MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47151 |
AI-PR-Review-MCP
Claim
An MCP server that automates pull request reviews using multiple LLM providers …
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| 47152 |
mcp-tespit
Claim
Enables AI assistants to monitor real-time CPU, RAM, and disk usage on the loca…
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| 47153 |
An MCP server that provides web search and semantic reranking capabilities usin…
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| 47154 |
cloudcompare-mcp
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Enables AI assistants to process 3D point clouds and meshes using CloudCompare …
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| 47155 |
clbench-fireworks-rft
Claim
Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using t…
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| 47156 |
Seekstone
Claim
The fastest Obsidian MCP server for Claude.
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| 47157 |
biopharma-catalyst-mcp
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Enables biopharma catalyst research by aggregating signals from ClinicalTrials.…
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| 47158 |
re-leak-scan
Claim
MCP server for detecting publisher telemetry pipeline leaks in binary artifacts…
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| 47159 |
crawl-mcp
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MCP server for web crawling, searching, and AI-powered content extraction, supp…
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| 47160 |
Enables monitoring competitor websites for price drops, new products, promotion…
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| 47161 |
formpaste
Claim
Create and wire up contact forms from your coding agent. Forms, snippets, and s…
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| 47162 |
sap_2000_api_python_mcp
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| 47163 |
Google Ads MCP Server
Claim
Enables LLMs to query Google Ads accounts, search for information, and list acc…
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| 47164 |
arm-code-mcp
Claim
MCP server for Arm64 Linux performance: parse perf output, suggest NEON intrins…
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| 47165 |
Residential proxy MCP for AI agents — geo-targeting, sticky sessions, anti-bot …
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| 47166 |
irail-mcp
Claim
Provides Belgian railway travel information via the iRail API, including statio…
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| 47167 |
Free — no API key required. Enrich by domain or name. Country, contacts, social…
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| 47168 |
scorton-mcp
Claim
MCP server for behavioral cybersecurity and AI risk scoring in financial workfl…
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| 47169 |
yandex-mail-mcp
Claim
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
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| 47170 |
groww
Claim
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| 47171 |
preflight
Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
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| 47172 |
mcp
Claim
Agent-native uptime monitoring. Create, inspect, and assert monitor health. Fre…
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| 47173 |
GNews API MCP Server
Claim
Provides access to global news articles from over 60,000 sources through the GN…
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| 47174 |
Jimeng MCP Server
Claim
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
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| 47175 |
MCP Vector Memory
Claim
Provides AI coding agents with persistent, long-term memory through local seman…
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| 47176 |
devspace-memory-bridge
Claim
A non-invasive MCP bridge that makes DevSpace search tools memory-aware by augm…
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| 47177 |
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
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| 47178 |
Obriym CRM
Claim
Operate Obriym CRM from your AI assistant: leads, deals, orders, products, dash…
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| 47179 |
Rytnow MCP Server
Claim
Enables AI assistants to interact with Rytnow project management platform, supp…
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| 47180 |
cisco-axl-mcp
Claim
An MCP server that enables AI assistants to manage Cisco Unified Communications…
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| 47181 |
CodeGraph
Claim
An MCP server that provides semantic code intelligence by pre-indexing codebase…
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| 47182 |
Fraud Detection MCP
Claim
AI-powered fraud detection and investigation platform that exposes tools for qu…
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| 47183 |
MCP Inflow Ingredients
Claim
Enables AI assistants to interact with Inflow Inventory API for managing ingred…
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| 47184 |
A demonstration MCP server that simulates server management actions for Contabo…
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| 47185 |
XLMCP
Claim
Enables Claude Code to interact with Jupyter notebooks, perform semantic search…
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| 47186 |
quanttogo-mcp
Claim
Quantitative trading strategies, market indices, and live performance data
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| 47187 |
Identity AIops
Claim
Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 2…
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| 47188 |
lorem-ipsum-ai-mcp
Claim
lorem-ipsum-ai-mcp MCP server by MEOK AI Labs
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| 47189 |
calmcp
Claim
A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing re…
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| 47190 |
MarkltDown MCP Server
Claim
Converts files (PDF, Word, images, etc.) to Markdown within Claude Desktop to r…
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| 47191 |
An MCP server for content creation that extracts video transcripts, scrapes web…
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| 47192 |
Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO …
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| 47193 |
MCP Launch Lens
Claim
Scores MCP servers for launch-readiness across trust, tool UX, docs, observabil…
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| 47194 |
Enables querying Turkish market prices, searching products, and comparing price…
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| 47195 |
local-kms-mcp-server
Claim
Local-first MCP server for per-agent key management, generating and using signi…
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| 47196 |
jira-digest-mcp
Claim
MCP server for querying resolved Jira tickets across multiple Atlassian Cloud s…
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| 47197 |
Fancy Control MCP Server
Claim
MCP server for controlling PowerExchange/Fancy Control devices via HTTP. Provid…
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| 47198 |
mcp-google-sheets
Claim
Enables AI assistants to interact with Google Sheets, allowing CRUD operations,…
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| 47199 |
PubFi MCP
Claim
Enumerate and inspect PubFi capabilities, then execute an exact selected route.
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| 47200 |
finance-mcp
Claim
A minimal MCP server that converts company names to stock symbols and fetches f…
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