MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40901 |
LiveJournal MCP Server
Claim
Enables reading, searching, and posting to LiveJournal journals via the legacy …
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| 40902 |
MCP server that integrates with AnyList for managing shopping lists, recipes, a…
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| 40903 |
asdfagwg
Claim
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| 40904 |
OpenFOAM MCP Server
Claim
Enables to read and modify OpenFOAM configuration files, including case info, d…
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| 40905 |
pinescript-mcp-server
Claim
Enables validation, fixing, and generation of PineScript code for TradingView, …
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| 40906 |
Groundcrew
Claim
Ground-truth receipt system for hallucination detection — captures verified sta…
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| 40907 |
pdf-organizer-mcp
Claim
Automatically organizes PDF files into date-based folders, providing tools to m…
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| 40908 |
banktivity-mcp
Claim
Provides read-only access to Banktivity 8 personal finance databases, enabling …
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| 40909 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 40910 |
JSON Compare
Claim
Compare two JSON files deeply without worrying about key or array order. Detect…
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| 40911 |
WolvenKit MCP
Claim
MCP server that gives Claude Code access to WolvenKit for Cyberpunk 2077 moddin…
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| 40912 |
life. scored.
Claim
Rebuilds the scores real systems run on you — credit, actuarial, lending — in t…
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| 40913 |
okf-mcp-server
Claim
Reusable, read-only MCP server that exposes a repo's knowledge files (backlog d…
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| 40914 |
PFT Chatbot MCP
Claim
Enables building encrypted, on-chain chatbots on the PFTL network. Allows LLMs …
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| 40915 |
Video Reader MCP
Claim
Evidence-first video MCP. Timeline document with ffprobe streams and subtitle c…
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| 40916 |
MCP AWS SES Email Server
Claim
Enables sending emails through AWS Simple Email Service with support for single…
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| 40917 |
misterdev
Claim
An autonomous, extensible LLM build orchestrator. Give it a repo and a goal; i…
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| 40918 |
MCP SSH Proxy
Claim
A human-in-the-loop SSH bridge for AI agents that requires approval for every c…
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| 40919 |
codetoimage-mcp-server
Claim
Pixel-perfect HTML/CSS to PNG/JPG/WebP for AI agents — inline image or 24h host…
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| 40920 |
nutrition-mcp
Claim
Local-first nutrition tracker MCP server for Hermes, enabling food, alias, reci…
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| 40921 |
BOSH MCP Server
Claim
Enables managing BOSH deployments via natural language by providing tools to lo…
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| 40922 |
atomic-computer-mcp
Claim
Enables automation of native Windows desktop applications through screen captur…
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| 40923 |
AnythingMCP
Claim
A self-hosted MCP gateway that turns REST, SOAP, GraphQL, and SQL endpoints int…
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| 40924 |
Docs MCP
Claim
An MCP server that searches official documentation for popular libraries, scrap…
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| 40925 |
Bitrix24 MCP Server
Claim
Enables AI agents to interact with Bitrix24 CRM for managing contacts, deals, t…
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| 40926 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries to…
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| 40927 |
agentcairn
Claim
agentcairn is a local-first memory MCP server: your agent's memories live as Ma…
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| 40928 |
lore
Claim
Living typed knowledge graph for software projects, exposed over MCP so coding …
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| 40929 |
orcid
Claim
Search ORCID researcher profiles, retrieve works, and export citations
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| 40930 |
x2md
Claim
Converts .docx files to Markdown, with optional image extraction and HTML table…
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| 40931 |
An MCP server for researching YouTube niches. It searches videos, fetches metad…
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| 40932 |
Connects TradingView Desktop with opencode.ai to enable AI-powered chart analys…
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| 40933 |
feishu-mcp-server
Claim
Enables AI applications to access Feishu (Lark) knowledge base and cloud docume…
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| 40934 |
KanbanX MCP Server
Claim
Enables users to manage a personal Kanban board with tasks, subtasks, notes, an…
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| 40935 |
noglow
Claim
Drop a short text fragment into a scratchpad slot, with newlines intact.
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| 40936 |
RedTeam ML API MCP
Claim
Enables security teams to run controlled adversarial penetration tests against …
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| 40937 |
ocr-mcp
Claim
A Model Context Protocol server that gives AI assistants OCR with first-class a…
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| 40938 |
numerology
Claim
Calculates Pythagorean numerology core numbers (Life Path, Expression, Soul Urg…
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| 40939 |
zotero-mcp
Claim
Read-only MCP server for browsing, searching, and exporting a Zotero library fr…
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| 40940 |
WinCC OA MCP Server
Claim
A Model Context Protocol server that exposes WinCC OA datapoint operations as L…
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| 40941 |
LocalFiles MCP Server
Claim
Provides secure access to local files from specified directories. Enables listi…
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| 40942 |
mcp-peek
Claim
Optimizes REST API calls for AI agents by returning compact schemas instead of …
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| 40943 |
CwikiMCP
Claim
Read-only MCP server for the Apache Incubator Confluence wiki, enabling page lo…
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| 40944 |
acmi-mcp
Claim
Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstas…
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| 40945 |
Enables searching and fetching Claude and Anthropic documentation with intellig…
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| 40946 |
UpGrad LXP MCP Server
Claim
Automates navigation of UpGrad's learning platform using Playwright to extract …
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| 40947 |
Extract the people a company publishes on its own team, leadership or about pag…
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| 40948 |
Estimates physical quantum resources (qubit count, runtime) for quantum algorit…
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| 40949 |
RSS MCP Server
Claim
Enables RSS feed management using the Fever API, supporting retrieval of feeds,…
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| 40950 |
mcp-server-tron
Claim
A comprehensive MCP server that enables AI agents to interact with the TRON blo…
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