MCP Server Quality Scores
Independent quality analysis of 58691 public MCP servers
Last updated 2 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58601 |
simple_math
Claim
A simple MCP server that provides basic arithmetic operations like add and mult…
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| 58602 |
dakera-mcp
Claim
Decay-weighted vector memory for AI agents — 83 MCP tools: store, recall, searc…
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| 58603 |
weather
Claim
An MCP server that provides weather alerts and forecasts using the National Wea…
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| 58604 |
pdf2mcp
Claim
Turn any PDF folder into a searchable MCP server with semantic, hybrid, or keyw…
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| 58605 |
merch-connector
Claim
An MCP server that gives AI agents eyes on any e-commerce storefront, enabling …
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| 58606 |
boss-zhipin-mcp
Claim
Enables AI assistants to automate BOSS直聘 recruitment tasks including candidate …
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| 58607 |
pripera
Claim
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| 58608 |
vsc-mcp
Claim
Enables interaction with VSCode and its forks like Cursor and Windsurf, support…
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| 58609 |
forge-mcp
Claim
Prototype MCP server enabling coding agents to manage Amigo Agent Forge operati…
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| 58610 |
mcp-watchmode
Claim
Provides streaming availability data across 200+ services, including title sear…
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| 58611 |
extract-image
Claim
Extract and analyze images from files, links, and embedded images to understand…
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| 58612 |
Syncnox MCP Server
Claim
Enables AI agents to manage routes via Syncnox backend, with tools to add stops…
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| 58613 |
q402-mcp
Claim
Q402 — gasless payments on 10 EVM chains + CCIP bridge (eth/avax/arbitrum). San…
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| 58614 |
hephaestus-docker-power
Claim
Provides MCP tools for setting up and managing Hephaestus development environme…
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| 58615 |
api-payload-auditor
Claim
Cloudflare Workers MCP server: api-payload-auditor
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| 58616 |
Social Perks
Claim
Agent-native marketing platform: create campaigns, submit proofs, review submis…
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| 58617 |
Theta Health MCP
Claim
Theta Health MCP is a HIPAA-complaint intelligent memory layer for your health …
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| 58618 |
biopharma-catalyst-mcp
Claim
Enables biopharma catalyst research by aggregating signals from ClinicalTrials.…
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| 58619 |
MCP bridge for inter-session communication between Claude Code instances
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| 58620 |
Enable AI agents to interact with Reddit by reading posts, creating content, an…
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| 58621 |
Fetches YouTube video transcripts with timestamps and provides them to LLM agen…
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| 58622 |
Windchill MCP Server
Claim
Comprehensive MCP server for PTC Windchill PLM, providing 64+ tools across 7 ag…
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| 58623 |
accessibility-ai-mcp
Claim
accessibility-ai-mcp MCP server by MEOK AI Labs
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| 58624 |
algorithmaide-mcp
Claim
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
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| 58625 |
X API FastMCP Server
Claim
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
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| 58626 |
ai-readme-manager
Claim
A smart documentation system that helps AI assistants understand and follow you…
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| 58627 |
mcp-gera-persona
Claim
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
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| 58628 |
fabric-lakehouse-mcp
Claim
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
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| 58629 |
slackxmcp
Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
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| 58630 |
novada-mcp
Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
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| 58631 |
diamond
Claim
Enables AI assistants to search and read offline documentation from synced libr…
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| 58632 |
ContextKeeper MCP Server
Claim
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
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| 58633 |
Chrome Course MCP
Claim
Enables browsing and collecting course materials from Brightspace through Chrom…
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| 58634 |
Docker MCP
Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
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| 58635 |
codeindex
Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
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| 58636 |
cli-executor-mcp
Claim
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
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| 58637 |
brief-mcp
Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
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| 58638 |
Plugin Hub
Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
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| 58639 |
FrancoLabs
Claim
UX research platform: manage studies, browse templates, read responses and anal…
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| 58640 |
PandaDoc MCP Server
Claim
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
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| 58641 |
ShaBaas Pay MCP Server
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
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| 58642 |
wheelfor-mcp
Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
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| 58643 |
mcp-fractera
Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
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| 58644 |
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
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| 58645 |
pdfplumber MCP Server
Claim
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
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| 58646 |
secfinapi-mcp
Claim
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
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| 58647 |
MCP Products Server
Claim
Enables product management (add, fetch) through natural language using Claude D…
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| 58648 |
Wix Bookings MCP Server
Claim
Enables managing Wix Bookings courses and searching participants through the Wi…
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| 58649 |
obsidian-mcp
Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
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| 58650 |
Butterbase
Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
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