MCP Server Quality Scores
Independent quality analysis of 64698 public MCP servers
Last updated 2 hours, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38601 |
RunWhen Platform MCP
Claim
Lets your coding agent talk to the RunWhen platform — workspace chat, issues, S…
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| 38602 |
gpt-codex-handoff
Claim
Enables Codex to delegate decision-making to an OpenAI reviewer for structured …
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| 38603 |
eda-mcp
Claim
Enables exploratory data analysis through an MCP server, allowing AI assistants…
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| 38604 |
MealOS
Claim
Enables users to plan meals and place orders across Swiggy Food, Instamart, and…
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| 38605 |
crawlora-mcp
Claim
Hosted MCP for structured public web data — 319 tools across search, maps, comm…
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| 38606 |
Salesforce MCP Server
Claim
Enables Claude to interact with Salesforce for querying, modifying, and managin…
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| 38607 |
Earl
Claim
Enables AI agents to safely interact with external services (HTTP, GraphQL, gRP…
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| 38608 |
douyin-mcp-server
Claim
Enables AI assistants to automatically upload videos to Douyin (TikTok China) c…
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| 38609 |
Gmail MCP Server
Claim
Enables interaction with Gmail through the Gmail API, allowing users to list, r…
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| 38610 |
xray-cloud-mcp
Claim
MCP server for Xray Cloud test management that enables importing automation res…
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| 38611 |
Storydoc
Claim
Generate and manage Storydoc presentations from any MCP-compatible client.
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| 38612 |
Open Mind
Claim
MCP server that builds a deterministic, source-traceable knowledge index of any…
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| 38613 |
kicad-jlcpcb
Claim
Automates PCB design from idea to fabrication: sources JLCPCB parts, fetches pi…
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| 38614 |
testlocal_mcp1
Claim
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| 38615 |
pdf-mcp
Claim
Enables PDF document processing including text, image, and table extraction, as…
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| 38616 |
clickflow
Claim
ClickFlow is an AI-powered SEO platform that creates, optimizes, and tracks con…
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| 38617 |
AITuber MCP Server
Claim
Create AI-powered videos from any MCP-compatible client. Generate videos with A…
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| 38618 |
An MCP server that provides access to the Google Calendar API, allowing AI assi…
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| 38619 |
Converts Markdown files to Atlassian Document Format and publishes them to Conf…
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| 38620 |
my-project
Claim
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| 38621 |
Gramps Web MCP
Claim
MCP server for structured access to Gramps Web genealogy data
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| 38622 |
gmc-mcp
Claim
MCP server for Google Merchant Center, providing 126 tools to manage Google Sho…
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| 38623 |
mcp-server
Claim
[FinancialData.Net](https://financialdata.net/) MCP server allows you to retrie…
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| 38624 |
midi-composer-mcp
Claim
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to cha…
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| 38625 |
LINZA
Claim
Local-first MCP sidecar for Markdown artifacts, review intents, and supervised …
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| 38626 |
mcp
Claim
Read, search, edit and branch Translatize translation labels and fill missing t…
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| 38627 |
read-image-mcp
Claim
A stdio MCP server that enables agents without native vision to ask an OpenAI-c…
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| 38628 |
agy MCP Server
Claim
Enables Claude to drive the Antigravity agent by running prompts through the ag…
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| 38629 |
ohmyself
Claim
Exposes a personal markdown-based second brain (Obsidian-style) as an MCP serve…
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| 38630 |
Chakra MCP Server
Claim
Enables natural language queries and management of databases and subscribed dat…
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| 38631 |
BioTrax
Claim
Unified genomic track, peak, and sequence retrieval tool for ENCODE, ChIP-Atlas…
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| 38632 |
Enables access to TDX A-share financial data, including real-time quotes, K-lin…
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| 38633 |
babelwrap-mcp
Claim
An MCP server that gives AI agents web browsing superpowers via the BabelWrap A…
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| 38634 |
mcplogview
Claim
Exposes configured log files as MCP tools, enabling agents to list, query, and …
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| 38635 |
hourledger-mcp
Claim
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
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| 38636 |
FortiManager MCP Server
Claim
Enables AI assistants to interact with FortiManager for centralized firewall po…
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| 38637 |
Text sentiment analysis API for AI agents. Analyze sentiment (positive/negative…
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| 38638 |
yapi-mcp-server
Claim
An MCP server that enables fetching YApi interface details via a tool, allowing…
|
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| 38639 |
agent-bridge-mcp
Claim
An MCP-only server that launches AI CLI tasks (Claude, Codex, Gemini, Forge, Op…
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| 38640 |
A production-ready MCP server that turns any MCP-compatible AI assistant into a…
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| 38641 |
AT Bridge
Claim
MCP server that enables AI assistants to debug IoT modules by sending AT comman…
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| 38642 |
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
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| 38643 |
Enable AI-driven creation and validation of Eagle CAD components by bridging Cl…
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| 38644 |
TrainingPeaks MCP Server
Claim
A Model Context Protocol server for TrainingPeaks with an analytics focus — ena…
|
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| 38645 |
mcp-m365-mgmt
Claim
Enables AI assistants and automation tools to manage Microsoft 365, Entra ID, a…
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| 38646 |
locateanything
Claim
A local GeoGuessr-for-real-life: reads EXIF GPS and reasons over visual clues u…
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| 38647 |
secure-harness-mcp
Claim
Verify-and-repair secure-coding harness that generates, hardens, audits, and sc…
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| 38648 |
CodePic
Claim
AI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via M…
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| 38649 |
saihm-memory
Claim
Provides persistent, client-side-encrypted memory for AI coding assistants via …
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| 38650 |
Enables AI assistants to generate UI components and web interfaces from natural…
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