcp Claim
An MCP server that validates VTK Python code by checking class and method exist…
— ○ ⏳ — N/A N/A — — —
68623
chrisdonahue
pd-mcp Claim
Enables agentic interaction with vanilla Pure Data by providing tools for live …
— ○ ⏳ — N/A N/A — — —
68624
lincalinca
Read-only MCP server that connects AI clients to Crescender's school asset, loa…
— ○ ⏳ — — — — — —
68625
sichengchen
Provides over 50 tools across 14 categories for accessing Ohio State University…
— ○ ⏳ — — — — — —
68626
mindfullabai
Tracking MCP Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
— ○ ⏳ — N/A N/A — — —
68627
StaryMoon
Local-first MCP-style code memory for research repositories: enables file searc…
— ○ ⏳ — N/A N/A — — —
68628
ben-2wnm
AI memory layer for fractional CMOs managing multiple clients. Each client gets…
— ○ ⏳ — N/A N/A — 95 —
68629
YoshiaKefasu
Enables ChatGPT/Codex to read, search, and edit files in a single allowed folde…
— ○ ⏳ — N/A N/A — — —
68630
MohamedElashri
An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files.
— ○ ⏳ — — — — — —
68631
dsbissett
MCP server for Office add-ins via WebView2/CDP. Provides excel.*, page.*, and a…
— ○ ⏳ — N/A N/A — — —
68632
duelist2021jp
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
— ○ ⏳ — N/A N/A — — —
68633
Kallows
A Python-based server allowing seamless integration with JIRA for managing and …
— ○ ⏳ — N/A N/A — 95 —
68634
yuandeshoulian
mcp-local-fetch Claim 1
MCP server for fetching web pages without robots.txt restrictions, supporting a…
— ○ ⏳ — N/A N/A — 95 —
68635
jeffereychown-Max
mcp-archive Claim
Provides tools to archive URLs, retrieve clean readable text from Wayback Machi…
— ○ ⏳ — — — — — —
68636
CSOAI-ORG
Fleet-wide shared rate limiter for A2A + multi-MCP deployments. Most MCP server…
— ○ ⏳ — — — — — —
68637
Capmus-Team
supost-mcp Claim
Search listings, message posters, and create drafts on SUpost, the marketplace …
— ○ ⏳ — — — — — —
68638
kkeeling
Enables AI assistants to manage Zoho Books accounting tasks such as invoices, c…
— ○ ⏳ — — — — — —
68639
stianasoren
A local MCP server that lets Claude fetch data from your Steam game library via…
— ○ ⏳ — N/A N/A — 95 —
68640
sjgant80-hub
MCP server for foldkit, exposing 7-prime spine, κ-bands, and fold operations as…
— ○ ⏳ — N/A N/A — — —
68641
velt-js
Provide AI assistants and MCP clients with detailed analytics data about organi…
— ○ ⏳ — N/A N/A — 95 —
68642
gregpriday
A read-only MCP server providing structured code planning and review tools (tec…
— ○ ⏳ — N/A N/A — — —
68643
Flightmussy
atlas Claim
The world railway atlas as MCP tools: 744+ legendary train routes, night trains…
— ○ ⏳ — — — — — —
68644
BigfootACA
Linkr KVM MCP Server exposes Radxa Linkr KVM controls through the Model Context…
— ○ ⏳ — — — — — —
68645
kkaminsk
Enables AI agents to interact with Google NotebookLM through browser automation…
— ○ ⏳ — N/A N/A — — —
68646
kieksme
MCP server for Hashnode GraphQL API to create drafts, publish posts, and manage…
— ○ ⏳ — — — — — —
68647
iorcunyilmaz
Enables AI agents to render native-looking floating dialogs and forms on the us…
— ○ ⏳ — N/A N/A — — —
68648
thostetler
Enables LLMs to search astronomical literature, retrieve paper metadata, analyz…
— ○ ⏳ — — — — — —
68649
snoli2001
Enables read-only exploration and querying of Microsoft SQL Server databases th…
— ○ ⏳ — — — — — —
68650
beee003
axonn-mcp Claim
MCP server for Axonn, enabling access to US energy regulatory filings, real-tim…
— ○ ⏳ — — — — — —
Showing 68601–68650 of 68784 servers