MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57501 |
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
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| 57502 |
gl-mcp-feedback
Claim
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
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| 57503 |
Stoa
Claim
Persistent shared memory for AI coding agents that turns a folder of markdown f…
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| 57504 |
Find the stories worth writing about: discover emerging stories, rank the angle…
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| 57505 |
ie-mcp
Claim
Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applica…
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| 57506 |
git-mcp
Claim
Connects Claude to GitHub via OAuth and proxies official GitHub MCP tools, allo…
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| 57507 |
Copilot MCP
Claim
MCP server exposing 14 real-time financial data tools to Microsoft Copilot Stud…
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| 57508 |
finance
Claim
Financial data MCP server: stock quotes, crypto prices, portfolio tracking, mar…
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| 57509 |
An MCP server with six tools including web search, URL fetching, math calculati…
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| 57510 |
mame-mcp
Claim
Enables MAME reverse engineering tasks including memory access tracing, input i…
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| 57511 |
mcp-ai-detection
Claim
Enables multi-tier AI-detection screening on academic papers by extracting text…
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| 57512 |
mcp-mgba
Claim
Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client…
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| 57513 |
Motus
Claim
Enables agents to search airports and find group meetup flights for multiple tr…
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| 57514 |
ddg_mcp_server
Claim
A web-based search interface using DuckDuckGo's search API, built with Python a…
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| 57515 |
dynalist-mcp
Claim
A Model Context Protocol server that enables AI assistants to read, write, sear…
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| 57516 |
grocers-design-mcp
Claim
Exposes the Grocers Design System as queryable tools for coding agents, includi…
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| 57517 |
Axiom Agentic Tools
Claim
x402-paid Base agent tools (USDC). 5 deterministic tools. No API keys. No NFT p…
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| 57518 |
MCP Translation Server
Claim
高性能满-汉双向机器翻译系统,支持形态分析和增强型翻译引擎。
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| 57519 |
sovereign-mcp
Claim
MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering lo…
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| 57520 |
keyshade-mcp
Claim
MCP server for interacting with Keyshade's secrets management platform, enablin…
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| 57521 |
mcp-roo-memory
Claim
Persistent fractal graph memory for AI coding agents via MCP. Semantic vector s…
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| 57522 |
gq-insight-mcp
Claim
Enables semantic search and grounded answering over customer-research interview…
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| 57523 |
Yahoo Fantasy MCP
Claim
A Model Context Protocol server that provides read-only access to Yahoo Fantasy…
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| 57524 |
api-redbox-mcp
Claim
Provides a disposable, hardened Kali Linux sandbox with an MCP interface for LL…
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| 57525 |
mcp-retroarch
Claim
Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Netwo…
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| 57526 |
Data Recon MCP Server
Claim
An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM…
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| 57527 |
claude-soul
Claim
Self-improving learning engine for Claude Code. Extracts signals from every ses…
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| 57528 |
mcp-serial-hid-kvm
Claim
Gives AI agents full keyboard, mouse, and screen access to a physical PC via a …
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| 57529 |
Investor Data Server
Claim
Provide seamless access to investor data through a dedicated MCP server. Enable…
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| 57530 |
tanstack-start-devtools
Claim
Local development bridge between TanStack Devtools and MCP-capable coding agent…
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| 57531 |
claudex
Claim
Persistent memory + FTS5 full-text search for Claude Code conversation history.…
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| 57532 |
domain-checker
Claim
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| 57533 |
hoppscotch-mcp
Claim
Enables automation of Hoppscotch team collections, including OpenAPI sync, code…
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| 57534 |
Gvnr
Claim
Budget & cost control for AI agents — per-agent spend caps + rate limits before…
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| 57535 |
mcp-eyes
Claim
A drop-in MCP server that pairs long-context reasoning LLMs with vision models …
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| 57536 |
kiasu-scout
Claim
MCP server to help businesses analyze their visibility in AI assistant recommen…
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| 57537 |
sequential-thinking
Claim
Enables dynamic and reflective problem-solving through a structured thinking pr…
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| 57538 |
codex-mcp-server
Claim
Wraps OpenAI Codex CLI as an MCP server, exposing 8 Codex tools (exec, review, …
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| 57539 |
imap-mcp
Claim
Enables email management via IMAP and SMTP with multi-account support, safe sen…
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| 57540 |
Enables natural language Kubernetes cluster operations, SLO monitoring, and Pro…
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| 57541 |
notebooklm-mcp-2026
Claim
MCP server for querying Google NotebookLM notebooks, enabling AI assistants to …
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| 57542 |
tradingview-mcp
Claim
A Model Context Protocol (MCP) server that lets AI assistants interact with Tra…
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| 57543 |
Enables AI agents to draft evidence-grounded cold-email openers, A/B variants, …
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| 57544 |
Lever ATS MCP Server
Claim
Integrates Lever ATS with Claude Desktop to manage hiring pipelines through nat…
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| 57545 |
mcp-uk-ons
Claim
Enables querying UK Office for National Statistics datasets and their editions …
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| 57546 |
LXD MCP Server
Claim
Enables AI assistants to manage LXD containers and virtual machines through a s…
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| 57547 |
Azure Diagram MCP Server
Claim
A remotely-hosted MCP server that generates Azure architecture diagrams from ag…
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| 57548 |
FTC Platform MCP Server
Claim
A standalone MCP server that provides AI tools by proxying requests to the FTC …
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| 57549 |
GreenboneMCP
Claim
An MCP server connecting AI clients to Greenbone/OpenVAS for vulnerability scan…
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| 57550 |
slop-cop
Claim
Detects and fixes LLM prose patterns in text, exposing tools for auditing and i…
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