MCP Server Quality Scores
Independent quality analysis of 44165 public MCP servers
Last updated 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 34201 |
sflight-mcp
Claim
Enables natural language querying of SAP flight data (airlines, flights, bookin…
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| 34202 |
tdsql-mcp
Claim
An MCP server that turns Teradata Vantage into a full-stack analytics agent pla…
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| 34203 |
Meilisearch API Server
Claim
Provide AI models with seamless access to Meilisearch's powerful search and ind…
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| 34204 |
context-diamond
Claim
Enables LLM agents to compress handoffs into structured, auditable context caps…
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| 34205 |
MCP Security Tools Suite
Claim
Enables ethical security testing and attack surface management through SSL cert…
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| 34206 |
macOS Calendar & Reminders MCP server (24 tools). Native Swift EventKit, iCloud…
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| 34207 |
seven-mcp
Claim
MCP server for the seven.io API, enabling SMS, voice, RCS messaging, and accoun…
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| 34208 |
Monitors and analyzes GitHub repository health by detecting stale branches, old…
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| 34209 |
elevenlabs-call-mcp
Claim
Enables Poke to place real outbound phone calls using ElevenLabs Conversational…
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| 34210 |
D-Tools MCP Server
Claim
A production-ready MCP server that connects AI assistants to the D-Tools System…
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| 34211 |
mcp-db-server
Claim
Enables querying PostgreSQL and MySQL databases using natural language, with RE…
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| 34212 |
Haloscan MCP Server
Claim
Enables SEO analysis by interacting with the Haloscan API, providing keyword re…
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| 34213 |
superthread-mcp-extended
Claim
An enhanced MCP server for Superthread with comprehensive CRUD operations and o…
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| 34214 |
Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, support…
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| 34215 |
KYC-verified INR wallets for AI agents in India. Payments, escrow, and settleme…
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| 34216 |
OpenClaw MCP Server
Claim
Exposes your OpenClaw assistant to Claude Desktop via Streamable HTTP transport…
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| 34217 |
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
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| 34218 |
Solana DeFi MCP Server
Claim
Billions of Solana DeFi TXNs, Decoded at Scale & accessible via LLM
Direct, st…
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| 34219 |
omnidim-mcp-server
Claim
Official MCP server for OmniDimension. Drive voice agents, dispatch calls, and …
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| 34220 |
document-to-json-mcp
Claim
Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, …
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| 34221 |
alexa-mcp
Claim
An MCP server that lets LLMs control Amazon Alexa devices, including announceme…
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| 34222 |
vault-memory
Claim
Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware age…
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| 34223 |
Language detection API for AI agents. Identify the language of any text using t…
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| 34224 |
Context Pilot
Claim
MCP server providing persistent, searchable memory management for AI workflows,…
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| 34225 |
mcp
Claim
Tick-level Hyperliquid market data: fills, L4 book, funding, liquidations, smar…
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| 34226 |
MCP Claude Hacker News
Claim
Enables Claude Desktop to interact with Hacker News, fetching articles, searchi…
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| 34227 |
UniMCPSim
Claim
A universal MCP simulator that dynamically simulates API interfaces for various…
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| 34228 |
ffdecmcp
Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
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| 34229 |
ExaltByte MCP Server
Claim
Enables AI assistants like Claude to deploy apps, manage databases, and operate…
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| 34230 |
XSD Retrieval MCP Server
Claim
Enables users to retrieve, validate, and analyze XSD files from URLs or local p…
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| 34231 |
Context Bridge
Claim
Enables repository context packing, file/symbol ranking, task-relevant selectio…
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| 34232 |
Qdrant MCP Server
Claim
Enables interaction with Qdrant vector database for storing, searching, and man…
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| 34233 |
mcp-ohmy-sql
Claim
An MCP server that bridges AI assistants with SQL databases, enabling natural l…
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| 34234 |
Replicate MCP Server
Claim
Enables AI image generation and editing using Replicate's official models like …
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| 34235 |
metaflow-mcp-server
Claim
Enables coding agents to interact with Metaflow workflows, including querying f…
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| 34236 |
usa-npn-mcp-server
Claim
Enables querying and exporting phenology data from the USA National Phenology N…
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| 34237 |
MCP server for Razorpay API.
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| 34238 |
Wix Bookings MCP Server
Claim
Enables managing Wix Bookings courses and searching participants through the Wi…
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| 34239 |
Google Jules MCP
Claim
Enables automation of Google Jules AI coding assistant through task creation, c…
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| 34240 |
DCC-MCP-IPC
Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
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| 34241 |
Provides access to the Allen Institute for Brain Science API, enabling queries …
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| 34242 |
prediction-market-mcp
Claim
Real-time Polymarket and Kalshi data, cross-platform arb detection, strategy si…
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| 34243 |
A comprehensive chess analysis (MCP) server that provides advanced chess analys…
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| 34244 |
Ghost Writer MCP
Claim
Scans Git repositories, identifies interesting engineering work, and generates …
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| 34245 |
openlibrary-mcp-server
Claim
Search books and authors, fetch editions, browse subjects, and resolve cover im…
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| 34246 |
ArXiv Sync MCP Server
Claim
Enables AI assistants to search, download, and access arXiv papers with local s…
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| 34247 |
Minds MCP Server
Claim
Enables LLMs to interact with Minds through the Minds SDK, supporting resource …
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| 34248 |
MCP Server PR Pilot
Claim
A Model Context Protocol server that generates pull request descriptions, commi…
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| 34249 |
mcp-server-251215
Claim
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| 34250 |
multi-agent-debate-mcp
Claim
Facilitates structured multi-agent debates with arguments, rebuttals, and judgm…
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