MCP Server Quality Scores
Independent quality analysis of 64698 public MCP servers
Last updated 1 hour, 46 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35201 |
chrome-devtools-slim
Claim
A token-optimized MCP server that groups Chrome Devtools tools into 8 semantic …
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| 35202 |
@agentage/mcp-memory
Claim
Exposes local memory vaults as 6 MCP tools over stdio, enabling clients like Wi…
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| 35203 |
simplybook-mcp
Claim
Enables natural language interaction with SimplyBook.me API to manage bookings,…
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| 35204 |
namecheap-webui-mcp
Claim
Manages Namecheap domains and account settings through the web dashboard withou…
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| 35205 |
An all-in-one development toolkit that integrates 10 popular MCPs with comprehe…
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| 35206 |
ab_mcp
Claim
A file system MCP server that confines AI assistant file tools to a single fold…
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| 35207 |
MCP Tool Factory
Claim
A framework for building hot-loadable MCP tools that feature conversational neg…
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| 35208 |
EasyAR MCP Server
Claim
Enables AI coding tools like Codex and Claude to assist with EasyAR Unity workf…
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| 35209 |
A Python port of the official Perplexity MCP server that enables web-grounded Q…
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| 35210 |
env0
Claim
Enables AI agents to manage environments and access resources on the Env0 platf…
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| 35211 |
Privy.io MCP Server
Claim
Provides comprehensive access to user management, wallet operations, and blockc…
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| 35212 |
yt-dlp-mcp-server
Claim
Enables AI agents to inspect, plan, download, and postprocess media from YouTub…
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| 35213 |
Samantha
Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
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| 35214 |
pmcp
Claim
A Prometheus Model Context Protocol Server.
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| 35215 |
mcp-arcgis-seattle
Claim
Enables search and query of City of Seattle GIS open geospatial datasets such a…
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| 35216 |
JobLens MCP
Claim
Provides job search, local resume parsing, and resume-to-job matching via offic…
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| 35217 |
flickr-mcp-server
Claim
An MCP server that integrates AI assistants with the Flickr API, enabling manag…
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| 35218 |
SAP MCP Command Center
Claim
Enables querying three synthetic SAP systems (ERP, S/4HANA, BW) for master data…
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| 35219 |
plantuml_web
Claim
A web-based PlantUML frontend with MCP server integration, enable plantuml imag…
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| 35220 |
arcgis-detroit
Claim
Enables searching and querying City of Detroit GIS open geospatial datasets (pa…
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| 35221 |
Nextdev MCP
Claim
Recommends APIs to AI agents based on agent-readiness and use-case keyword over…
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| 35222 |
mealie-mcp
Claim
Exposes every endpoint of the Mealie REST API as MCP tools, enabling LLMs to ma…
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| 35223 |
CodeGraphMCPServer
Claim
A lightweight, zero-configuration MCP server for source code analysis with Grap…
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| 35224 |
skill-forge-mcp
Claim
An MCP server that exposes the Agent Skill creation guide (9 phases) as MCP res…
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| 35225 |
0Latency Memory
Claim
Persistent memory MCP server for AI agents — hybrid semantic recall, multi-agen…
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| 35226 |
DataCite Librarian MCP
Claim
Enables repository QA, funder compliance, CSV index analytics, search/facets, a…
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| 35227 |
Wireshark MCP
Claim
Enables LLMs to capture, analyze, and summarize network traffic using Wireshark…
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| 35228 |
mcp-svg-render
Claim
Renders SVG to PNG so AI agents can see the SVG they generate.
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| 35229 |
vsfclub
Claim
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| 35230 |
whatsapp-mcp-assistant
Claim
MCP server that exposes a real WhatsApp account to Cursor through safe, approva…
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| 35231 |
ds-mcp-server
Claim
Provides data science, plotting, statistics, system, and web tools via MCP, wit…
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| 35232 |
MCP SSH Proxy
Claim
A human-in-the-loop SSH bridge for AI agents that requires approval for every c…
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| 35233 |
UCP Gateway
Claim
AI Shopping tools for product search, comparison, and safe checkout
Commerce G…
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| 35234 |
OpenGenUI MCP
Claim
An MCP server that turns natural-language descriptions into interactive HTML/JS…
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| 35235 |
Stitch MCP Server
Claim
Comprehensive MCP server for Google Stitch with 36 tools covering design-to-cod…
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| 35236 |
ICF MCP Server
Claim
Enables lookup, search, browsing, and explanation of WHO's International Classi…
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| 35237 |
MCP Code Flow Analyzer
Claim
An MCP server that analyzes and traces business code flows across your codebase…
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| 35238 |
A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powere…
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| 35239 |
MCP Weather Server
Claim
Enables AI agents like GitHub Copilot to retrieve real-time weather data for an…
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| 35240 |
ragalgo-v2
Claim
Get scored, end-of-day insights for Korean stocks and crypto to cut noise and i…
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| 35241 |
Alibaba Cloud MCP Server
Claim
Enables AI assistants to manage Alibaba Cloud resources via natural language, w…
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| 35242 |
An MCP server that lets AI models interact with Oracle Fusion Cloud HCM across …
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| 35243 |
Thoth
Claim
Read-only MCP over an agentic SLR workspace with per-claim citation verification
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| 35244 |
bcdocker
Claim
MCP server for managing Business Central Docker containers, enabling AI assista…
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| 35245 |
Cloud Architect
Claim
Provides cloud architecture analysis, recommendations, and artifacts (diagrams,…
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| 35246 |
Choice Wiki MCP
Claim
Provides Claude with a knowledge base about the Choice restaurant platform, ena…
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| 35247 |
RenderDoc MCP
Claim
Exposes RenderDoc capture analysis to AI clients via MCP, enabling offline anal…
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| 35248 |
Provide seamless integration with blockchain APIs to empower your applications …
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| 35249 |
IDA Script MCP
Claim
Executes IDAPython scripts in IDA Pro through any MCP-compatible AI assistant, …
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| 35250 |
ctxshot-mcp
Claim
A lightweight MCP server that provides project briefing tools (session_brief, p…
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