MCP Server Quality Scores
Independent quality analysis of 66484 public MCP servers
Last updated 3 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59401 |
A Model Context Protocol server for Dify that provides culture-related services…
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| 59402 |
Music Player MCP Server
Claim
Enables playing and controlling full music tracks from Audius with an inline vi…
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| 59403 |
Triplus MCP Server
Claim
Comprehensive MCP server for travel information, offering real-time exchange ra…
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| 59404 |
Fandango MCP
Claim
Unofficial, read-only MCP server for Fandango showtimes and seat availability, …
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| 59405 |
Verlon AI MCP
Claim
Inspect and manage Verlon AI gates, logs, recommendations, and experiments from…
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| 59406 |
mcp-playwright-tools
Claim
Playwright browser automation tools for MCP enabling navigation, interaction, c…
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| 59407 |
sendbird-mcp
Claim
MCP server for Sendbird chat infrastructure, enabling AI agents to provision us…
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| 59408 |
Substack MCP Server
Claim
Enables interaction with Substack publications through natural conversation, al…
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| 59409 |
milky-file-search
Claim
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| 59410 |
An MCP server that enables Claude to create and manage TestRail test cases dire…
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| 59411 |
musescore-mcp
Claim
MuseScore for Claude — search sheet music and read score metadata via your sign…
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| 59412 |
mcp-tfstate-reader
Claim
A local MCP server that parses Terraform .tfstate files and lets AI agents audi…
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| 59413 |
CodeBrain MCP Server
Claim
Enables semantic code search across codebases using AI embeddings and vector si…
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| 59414 |
mcp-server-duckdb
Claim
Enables LLMs to interact with DuckDB databases through MCP tools for SQL querie…
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| 59415 |
muse-brain
Claim
Relational memory substrate for AI agents with MCP tools, identity continuity, …
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| 59416 |
@runapi.ai/veo-3-1-mcp
Claim
MCP server for Veo 3.1 video generation models, enabling task creation (extend,…
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| 59417 |
mcp-everything
Claim
A single Python package that bundles 18 plug-and-play MCP servers for Claude, a…
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| 59418 |
synapse-mcp
Claim
A Model Context Protocol (MCP) server that enables AI agent access to Synapse e…
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| 59419 |
CPA Concrete Pumping Group standards, pump operator certification, BS EN 12001 …
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| 59420 |
XCREENER
Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
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| 59421 |
mcp-recherche-entreprise
Claim
Enables searching for French companies using the official data.gouv.fr API, wit…
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| 59422 |
@segnals/mcp
Claim
Enables AI agents to manage Segnals trading bots, strategies, PnL, and the stra…
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| 59423 |
US tax sale dates & rules: 51 states, ~3,140 counties. Every record cites its o…
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| 59424 |
Enables AI assistants to query and manage personal finance data through the uno…
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| 59425 |
Nightman
Claim
MCP server for hunting bugs in Python functions via adversarial input generatio…
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| 59426 |
mcp-server-routine-bot
Claim
Automates routine DevOps tasks like Jenkins builds and GitLab merge requests th…
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| 59427 |
hedera-mcp
Claim
Build-only Hedera (Hashgraph) MCP — 73 tools across all core services plus anal…
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| 59428 |
Swiss Lawyer MCP
Claim
A production-minded Agentic RAG backend for informational guidance about Swiss …
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| 59429 |
mcp-dlp
Claim
A data-loss-prevention (DLP) layer for AI agents that intercepts document reads…
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| 59430 |
prescryb
Claim
A remediation orchestrator exposed as an MCP server that provides primitives fo…
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| 59431 |
SWMF MCP Server
Claim
SWMF MCP Server enables AI agents to work with the Space Weather Modeling Frame…
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| 59432 |
TeamDesk MCP Server
Claim
MCP server for TeamDesk databases, enabling CRUD operations, search, and docume…
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| 59433 |
flashcards-mcp
Claim
A spaced repetition flashcard MCP server using the FSRS-5 algorithm that provid…
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| 59434 |
gsheetmcp
Claim
MCP server to read public Google Sheets data via gviz endpoint, no authenticati…
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| 59435 |
md_converter_mcp
Claim
Converts Markdown files to print-ready PDF and Word DOCX with professional styl…
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| 59436 |
Freshservice MCP Server
Claim
Connects Claude to your Freshservice ITSM instance, enabling management of tick…
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| 59437 |
web-clipper-mcp
Claim
Enables clipping web pages to Markdown with local images, supporting CSS select…
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| 59438 |
arcade1v1
Claim
Play 1v1 arcade games vs AI agents & humans, ranked by ELO. Replay-verified, on…
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| 59439 |
Google Ads MCP Server
Claim
Provides read-only access to Google Ads account data including campaigns, ad gr…
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| 59440 |
memory-quality-mcp
Claim
Audits your Claude Code memory store with 4-dimension quality scoring and actio…
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| 59441 |
mcp-server
Claim
Perform fast arithmetic for sums, differences, products, and quotients. Save ti…
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| 59442 |
WhatsApp MCP Server
Claim
Enables LLM clients to read and search your own WhatsApp messages stored in a l…
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| 59443 |
mcp-sequel
Claim
MCP server for Claude that connects to MySQL, MariaDB, and SQLite databases. Qu…
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| 59444 |
Server Ops MCP
Claim
Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confir…
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| 59445 |
Shodai Agreements
Claim
MCP server for defining, validating, deploying, and operating Shodai machine-re…
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| 59446 |
sutra
Claim
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| 59447 |
Enables AI agents to send notifications and media (text, photos, documents, vid…
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| 59448 |
weight-mcp
Claim
A personal calorie and protein counter MCP server for use inside claude.ai, ena…
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| 59449 |
sshrew
Claim
Enables Claude to read files and run allowlisted commands on any Linux machine …
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| 59450 |
cc98-mcp
Claim
cc98-mcp enables AI assistants to search, read, and aggregate posts from the Zh…
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