MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 3 hours, 30 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46851 |
agent-verifier-mcp
Claim
Spending limits for AI agents. Create budgets, enforce limits, track spend acro…
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| 46852 |
metalsmarket-bot
Claim
Enables LLM clients to query live and historical metal and commodity prices fro…
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| 46853 |
Deep Validator
Claim
Validates email addresses and URLs in real time using actual DNS, HTTP, and DNS…
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| 46854 |
pii-anonymizer
Claim
MCP server for automatic detection and redaction of PII in text, with anonymiza…
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| 46855 |
Signed, non-replayable API auth. Agents self-register and sign requests with ER…
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| 46856 |
Snowflake MCP Server
Claim
Enables natural language queries against Snowflake Gold-layer tables through Cl…
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| 46857 |
visual-inspector-mcp
Claim
An MCP server that enables AI assistants to visually inspect and interact with …
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| 46858 |
Provides a standardized interface to interact with Serpapi's search engine resu…
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| 46859 |
Sms Verify3 MCP Server
Claim
MCP server for accessing Sms Verify3 API to send numeric verification codes and…
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| 46860 |
FoundryVTT MCP Server
Claim
Integrates with FoundryVTT tabletop gaming sessions, allowing AI assistants to …
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| 46861 |
NINX MCP Server
Claim
A Model Context Protocol (MCP) server that provides financial trading tools and…
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| 46862 |
hugo-llms-mcp
Claim
A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cl…
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| 46863 |
Connects LLM agents to Binance Spot API for safe market data access and testnet…
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| 46864 |
Enables AI assistants to query and monitor wireless clients in Cisco Catalyst C…
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| 46865 |
SourceTap
Claim
Enables AI assistants to query and search library documentation from GitHub rep…
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| 46866 |
zikra
Claim
Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + …
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| 46867 |
calendar-mcp
Claim
China holidays and lunar calendar lookup, solar-to-lunar conversion and yearly …
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| 46868 |
qa-ai-mcp-server-gits
Claim
MCP server for end-to-end QA automation: generates test scenarios, discovers Pl…
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| 46869 |
agent-notifier
Claim
Sends desktop notifications when agents complete tasks, supporting local and re…
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| 46870 |
autodemo
Claim
MCP server that turns any running web app into demo videos, interactive walkthr…
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| 46871 |
Mealie MCP Server
Claim
Enables LLMs to save recipes directly to a Mealie instance by converting schema…
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| 46872 |
Event bus for AI agents: watch_topic long-polls live events; manage topics, sch…
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| 46873 |
Zoho Books MCP Server
Claim
Enables AI assistants to manage Zoho Books accounting tasks such as invoices, c…
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| 46874 |
MCP-JIRA-Python Server
Claim
A Python-based server allowing seamless integration with JIRA for managing and …
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| 46875 |
qtcl-mcp-server
Claim
Agent-native post-quantum blockchain. 11 tools: send, balance, quantum oracle m…
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| 46876 |
mcp-local-files
Claim
Enables ChatGPT/Codex to read, search, and edit files in a single allowed folde…
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| 46877 |
Bricolage
Claim
An agentic system that turns free-tier cloud resources into working outcomes. I…
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| 46878 |
Generate UML class diagrams from C++ source code by analyzing class structures,…
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| 46879 |
AOJ Workbench
Claim
Private remote HTTP MCP server that provides a unified endpoint to interact wit…
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| 46880 |
Local-first MCP-style code memory for research repositories: enables file searc…
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| 46881 |
Lens MCP
Claim
Provides browser-grade web access by rendering pages to markdown, taking screen…
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| 46882 |
sn-patterns-mcp
Claim
Pattern-intelligence MCP server for ServiceNow Discovery that enables AI agents…
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| 46883 |
SkillTotal
Claim
Deterministic security scan of MCP servers, agent skills and npm/PyPI packages.…
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| 46884 |
email-verifier
Claim
Verify email deliverability & find business emails (single or bulk) via the Ver…
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| 46885 |
Polaroid
Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
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| 46886 |
Provides a document database with search, retrieval, and creation tools, and a …
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| 46887 |
Weather MCP Server
Claim
Provides current weather conditions and forecasts for any location using the Op…
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| 46888 |
kobox
Claim
Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, …
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| 46889 |
servo-mcp
Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
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| 46890 |
An MCP server that integrates with Missive App allowing users to create, manage…
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| 46891 |
PackageGuard
Claim
x402-gated safety checker for npm/PyPI packages before you npm install / pip in…
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| 46892 |
image-recognition-mcp
Claim
Gives vision-less LLMs the ability to recognize clipboard screenshots and image…
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| 46893 |
Saudi ZATCA Fatoora Phase 2: AI agents report B2C and clear B2B tax invoices, s…
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| 46894 |
OdooForge MCP Server
Claim
Enables AI assistants to fully control and manage Odoo 18 ERP instances through…
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| 46895 |
Provides Xcode build, test, and package management operations through the Model…
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| 46896 |
MCP server that exposes a price calculation tool (calculatePrice) for computing…
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| 46897 |
Enables AI agents to draft evidence-grounded cold-email openers, A/B variants, …
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| 46898 |
heu-mcp
Claim
HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, downl…
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| 46899 |
image-metadata-ai-mcp
Claim
image-metadata-ai-mcp MCP server by MEOK AI Labs
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| 46900 |
Hawkeye AI Bridge
Claim
Local codebase search for AI assistants via MCP. Requires Hawkeye and Hawkeye A…
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