MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 1 hour, 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54501 |
Ripple-MCP
Claim
A field-level semantic change impact analysis MCP server for Claude Code, enabl…
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| 54502 |
Roblox Executor MCP
Claim
Enables agents to interact with a running Roblox game client, execute Lua code,…
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| 54503 |
olx-pik-toolkit
Claim
MCP server for managing OLX.ba / PIK.ba shops, enabling listing management, cat…
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| 54504 |
3dspace-mcp-server
Claim
Converts OpenAPI specifications into MCP tools to access 3DSpace Engineering We…
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| 54505 |
Enables AI assistants to search for images on Wikimedia Commons, returning stru…
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| 54506 |
Starbase MCP
Claim
Enables interaction with Starbase OS CRM through natural language, allowing use…
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| 54507 |
up-law-mcp
Claim
A template for building legal MCP servers that enforces source citation to redu…
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| 54508 |
Scrutica
Claim
AI compute infrastructure intelligence: facilities, supply chains, sovereign AI…
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| 54509 |
openemr-wiki-mcp
Claim
A local-first MCP server that provides fast access to OpenEMR wiki pages, users…
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| 54510 |
Databricks MCP Server
Claim
A Model Context Protocol server that lets LLM clients answer business questions…
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| 54511 |
test-js
Claim
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| 54512 |
Atomic Mail
Claim
Programmable email inbox for AI agents — JMAP, PoW auth, stdio MCP server.
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| 54513 |
Claude MCP Server
Claim
Exposes Anthropic's Claude as 3 MCP tools (ask_claude, claude_analyze, claude_w…
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| 54514 |
Sales Dashboard
Claim
Enables interactive sales data exploration within Claude through a dynamic dash…
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| 54515 |
hermes-google
Claim
Enables Claude Code to manage Gmail, Google Calendar, and Google Drive via a de…
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| 54516 |
orphanet-link
Claim
An MCP server that enables querying rare-disease data from Orphanet, including …
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| 54517 |
swarm-mcp
Claim
An MCP server that exposes Swarm's fact reconciliation to AI agents, allowing t…
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| 54518 |
patchwork-mcp-server
Claim
Enables LLM agents to query Patchwork kernel patches, series, CI checks, and co…
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| 54519 |
KiroStats
Claim
Real-time credit usage and session tracking for Kiro IDE, reading from local st…
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| 54520 |
beacon
Claim
Enables AI agents to communicate with humans using notify and ask semantics, su…
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| 54521 |
Konnect
Claim
Bridges AI agents to a real browser using a persistent daemon and Chrome extens…
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| 54522 |
appflowy-mcp
Claim
A self-hosted, token-scoped Model Context Protocol server for AppFlowy. It give…
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| 54523 |
Image Process MCP Server
Claim
Enables image processing operations such as resizing, format conversion, croppi…
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| 54524 |
Competitive pricing, ads, SEO moves, launches, reviews, and daily market briefs.
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| 54525 |
Browser Bridge MCP
Claim
MCP server that gives AI coding assistants direct access to the browser — navig…
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| 54526 |
abacatepay-mcp
Claim
MCP server for integrating with Abacate Pay API, enabling management of custome…
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| 54527 |
pinterest-mcp-server
Claim
Enables AI agents to interact with the Pinterest API, allowing management of bo…
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| 54528 |
hello
Claim
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| 54529 |
Wraps the CourtListener API for real-time federal docket monitoring, with plugg…
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| 54530 |
agy-ui-mcp
Claim
Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision …
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| 54531 |
AI-powered text and URL summarization API for AI agents. Extract key points fro…
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| 54532 |
Futu Stock MCP Server
Claim
A Model Context Protocol server that integrates Futu OpenAPI, enabling AI model…
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| 54533 |
Enables safe, read-only interaction with Kubernetes clusters, allowing users to…
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| 54534 |
ynab-mcp-server
Claim
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| 54535 |
RentCast MCP Server
Claim
Wraps the RentCast API to search houses for sale, get valuations, rent estimate…
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| 54536 |
Service Economics
Claim
Free service management tools — playbooks, benchmarks, and instant service heal…
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| 54537 |
arc-devtools-mcp
Claim
MCP server enabling AI agents to control and inspect Chrome/Arc browsers via De…
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| 54538 |
sangsang-lite-mcp
Claim
An MCP server for analyzing creative ideas through a series of diagnostic tools…
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| 54539 |
telegram-mcp
Claim
An MCP server that connects to a Telegram group chat, persists messages to a lo…
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| 54540 |
mcp_hospirfq_processor
Claim
Exposes RFQ, travel, and hospitality operations as MCP tools backed by a GraphQ…
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| 54541 |
iiq-mcp
Claim
MCP server for SailPoint IdentityIQ 8.5 that enables searching and requesting r…
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| 54542 |
Provides image/vision support for OpenCode by routing images to any OpenAI-comp…
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| 54543 |
CRAG-MCP
Claim
A Model Context Protocol server that builds and queries a config-aware code gra…
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| 54544 |
MCP Tool Connector
Claim
Exposes search over internal documents and company lookup via authenticated API…
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| 54545 |
Puppet Master MCP Server
Claim
Provides 26 tools for Puppet Master framework operations including initializati…
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| 54546 |
Work-Timer
Claim
An MCP server for time tracking and billing that allows freelancers to control …
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| 54547 |
claude-switchboard
Claim
Enables teams to share context and messages between Claude Code sessions via a …
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| 54548 |
notion-mcp
Claim
MCP server for the Notion API with tools for managing pages, databases, content…
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| 54549 |
rules-mcp-server
Claim
MCP server providing interactive prompts for designing and reviewing microfront…
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| 54550 |
Augent
Claim
MCP server that turns any audio or video source into structured, searchable int…
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