MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 34801 |
mcp-tts-server
Claim
Enables text-to-speech generation using the Groq API, supporting multiple audio…
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| 34802 |
LeetCode MCP Server
Claim
An MCP server that provides tools to interact with the LeetCode API, enabling p…
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| 34803 |
tecton-mcp
Claim
Enables interaction with Tecton clusters through MCP, allowing management of fe…
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| 34804 |
MikroTik MCP Server
Claim
MCP server for MikroTik RouterOS with multi-router support, environment-based a…
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| 34805 |
tiny-loki-mcp
Claim
Enables read-only querying of Grafana Loki logs through tools like label discov…
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| 34806 |
Read-only canonical igoyal.ai Markdown resources, including MPP-paid city guide…
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| 34807 |
Argorant
Claim
Verified B2B contact data: size a market free, reveal or export when the segmen…
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| 34808 |
vsfclubnew4
Claim
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| 34809 |
opennews-mcp
Claim
Crypto news aggregation MCP server with AI ratings, trading signals, and real-t…
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| 34810 |
AgentPrism Workflows
Claim
Run dynamic, multi-agent workflow scripts — agent(), parallel(), pipeline() — o…
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| 34811 |
colab-mcp
Claim
Bridges a local AI agent to a Colab session in the browser, enabling code execu…
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| 34812 |
kips
Claim
Personal data management MCP server that stores and queries notes, tasks, conve…
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| 34813 |
jupyter-kernel-mcp
Claim
Enables AI agents to execute Python, TypeScript, and JavaScript code in persist…
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| 34814 |
ClaimHit
Claim
Find products & standards using a patent - verified targets for licensing or en…
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| 34815 |
SRA Simple MCP Server
Claim
MCP server to control StarRailAssistant (SRA) on Windows. Enables listing task …
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| 34816 |
openai-imagegen-mcp
Claim
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
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| 34817 |
hive-mcp-imprimatur
Claim
Pre-attestation gate for AI inference that checks compliance conditions and iss…
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| 34818 |
hush
Claim
A secret store for AI agents: the agent never sees the plaintext.
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| 34819 |
svc-mcp-server
Claim
Enables AI assistants to interact with IBM SVC storage systems, checking system…
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| 34820 |
Dad Joke Visualizer
Claim
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
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| 34821 |
colyseus-docs-mcp
Claim
Provides AI agents with access to the Colyseus documentation, enabling searchin…
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| 34822 |
hitl-mcp-server
Claim
Bridges Claude Desktop with a HITL escalation service, enabling creation, appro…
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| 34823 |
Freeplay MCP Server
Claim
Enables AI agents to browse, accept, and complete paid offers from a marketplac…
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| 34824 |
VibeGit MCP Server
Claim
Logs and analyzes AI assistant conversations, including file operations and too…
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| 34825 |
An MCP server that provides real-time IBM Quantum device data including queue d…
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| 34826 |
matrix-channel-mcp
Claim
Bridges a Matrix room with Claude Code's claude/channel feature, enabling chat …
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| 34827 |
A development framework for restaurant booking automation that is currently onl…
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| 34828 |
hive-mcp-lateration
Claim
A remote MCP server for Structural Lateration that provides tools to price, min…
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| 34829 |
Enables conversational AI to fetch live World Cup matches, standings, results, …
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| 34830 |
fallmage-mcp
Claim
MCP server for the foldkit SDK, exposing 7-prime spine, 7 κ-bands, and 6 fold o…
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| 34831 |
Piriod MCP Server
Claim
Connects Claude with Piriod.com API to manage invoicing and payments, enabling …
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| 34832 |
MCP server that exposes a university course catalog to LLMs, enabling course se…
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| 34833 |
Portfolio MCP Server
Claim
Enables searching and retrieving portfolio data including experience, skills, a…
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| 34834 |
MCP server combining KudaGo and Nominatim APIs with configurable stdio or strea…
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| 34835 |
Enables searching products, browsing categories, checking gold rates, tracking …
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| 34836 |
MCP ABAP Server
Claim
Enables querying ABAP programs, classes, function modules, and other objects fr…
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| 34837 |
gemini-grounding
Claim
An MCP server that provides real-time information access using Google Gemini's …
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| 34838 |
agentic-patterns
Claim
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
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| 34839 |
Branch Diagnostics MCP
Claim
An MCP server that enables AI assistants to diagnose network and service proble…
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| 34840 |
AI-powered e-commerce product search, affiliate links, and price negotiation
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| 34841 |
Jira MCP Server
Claim
Enables AI agents to interact with Jira Cloud, including listing boards and iss…
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| 34842 |
Skills-MCP-Server
Claim
Index and search reusable skills from local folders. Discover relevant skills w…
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| 34843 |
harpa
Claim
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| 34844 |
tickiti-mcp
Claim
An MCP server that exposes the Tickiti helpdesk API to AI assistants, enabling …
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| 34845 |
aurekai-mcp
Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
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| 34846 |
census-mcp-server
Claim
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
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| 34847 |
BidDeed MCP
Claim
AI-powered foreclosure auction intelligence for Florida counties via MCP tools.
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| 34848 |
JobSpy MCP Server
Claim
Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
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| 34849 |
Icon MCP Server
Claim
Provides unified search across multiple icon libraries with fuzzy search, cachi…
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| 34850 |
apis-io
Claim
Read-only MCP server over the APIs.io catalog — discover APIs, providers, tags …
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