MCP Server Quality Scores
Independent quality analysis of 64728 public MCP servers
Last updated 3 hours, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 34051 |
fluent-research-mcp
Claim
Automates Ansys Fluent simulation workflows, enabling environment checks, case …
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| 34052 |
obot-admin-mcp
Claim
An MCP server that lets an MCP client manage a self-hosted obot MCP gateway via…
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| 34053 |
Enables AI assistants to search for images on Wikimedia Commons, returning stru…
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| 34054 |
eventin-mcp-server
Claim
MCP server for interacting with the Eventin booking system, enabling natural la…
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| 34055 |
foreman-mcp-py
Claim
MCP server to interact with Foreman (Red Hat Satellite) instances, enabling man…
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| 34056 |
M5 Petit Memory
Claim
An MCP server that gives Claude-based agents persistent long-term memory with s…
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| 34057 |
jurisprudenciaia-mcp
Claim
Self-hosted MCP connector for querying Brazilian legal jurisprudence via Jurisp…
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| 34058 |
agent-pool-mcp
Claim
Multi-agent orchestration server that enables parallel task delegation, sequent…
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| 34059 |
Telegram Agent for Codex
Claim
Privacy-first Telegram MCP server enabling maintainers to triage chats, inspect…
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| 34060 |
A hardened MCP server that enforces authentication via Easy Auth and OAuth, man…
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| 34061 |
Twilio MCP Server
Claim
Enables communication through Twilio's API including sending SMS/WhatsApp messa…
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| 34062 |
laravel-tasks
Claim
MCP server that connects to a Laravel Tasks API, enabling AI assistants to perf…
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| 34063 |
infobel-api-mcp
Claim
MCP server for the Infobel GetData API, enabling AI agents to search businesses…
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| 34064 |
MCP Filesystem Python
Claim
A secure, read-only MCP server for browsing and searching files in a specified …
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| 34065 |
Zeotap CDP MCP Server
Claim
Enables Claude to interact with Zeotap's Customer Data Platform through natural…
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| 34066 |
Optimizes your starting XI for Biwenger World Cup 2026 using fixed prices, with…
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| 34067 |
nano-pdf-mcp
Claim
Memory-efficient MCP server for reading and splitting large PDF files page by p…
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| 34068 |
K8s Lens
Claim
MCP server for natural-language Kubernetes operations across single or multi-cl…
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| 34069 |
Provides a standardized interface for interacting with Google-Gemini's tools an…
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| 34070 |
Canva API MCP Server
Claim
A comprehensive Model Context Protocol (MCP) server for interacting with Canva'…
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| 34071 |
mcp-Agentmemory
Claim
MCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other …
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| 34072 |
solnk-mcp
Claim
Official Solnk MCP server — publish and schedule content across 9 platforms (X,…
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| 34073 |
windows-rs-mcp
Claim
Enables searching and retrieving documentation for the Rust windows crate API t…
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| 34074 |
PDF Processor Server
Claim
An MCP server for PDF utilities including text extraction, metadata, merge/spli…
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| 34075 |
ETABS MCP Server
Claim
Connects AI assistants to CSI ETABS for structural engineering tasks, enabling …
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| 34076 |
Brand Intelligence MCP
Claim
Domain & brand intelligence: company enrichment, tech stack detection, brand re…
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| 34077 |
mcp-me
Claim
Transforms professional data (CV, projects) into MCP tools for LLMs to query, l…
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| 34078 |
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
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| 34079 |
octave-mcp
Claim
Enables Claude Code to run GNU Octave code for numerical computation, plotting,…
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| 34080 |
Focus Coach MCP
Claim
A Model Context Protocol server providing tools for focus assessment, study and…
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| 34081 |
log-essence
Claim
Enables LLMs to analyze logs by extracting patterns, redacting secrets, and pro…
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| 34082 |
Campspot MCP
Claim
Enables AI agents to query and manage campground reservations, sites, and rate …
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| 34083 |
rues
Claim
Enables querying the Colombian Business Registry (RUES) for company searches by…
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| 34084 |
keris_edumcp_2nd
Claim
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| 34085 |
Persistent AI memory using orbital mechanics. 100% local, zero API keys, MCP-na…
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| 34086 |
Systems Manager
Claim
Enables AI agents to manage system updates, application installations, and remo…
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| 34087 |
Provides secure text embeddings with privacy-preserving features using the Mirr…
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| 34088 |
Mockloop MCP
Claim
An Intelligent Model Context Protocol server that generates mock servers from O…
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| 34089 |
Connect to Oracle databases via MCP, providing secure read-only access with sup…
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| 34090 |
Corporate credit data API for AI agents — bonds, leverage, guarantors, SEC fili…
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| 34091 |
DDGS MCP Server
Claim
Enables DuckDuckGo search capabilities with full content extraction for AI agen…
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| 34092 |
百度图片搜索 MCP Server
Claim
基于百度图片搜索API,支持图片搜索、下载及格式转换的MCP服务器。
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| 34093 |
mcp-kg-skills
Claim
Manages a Neo4j knowledge graph of reusable Python functions, documentation, an…
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| 34094 |
fcp-drawio
Claim
MCP server that enables LLMs to create and edit draw.io diagrams using high-lev…
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| 34095 |
GitBranchMCP
Claim
A local-first MCP server for AI programming branch notes and mainline decision …
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| 34096 |
fallvault-mcp
Claim
MCP server for sovereign AES-256-GCM backup encryption and decryption. Enables …
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| 34097 |
Enables AI clients to read and write local infinite canvas data via MCP protoco…
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| 34098 |
PostgreSQL MCP Server
Claim
Enables interaction with PostgreSQL databases through resources, tools, and pro…
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| 34099 |
A Model Context Protocol (MCP) server for Chrome Enterprise Premium that expose…
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| 34100 |
ClawResearch MCP Server
Claim
Enables AI assistants to interact with the ClawResearch autonomous AI research …
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