MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 1 hour, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47751 |
Residential proxy MCP for AI agents — geo-targeting, sticky sessions, anti-bot …
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| 47752 |
irail-mcp
Claim
Provides Belgian railway travel information via the iRail API, including statio…
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| 47753 |
Free — no API key required. Enrich by domain or name. Country, contacts, social…
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| 47754 |
scorton-mcp
Claim
MCP server for behavioral cybersecurity and AI risk scoring in financial workfl…
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| 47755 |
yandex-mail-mcp
Claim
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
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| 47756 |
groww
Claim
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| 47757 |
preflight
Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
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| 47758 |
GNews API MCP Server
Claim
Provides access to global news articles from over 60,000 sources through the GN…
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| 47759 |
Jimeng MCP Server
Claim
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
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| 47760 |
MCP Vector Memory
Claim
Provides AI coding agents with persistent, long-term memory through local seman…
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| 47761 |
devspace-memory-bridge
Claim
A non-invasive MCP bridge that makes DevSpace search tools memory-aware by augm…
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| 47762 |
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
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| 47763 |
Obriym CRM
Claim
Operate Obriym CRM from your AI assistant: leads, deals, orders, products, dash…
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| 47764 |
Rytnow MCP Server
Claim
Enables AI assistants to interact with Rytnow project management platform, supp…
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| 47765 |
CodeGraph
Claim
An MCP server that provides semantic code intelligence by pre-indexing codebase…
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| 47766 |
Fraud Detection MCP
Claim
AI-powered fraud detection and investigation platform that exposes tools for qu…
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| 47767 |
MCP Inflow Ingredients
Claim
Enables AI assistants to interact with Inflow Inventory API for managing ingred…
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| 47768 |
A demonstration MCP server that simulates server management actions for Contabo…
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| 47769 |
XLMCP
Claim
Enables Claude Code to interact with Jupyter notebooks, perform semantic search…
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| 47770 |
quanttogo-mcp
Claim
Quantitative trading strategies, market indices, and live performance data
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| 47771 |
Identity AIops
Claim
Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 2…
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| 47772 |
lorem-ipsum-ai-mcp
Claim
lorem-ipsum-ai-mcp MCP server by MEOK AI Labs
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| 47773 |
calmcp
Claim
A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing re…
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| 47774 |
MarkltDown MCP Server
Claim
Converts files (PDF, Word, images, etc.) to Markdown within Claude Desktop to r…
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| 47775 |
An MCP server for content creation that extracts video transcripts, scrapes web…
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| 47776 |
Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO …
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| 47777 |
MCP Launch Lens
Claim
Scores MCP servers for launch-readiness across trust, tool UX, docs, observabil…
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| 47778 |
Enables querying Turkish market prices, searching products, and comparing price…
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| 47779 |
local-kms-mcp-server
Claim
Local-first MCP server for per-agent key management, generating and using signi…
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| 47780 |
jira-digest-mcp
Claim
MCP server for querying resolved Jira tickets across multiple Atlassian Cloud s…
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| 47781 |
Fancy Control MCP Server
Claim
MCP server for controlling PowerExchange/Fancy Control devices via HTTP. Provid…
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| 47782 |
mcp-google-sheets
Claim
Enables AI assistants to interact with Google Sheets, allowing CRUD operations,…
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| 47783 |
PubFi MCP
Claim
Enumerate and inspect PubFi capabilities, then execute an exact selected route.
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| 47784 |
devin-mcp
Claim
MCP server for creating, monitoring, and managing Devin AI sessions.
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| 47785 |
Enables AI assistants to navigate, search, and analyze academic materials organ…
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| 47786 |
superposition-mcp
Claim
Provides a deterministic, keyless two-pole terrain map from an agent's task fra…
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| 47787 |
mem-forensics
Claim
Enables AI agents to analyze memory dumps for forensic investigation, leveragin…
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| 47788 |
phpIPAM MCP Server
Claim
MCP server for phpIPAM IP address management, enabling subnet, VLAN, VRF, and a…
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| 47789 |
runware
Claim
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| 47790 |
kevros-mcp
Claim
Governance primitives for autonomous agents. Verify actions against policy, rec…
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| 47791 |
Atomic Red Team MCP
Claim
Provides access to Atomic Red Team tests, enabling search, validation, and exec…
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| 47792 |
college-roi-mcp
Claim
U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors.…
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| 47793 |
Hello from Sentry
Claim
Provide a simple MCP server implementation to demonstrate integration with Sent…
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| 47794 |
etherscanmcp2
Claim
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| 47795 |
jira-mcp
Claim
A Model Context Protocol (MCP) server that integrates with Atlassian Jira to se…
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| 47796 |
Aisle Wedding
Claim
Search destination wedding venues and vendors worldwide with Aisle. 10 tools fo…
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| 47797 |
Discover what websites across the agentic web can do — query the capabilities.t…
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| 47798 |
wishmock
Claim
Provides an MCP server for automation via Server-Sent Events (SSE) to manage mo…
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| 47799 |
wireshark-mcp
Claim
Exposes Wireshark CLI tools to AI agents through MCP interfaces for network ana…
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| 47800 |
meetbot-mcp
Claim
Meet.bot: scheduling for AI agents. Check real calendar availability and book m…
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