MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 10 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46851 |
mcp-sec-xbrl
Claim
Wraps the SEC EDGAR XBRL API to query financial data from SEC filings via natur…
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| 46852 |
mcp-devutils
Claim
Provides 45 developer utilities (UUID generation, hashing, JWT decoding, etc.) …
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| 46853 |
runeward
Claim
Governed execution cells for AI agents: Docker/K8s sandboxes with policy, audit…
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| 46854 |
PDD Shopping MCP
Claim
Enables searching, normalizing, and signal-analyzing products on Pinduoduo, wit…
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| 46855 |
vibops-mcp
Claim
VibOps MCP is the control plane between your AI agents and your GPU infrastruct…
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| 46856 |
Provides tools to check disk usage and search files by keyword on the local sys…
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| 46857 |
TokenFluid MCP Server
Claim
Enables AI assistants to safely interact with local code repositories through M…
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| 46858 |
focalboard-mcp
Claim
Enables MCP clients to read and manage boards, cards, comments, checklists, and…
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| 46859 |
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for e…
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| 46860 |
wot-mcp
Claim
Bridges Web of Things (WoT) devices to AI assistants via MCP, enabling discover…
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| 46861 |
Lunch Money MCP Server
Claim
Enables interacting with the Lunch Money personal finance API through MCP tools…
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| 46862 |
Argentina payments for AI agents — Mercado Pago wallet / cuotas via Mercado Pag…
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| 46863 |
immigration-mcp
Claim
MCP server for US immigration guidance — live Visa Bulletin, priority date chec…
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| 46864 |
japan-transit-mcp
Claim
Enables route planning and transit information retrieval for Japan using the pu…
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| 46865 |
Bug Bounty MCP Server
Claim
Provides Claude Code with access to a comprehensive bug bounty knowledge base i…
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| 46866 |
kiwoom-hts-dashboard
Claim
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| 46867 |
telegram-mcp-server
Claim
Enables Claude to interact with Telegram, including listing chats, reading mess…
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| 46868 |
penn-course-mcp
Claim
Enables course planning for University of Pennsylvania by searching the catalog…
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| 46869 |
Beeper Texts MCP Server
Claim
Local-only MCP server that exposes Beeper Texts data (messages, chats, contacts…
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| 46870 |
mcp-ai-workspace
Claim
Exposes document retrieval as an MCP tool, enabling LLMs to search a local vect…
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| 46871 |
adsb-mcp-server
Claim
Exposes real-time ADS-B aircraft data from a feeder, enabling natural language …
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| 46872 |
@openar/mcp
Claim
MCP server for Portuguese Parliament open data, enabling AI agents to access le…
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| 46873 |
Japan Operations OS for AI agents — 14 knowledge domains, 31 tools via REST+MCP.
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| 46874 |
WordPress MCP Server
Claim
Enables AI assistants to interact with WordPress blog systems for automated con…
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| 46875 |
Enables managing a personal quote collection with add, search, random, delete, …
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| 46876 |
MetaEngine
Claim
Spec-first code generation: OpenAPI, GraphQL, Protobuf, and SQL to typed client…
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| 46877 |
novyx-mcp
Claim
Persistent AI agent memory with rollback, audit trails, semantic search, and kn…
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| 46878 |
Gmail MCP Server
Claim
Production-ready MCP server for Gmail, enabling AI agents to search, read, send…
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| 46879 |
This server enables multi-agent conversations for interacting with Cirro's biol…
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| 46880 |
deepviews
Claim
Free financial data: company analysis, DCF, comps, benchmarks, screening. No AP…
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| 46881 |
Aseprite MCP Tools
Claim
A Python MCP server that gives AI assistants full control over Aseprite for cre…
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| 46882 |
Rendezvous
Claim
Matchmaking network for personal AI agents: private agent-to-agent compatibilit…
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| 46883 |
Enables AI assistants to conduct phone interviews, deliver notifications, and m…
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| 46884 |
Provides React design and rendering patterns from patterns.dev as MCP tools and…
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| 46885 |
Connects to Odoo ERP to provide comprehensive inventory analysis, including dem…
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| 46886 |
Shopify Partner Agent
Claim
Free, open-source MCP server that connects Claude to the Shopify Partner API. 2…
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| 46887 |
readhn
Claim
AI-native HackerNews MCP Server. Find HN content that matters with explainable …
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| 46888 |
android-device-mcp
Claim
Provides comprehensive Android device management capabilities through ADB, incl…
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| 46889 |
bettermemory
Claim
Memory for coding agents, checked against the filesystem and git before it is b…
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| 46890 |
Font Tools MCP
Claim
Enables AI agents to diagnose, modify, and validate OTF/TTF fonts interactively…
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| 46891 |
Accela MCP
Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
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| 46892 |
Arc Research
Claim
Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and…
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| 46893 |
tabby-mcp
Claim
Enables interaction with Tabby BNPL platform for managing checkout sessions, pa…
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| 46894 |
KDP Niche Research
Claim
Kindle niche intelligence (demand/competition/BSR/revenue) gated by x402 USDC o…
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| 46895 |
Kiota MCP
Claim
MCP server that exposes all Kiota CLI commands as MCP tools for API client gene…
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| 46896 |
MCP Workflow CLI Bridge
Claim
Acts as a unified dispatch hub for local coding agent CLIs, supporting capabili…
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| 46897 |
CrazyNinja Odds Devigger
Claim
Calculate conservative and alternative sports betting odds with expected value …
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| 46898 |
NCCN Monitor
Claim
Monitors all 92 NCCN clinical practice guidelines for version updates, download…
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| 46899 |
Award Flight Daily
Claim
Official Industry Standard MCP for Travel Awards, Points, and more. Search awar…
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| 46900 |
openzim-mcp
Claim
MCP server for reading and searching ZIM archives, optimized for single-user de…
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