MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 4 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53101 |
Enables intelligent identification and validation of compound data from documen…
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| 53102 |
PyAutoGUI-MCP
Claim
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
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| 53103 |
OpenAPI MCP
Claim
A generic MCP server that builds its tools at runtime from any OpenAPI specific…
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| 53104 |
loci
Claim
Local-first harness and ticket operations for AI assistants via CLI or MCP.
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| 53105 |
mcp-bing-webmaster
Claim
Provides secure, read-only access to Bing Webmaster Tools analytics and non-des…
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| 53106 |
mcp-hko
Claim
Provides access to Hong Kong Observatory weather data APIs, enabling retrieval …
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| 53107 |
pesticide-mcp
Claim
A Model Context Protocol server for querying Japanese pesticide registration in…
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| 53108 |
Plane MCP
Claim
Connect Claude to your Plane workspace to manage projects, work items, cycles, …
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| 53109 |
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
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| 53110 |
npm-docs-server
Claim
Fetches metadata and README documentation for NPM packages, with local caching …
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| 53111 |
code-dev-intel
Claim
A self-hosted MCP and HTTP server for TypeScript code intelligence, providing A…
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| 53112 |
GitLab MCP (glab)
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Provides GitLab issue and CI/CD management tools using the glab CLI, with reduc…
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| 53113 |
OPNsense MCP Server
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Enables natural language management of OPNsense firewalls through AI clients, p…
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| 53114 |
mcp-odoo
Claim
Enables interaction with Odoo ERP from any MCP-compatible IDE, allowing task ma…
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| 53115 |
Memory MCP
Claim
Persistent project memory for AI models and coding agents. Memory MCP stores ar…
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| 53116 |
job104-mcp
Claim
Searches 104 job listings with natural-language filters and retrieves full post…
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| 53117 |
Sociality MCP
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Social media analytics, post insights, and competitor benchmarking for AI agent…
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| 53118 |
Kairogen MCP
Claim
MCP server for Kairogen that enables generating images and videos with various …
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| 53119 |
TubePilot
Claim
Enables AI assistants to fetch and analyze YouTube data, including video info, …
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| 53120 |
UniFi MCP Server
Claim
MCP server providing Claude Code with full UniFi network management capabilitie…
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| 53121 |
Systems Manager
Claim
Enables AI agents to manage system updates, application installations, and remo…
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| 53122 |
foxess-mcp-server
Claim
A powerful MCP server that enables AI assistants like Claude to access, analyze…
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| 53123 |
taskbounty-check
Claim
Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes…
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| 53124 |
outris-mcp
Claim
Enables querying any API with natural language via Claude Desktop by connecting…
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| 53125 |
AgenTest
Claim
AI-driven mobile app testing via MCP, enabling AI coding agents to test Android…
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| 53126 |
browser-connect-mcp
Claim
Enables AI assistants to connect to browser DevTools and backend debuggers for …
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| 53127 |
skypilot-mcp
Claim
MCP server for SkyPilot that lets LLMs manage cloud clusters, jobs, and storage…
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| 53128 |
edge-history-mcp
Claim
A Model Context Protocol server that exposes Microsoft Edge browsing history ac…
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| 53129 |
AutoSpectra MCP Server
Claim
All-in-one automation platform for AI agents, providing browser automation, API…
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| 53130 |
azdo-onprem-mcp
Claim
Minimal MCP server for self-hosted Azure DevOps Server (on-premises). Enables i…
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| 53131 |
MCP-Airflow-API
Claim
Enables natural language management of Apache Airflow workflows, including DAG …
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| 53132 |
LangSmith MCP Server
Claim
TypeScript MCP server that enables AI agents to manage LangSmith traces, prompt…
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| 53133 |
prompt-optimizer-2-0-0
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| 53134 |
SponsorFinder MCP Server
Claim
Checks whether a company holds a UK or Netherlands work-visa sponsorship licenc…
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| 53135 |
Zotero MCP Server
Claim
Gives Claude full read/write access to your Zotero reference library, enabling …
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| 53136 |
Seoul Mobility Advisor
Claim
Integrates real-time Seoul data (weather, air quality, traffic, bike-sharing) a…
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| 53137 |
Enables AI assistants to manage Azure AI Search services, including indexes, do…
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| 53138 |
Navable MCP
Claim
Enables AI coding agents to perform real-browser accessibility scanning of loca…
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| 53139 |
mcp-mfapi-india
Claim
Enables querying Indian mutual fund NAV data through MFAPI.in, providing net as…
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| 53140 |
viam-community-mcp
Claim
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
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| 53141 |
German Law MCP Server
Claim
Enables querying 6,870 German federal statutes, case law, and legislative prepa…
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| 53142 |
Tattoo Feed
Claim
An MCP server that lets an LLM client browse and curate posts from a hand-picke…
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| 53143 |
re-leak-scan
Claim
MCP server for detecting publisher telemetry pipeline leaks in binary artifacts…
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| 53144 |
IFC Bonsai MCP
Claim
An MCP server that connects AI language models with the Bonsai Blender add-on t…
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| 53145 |
coremodels-mcp-server
Claim
CoreModels MCP Server provides 16 tools for AI agents to manage graph-based dat…
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| 53146 |
Once connected, your AI agent can:
Check any UK company — directors, sharehold…
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| 53147 |
Provides a standardized interface for interacting with Perplexity's tools and s…
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| 53148 |
Scrape and analyze replies from any public Threads post right from your AI codi…
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| 53149 |
Assembly MCP
Claim
Converts PDF to Markdown and Markdown to PDF using PyMuPDF and WeasyPrint engin…
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| 53150 |
zai
Claim
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