MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 1 hour, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35251 |
mcp-lab-agent
Claim
Autonomous QA testing MCP server that analyzes, fixes, and learns from test fai…
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| 35252 |
apis-io
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Read-only MCP server over the APIs.io catalog — discover APIs, providers, tags …
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| 35253 |
Icon MCP Server
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Provides unified search across multiple icon libraries with fuzzy search, cachi…
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| 35254 |
JobSpy MCP Server
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Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
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| 35255 |
BidDeed MCP
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AI-powered foreclosure auction intelligence for Florida counties via MCP tools.
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| 35256 |
census-mcp-server
Claim
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
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| 35257 |
aurekai-mcp
Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
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| 35258 |
tickiti-mcp
Claim
An MCP server that exposes the Tickiti helpdesk API to AI assistants, enabling …
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| 35259 |
harpa
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| 35260 |
Skills-MCP-Server
Claim
Index and search reusable skills from local folders. Discover relevant skills w…
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| 35261 |
Jira MCP Server
Claim
Enables AI agents to interact with Jira Cloud, including listing boards and iss…
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| 35262 |
AI-powered e-commerce product search, affiliate links, and price negotiation
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| 35263 |
Branch Diagnostics MCP
Claim
An MCP server that enables AI assistants to diagnose network and service proble…
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| 35264 |
agentic-patterns
Claim
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
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| 35265 |
gemini-grounding
Claim
An MCP server that provides real-time information access using Google Gemini's …
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| 35266 |
MCP ABAP Server
Claim
Enables querying ABAP programs, classes, function modules, and other objects fr…
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| 35267 |
Enables searching products, browsing categories, checking gold rates, tracking …
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| 35268 |
MCP server combining KudaGo and Nominatim APIs with configurable stdio or strea…
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| 35269 |
Portfolio MCP Server
Claim
Enables searching and retrieving portfolio data including experience, skills, a…
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| 35270 |
MCP server that exposes a university course catalog to LLMs, enabling course se…
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| 35271 |
Piriod MCP Server
Claim
Connects Claude with Piriod.com API to manage invoicing and payments, enabling …
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| 35272 |
fallmage-mcp
Claim
MCP server for the foldkit SDK, exposing 7-prime spine, 7 κ-bands, and 6 fold o…
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| 35273 |
Enables conversational AI to fetch live World Cup matches, standings, results, …
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| 35274 |
hive-mcp-lateration
Claim
A remote MCP server for Structural Lateration that provides tools to price, min…
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| 35275 |
A development framework for restaurant booking automation that is currently onl…
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| 35276 |
matrix-channel-mcp
Claim
Bridges a Matrix room with Claude Code's claude/channel feature, enabling chat …
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| 35277 |
An MCP server that provides real-time IBM Quantum device data including queue d…
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| 35278 |
VibeGit MCP Server
Claim
Logs and analyzes AI assistant conversations, including file operations and too…
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| 35279 |
tilda-mcp-cdp
Claim
MCP server for Tilda with mass editing capabilities, combining read-only offici…
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| 35280 |
Freeplay MCP Server
Claim
Enables AI agents to browse, accept, and complete paid offers from a marketplac…
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| 35281 |
hitl-mcp-server
Claim
Bridges Claude Desktop with a HITL escalation service, enabling creation, appro…
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| 35282 |
colyseus-docs-mcp
Claim
Provides AI agents with access to the Colyseus documentation, enabling searchin…
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| 35283 |
Dad Joke Visualizer
Claim
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
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| 35284 |
svc-mcp-server
Claim
Enables AI assistants to interact with IBM SVC storage systems, checking system…
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| 35285 |
hush
Claim
A secret store for AI agents: the agent never sees the plaintext.
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| 35286 |
hive-mcp-imprimatur
Claim
Pre-attestation gate for AI inference that checks compliance conditions and iss…
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| 35287 |
openai-imagegen-mcp
Claim
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
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| 35288 |
SRA Simple MCP Server
Claim
MCP server to control StarRailAssistant (SRA) on Windows. Enables listing task …
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| 35289 |
jstage-mcp
Claim
Exposes J-STAGE WebAPI as four tools for searching articles, issues, journals, …
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| 35290 |
ClaimHit
Claim
Find products & standards using a patent - verified targets for licensing or en…
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| 35291 |
loenn-mcp
Claim
An MCP server that enables AI agents to read, edit, analyze, procedurally gener…
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| 35292 |
jupyter-kernel-mcp
Claim
Enables AI agents to execute Python, TypeScript, and JavaScript code in persist…
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| 35293 |
Argus MCP Server
Claim
MCP server for the Argus E2E Testing Agent, enabling AI coding assistants to pe…
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| 35294 |
Gmail MCP
Claim
Enables AI assistants to send, read, search, and manage Gmail emails, drafts, a…
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| 35295 |
kips
Claim
Personal data management MCP server that stores and queries notes, tasks, conve…
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| 35296 |
Deskbrid
Claim
Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. …
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| 35297 |
WoW Armory MCP Server
Claim
Enables AI assistants to look up World of Warcraft character information and re…
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| 35298 |
colab-mcp
Claim
Bridges a local AI agent to a Colab session in the browser, enabling code execu…
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| 35299 |
AgentPrism Workflows
Claim
Run dynamic, multi-agent workflow scripts — agent(), parallel(), pipeline() — o…
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| 35300 |
mcp-media-toolkit
Claim
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
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