MCP Server Quality Scores

Independent quality analysis of 64698 public MCP servers

64698
Discovered
30690
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38601
runwhen-contrib
Lets your coding agent talk to the RunWhen platform — workspace chat, issues, S…
38602
Jiashuz123
Enables Codex to delegate decision-making to an OpenAI reviewer for structured …
38603
MLMecham
eda-mcp Claim
Enables exploratory data analysis through an MCP server, allowing AI assistants…
N/A N/A
38604
naga-pavan12
MealOS Claim
Enables users to plan meals and place orders across Swiggy Food, Instamart, and…
N/A N/A
38605
Crawlora-org
crawlora-mcp Claim
Hosted MCP for structured public web data — 319 tools across search, maps, comm…
38606
chetyz
Enables Claude to interact with Salesforce for querying, modifying, and managin…
N/A N/A
38607
mathematic-inc
Earl Claim
Enables AI agents to safely interact with external services (HTTP, GraphQL, gRP…
38608
lancelin111
Enables AI assistants to automatically upload videos to Douyin (TikTok China) c…
N/A N/A
38609
Amit-confer
Enables interaction with Gmail through the Gmail API, allowing users to list, r…
81
38610
madhawar
MCP server for Xray Cloud test management that enables importing automation res…
38611
VladZh97
Storydoc Claim
Generate and manage Storydoc presentations from any MCP-compatible client.
38612
HelloThisWorld
Open Mind Claim
MCP server that builds a deterministic, source-traceable knowledge index of any…
N/A N/A
38613
BeckhamLabsLLC
kicad-jlcpcb Claim
Automates PCB design from idea to fabrication: sources JLCPCB parts, fetches pi…
N/A N/A
38614 N/A N/A 95
38615
saury1120
pdf-mcp Claim
Enables PDF document processing including text, image, and table extraction, as…
N/A N/A
38616
clickflow
clickflow Claim
ClickFlow is an AI-powered SEO platform that creates, optimizes, and tracks con…
N/A N/A 95
38617
aituberapp
Create AI-powered videos from any MCP-compatible client. Generate videos with A…
38618
JoeCardoso13
An MCP server that provides access to the Google Calendar API, allowing AI assi…
N/A N/A
38619
neverprepared
Converts Markdown files to Atlassian Document Format and publishes them to Conf…
38620
gallardo.kevin0
my-project Claim
N/A N/A 95
38621
Scormave
MCP server for structured access to Gramps Web genealogy data
N/A N/A
38622
kiwoongeom
gmc-mcp Claim
MCP server for Google Merchant Center, providing 126 tools to manage Google Sho…
38623
financialdatanet
mcp-server Claim
[FinancialData.Net](https://financialdata.net/) MCP server allows you to retrie…
N/A N/A 95
38624
voho
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to cha…
N/A N/A
38625
Semiotronika
LINZA Claim
Local-first MCP sidecar for Markdown artifacts, review intents, and supervised …
N/A N/A
38626
Translatize
mcp Claim
Read, search, edit and branch Translatize translation labels and fill missing t…
N/A N/A
38627
xiayangqun
A stdio MCP server that enables agents without native vision to ask an OpenAI-c…
N/A N/A
38628
toonPt0473
Enables Claude to drive the Antigravity agent by running prompts through the ag…
38629
juanchoabdon
ohmyself Claim
Exposes a personal markdown-based second brain (Obsidian-style) as an MCP serve…
38630
EtnaLabs
Enables natural language queries and management of databases and subscribed dat…
N/A N/A
38631
SpaceSorcerer
BioTrax Claim
Unified genomic track, peak, and sequence retrieval tool for ENCODE, ChIP-Atlas…
N/A N/A
38632
adambbhe
Enables access to TDX A-share financial data, including real-time quotes, K-lin…
38633
babelwrap
An MCP server that gives AI agents web browsing superpowers via the BabelWrap A…
N/A N/A
38634
skromesch
mcplogview Claim
Exposes configured log files as MCP tools, enabling agents to list, query, and …
38635
wudongjie
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
N/A N/A
38636
rstierli
Enables AI assistants to interact with FortiManager for centralized firewall po…
38637
axel-belfort
Text sentiment analysis API for AI agents. Analyze sentiment (positive/negative…
81
38638
kevinLiJ
An MCP server that enables fetching YApi interface details via a tool, allowing…
38639
lailai258
An MCP-only server that launches AI CLI tasks (Claude, Codex, Gemini, Forge, Op…
N/A N/A
38640
mdasiff
A production-ready MCP server that turns any MCP-compatible AI assistant into a…
38641
zeng-andrew
AT Bridge Claim
MCP server that enables AI assistants to debug IoT modules by sending AT comman…
N/A N/A
38642
Weavy-AI
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
38643
asumollo
Enable AI-driven creation and validation of Eagle CAD components by bridging Cl…
N/A N/A 95
38644
banananovej-chuan
A Model Context Protocol server for TrainingPeaks with an analytics focus — ena…
38645
thiagogbeier
Enables AI assistants and automation tools to manage Microsoft 365, Entra ID, a…
38646
cognis-digital
A local GeoGuessr-for-real-life: reads EXIF GPS and reasons over visual clues u…
N/A N/A
38647
calvarado2004
Verify-and-repair secure-coding harness that generates, hardens, audits, and sc…
N/A N/A
38648
abelce
CodePic Claim
AI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via M…
38649
citw2
saihm-memory Claim
Provides persistent, client-side-encrypted memory for AI coding assistants via …
38650
ryanleecode
Enables AI assistants to generate UI components and web interfaces from natural…
Showing 38601–38650 of 64698 servers
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