MCP Server Quality Scores
Independent quality analysis of 69027 public MCP servers
Last updated 1 hour, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 64251 |
naija-faker-mcp
Claim
Enables AI assistants to generate fake Nigerian data including names, addresses…
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| 64252 |
motherduck-mcp
Claim
Enables executing SQL queries on DuckDB databases locally or on MotherDuck clou…
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| 64253 |
Unstorage MCP Server
Claim
Enables key-value storage operations using multiple backends (memory, filesyste…
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| 64254 |
An MCP server for TestRail that prepares everything needed to generate test cas…
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| 64255 |
StitchAPI Docs
Claim
Search and read the StitchAPI docs: search_docs finds relevant sections, get_do…
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| 64256 |
Project management for coding agents: record the approved plan, work the tasks,…
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| 64257 |
youtube-transcript-mcp
Claim
Remote MCP server that enables Claude AI to extract transcripts from YouTube vi…
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| 64258 |
wafle MCP server
Claim
The first MCP server for the wafle commerce platform. It enables Claude, agents…
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| 64259 |
hae-mcp
Claim
MCP server for hae — a GTD-based task management app. Gives Claude full access …
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| 64260 |
tmux-shell
Claim
Enables AI agents to read tmux pane content on-demand, providing context-aware …
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| 64261 |
Appium MCP Server
Claim
Enables AI-powered mobile app testing and automation through Appium, using Azur…
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| 64262 |
CrewAI MCP Orchestrator
Claim
Transforms any compatible LLM or AI Assistant into a master orchestrator of Cre…
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| 64263 |
ms-sharepoint-mcp
Claim
Microsoft SharePoint MCP server — access sites, lists, and documents through Mi…
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| 64264 |
COR MCP Server
Claim
Comprehensive MCP server for Project COR, a project management platform, exposi…
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| 64265 |
nga-mcp-server
Claim
Enables AI agents to fetch and browse NGA game forum content, including posts, …
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| 64266 |
chron
Claim
Timestamped audit log for every AI conversation — stored locally in SQLite, own…
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| 64267 |
Is an Australian rent fair? ABS rents index check, plus sourced property and le…
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| 64268 |
PolicyPulse MCP
Claim
PolicyPulse connects your AI assistant directly to your Kubernetes policy engin…
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| 64269 |
psql-mcp
Claim
A hardened, read-only Postgres MCP server that enables LLMs to safely query dat…
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| 64270 |
BillingEngine
Claim
Create invoices and customers and record payments in BillingEngine from any MCP…
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| 64271 |
Gradus Notation
Claim
Render music notation (SVG/MusicXML/MIDI) + theory search. Free tool from the G…
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| 64272 |
google-ads-mcp
Claim
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
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| 64273 |
mcp-server
Claim
MCP server for the PDFGate API. Generate PDFs, manage documents and handle e-si…
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| 64274 |
Multi MCP
Claim
An MCP server that proxies multiple MCP servers, allowing you to configure and …
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| 64275 |
A minimal MCP server template that runs on Cloudflare Workers + TypeScript, ena…
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| 64276 |
GitHub API MCP Server
Claim
Manage your GitHub repositories effortlessly. Create, update, and search for fi…
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| 64277 |
Local Files MCP Server
Claim
Provides safe local file operations through MCP, including reading, writing, se…
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| 64278 |
Odds-API MCP Server
Claim
Enables AI assistants to access sports betting odds data from 265+ bookmakers a…
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| 64279 |
mcp-bigquery-dryrun
Claim
Validates BigQuery SQL syntax and performs dry-run analysis without executing q…
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| 64280 |
lemonado-mcp
Claim
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| 64281 |
Agent Ready
Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
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| 64282 |
Relational-readiness and market-permission tools for African and high-context m…
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| 64283 |
Secret scanner for Slack, Jira, Confluence, Asana, Wrike, Linear, Zendesk, GitH…
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| 64284 |
UMBRAXON/kya-hub
Claim
Read-only MCP server bridging the public UMBRAXON KYA-Hub HTTP API. Exposes too…
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| 64285 |
AgniGateway Marketplace
Claim
AI marketplace — flights, tours, activities, transport & more via MCP. No auth …
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| 64286 |
socrata-mcp-server
Claim
Search and query government open-data portals via the Socrata SODA 2.1 and Disc…
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| 64287 |
mcp-video
Claim
Guardrailed FFmpeg video MCP server with Hyperframes and repurposing tools.
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| 64288 |
scrapedatshi-mcp
Claim
Enables scraping, crawling, structured data extraction, and vector DB synchroni…
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| 64289 |
local-code-index
Claim
A local MCP server that indexes codebases using Tree-sitter AST parsing and Lan…
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| 64290 |
MCP Server for Apache Iceberg, enabling users to read, query, and manipulate da…
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| 64291 |
SSH MCP Server
Claim
An advanced SSH session manager that allows Claude to establish and manage mult…
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| 64292 |
sessionmem
Claim
Local-first memory layer for AI coding assistants. Watches your coding sessions…
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| 64293 |
AI financial agent: due diligence, SEC 10-K, Kelly Criterion. Pay-per-call via …
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| 64294 |
Roxels
Claim
Let AI agents create configurable voice agents via meeting rooms and return str…
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| 64295 |
rag
Claim
MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk conte…
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| 64296 |
Short Video Agent Kit
Claim
Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/…
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| 64297 |
deadends.dev
Claim
Structured failure knowledge for AI agents — dead ends, workarounds, error chai…
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| 64298 |
GoCertius MCP — certified evidence, dossiers, notifications and chats from EAD …
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| 64299 |
tube-search-mcp
Claim
Search archived YouTube videos including deleted, private, or region-blocked co…
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| 64300 |
Strapi MCP Server
Claim
Provides AI agents with full access to Strapi 5.x CMS for managing content type…
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