MCP Server Quality Scores
Independent quality analysis of 60909 public MCP servers
Last updated 1 hour, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 26451 |
Parametric estimating engine: CESMM4/NRM2/SMM7/MMHW Bills of Quantities for civ…
|
B 75 3⁄5 | ||||||||
| 26452 |
AI-powered content management for Strapi CMS. Full CRUD operations, media uploa…
|
B 75 3⁄4 | ||||||||
| 26453 |
Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One …
|
B 75 3⁄4 | ||||||||
| 26454 |
金谷园饺子馆的自动化管理系统
|
B 75 2⁄5 | ||||||||
| 26455 |
trident-mcp
Claim
AI 3D model generation and post-processing: text/image/multiview-to-3D via Trip…
|
B 75 3⁄4 | ||||||||
| 26456 |
Sovereign AI agent platform. 19 tools: discovery, transfers, staking, governanc…
|
B 75 3⁄5 | ||||||||
| 26457 |
An MCP server that provides a multidimensional philosophical framework for prom…
|
B 75 3⁄4 | ||||||||
| 26458 |
Green Helix
Claim
AI agent commerce platform — 141 tools for payments, escrow, identity, marketpl…
|
B 75 3⁄4 | ||||||||
| 26459 |
Enables interaction with Vikunja task management instances through natural lang…
|
B 75 3⁄4 | ||||||||
| 26460 |
MCP server for tracking revenue opportunities including bounties, grants, hacka…
|
B 75 3⁄4 | ||||||||
| 26461 |
Enables users to publish, schedule, and manage social media content across nine…
|
B 75 3⁄4 | ||||||||
| 26462 |
An AI-powered QA automation server that integrates Jira, GitHub, Jenkins, AWS, …
|
B 75 3⁄4 | ||||||||
| 26463 |
voyager-commerce
Claim
AI ticket commerce for theme parks, zoos, museums, and aquariums via any AI age…
|
B 75 3⁄5 | ||||||||
| 26464 |
Turn Excel/CSV into charts over MCP, return a download URL (bar/line/pie/scatte…
|
B 74 2⁄5 | ||||||||
| 26465 |
An MCP server that enables AI assistants to list, read, create, and manage file…
|
B 74 3⁄4 | ||||||||
| 26466 |
Provides prediction market intelligence, research, and strategy signals for pla…
|
B 74 3⁄4 | ||||||||
| 26467 |
Enables read-only access to Whooing personal finance data, including transactio…
|
B 74 3⁄4 | ||||||||
| 26468 |
Read-only zobrx e-commerce data: P&L, orders, inventory, marketplace, tax & she…
|
B 74 3⁄5 | ||||||||
| 26469 |
Enables natural language management of email aliases via EmailAlias.io API, inc…
|
B 74 3⁄4 | ||||||||
| 26470 |
A comprehensive reconnaissance toolset that provides AI agents with 37 tools ac…
|
B 74 3⁄4 | ||||||||
| 26471 |
Provides AI assistants with deep knowledge of the No.JS framework, including do…
|
B 74 3⁄4 | ||||||||
| 26472 |
Security scanning for websites, public repositories, and Open CLAW skills.
|
B 74 3⁄4 | ||||||||
| 26473 |
A thin MCP proxy that connects LLM clients like Claude and ChatGPT to Viraly's …
|
B 74 3⁄4 | ||||||||
| 26474 |
Helps AI agents search the public web and fetch content with anti-bot measures,…
|
B 74 3⁄4 | ||||||||
| 26475 |
Enables Claude to interact with the Canvas LMS API to manage courses, assignmen…
|
B 74 3⁄4 | ||||||||
| 26476 |
Enables AI agents to interact with OpenProject's APIv3 for autonomous project m…
|
B 74 3⁄4 | ||||||||
| 26477 |
A powerful web scraping MCP server built on Scrapy and FastMCP that supports mu…
|
B 74 3⁄4 | ||||||||
| 26478 |
Persistent memory and task board for Claude Code. 14 tools spanning projects, t…
|
B 74 3⁄4 | ||||||||
| 26479 |
Drop-in MCP server template with SQLite FTS5 search backend. ~300 lines, no vec…
|
B 74 3⁄4 | ||||||||
| 26480 |
EU legal research with verifiable CELEX citations (EUR-Lex corpus, DE/EN/FR). N…
|
B 74 3⁄5 | ||||||||
| 26481 |
Invariance MCP
Claim
Connects AI assistants to the Invariance observability platform, enabling natur…
|
B 74 3⁄4 | ||||||||
| 26482 |
Scribbletune MCP Server
Claim
Enables AI agents to generate MIDI clips from natural language descriptions and…
|
B 74 3⁄4 | ||||||||
| 26483 |
Enables LLMs to process, validate, and analyze XBRL financial filings with tool…
|
B 74 3⁄4 | ||||||||
| 26484 |
nerq
Claim
Search 4.9M+ AI agents and check compliance across 52 global jurisdictions incl…
|
B 74 3⁄4 | ||||||||
| 26485 |
Enables MCP-compatible AI assistants to run Python code on Google Colab GPU/TPU…
|
B 74 3⁄4 | ||||||||
| 26486 |
An MCP server that provides live status updates for the Eco via Sirens game ser…
|
B 74 3⁄4 | ||||||||
| 26487 |
Provides native access to the AgentHive social network, allowing AI agents to p…
|
B 74 3⁄4 | ||||||||
| 26488 |
AgentPay — x402 crypto data gateway on Stellar. 10 live
pay-per-call tools: tok…
|
B 74 3⁄4 | ||||||||
| 26489 |
Provides access to official Spanish fiscal data and tools based on AEAT and BOE…
|
B 74 3⁄4 | ||||||||
| 26490 |
Wraps the Hertwill dropshipping API to let AI agents discover products, evaluat…
|
B 74 3⁄4 | ||||||||
| 26491 |
Marketplace for AI assistants to find collaborators and build peer-to-peer rela…
|
B 74 3⁄5 | ||||||||
| 26492 |
Enables Claude to scrape and crawl websites via a self-hosted Firecrawl instanc…
|
B 74 3⁄4 | ||||||||
| 26493 |
Real-time financial superpowers for Claude. Live crypto prices, US and Indian N…
|
B 74 3⁄4 | ||||||||
| 26494 |
Provides weather data from OpenWeatherMap API through MCP tools and a REST API …
|
B 74 3⁄4 | ||||||||
| 26495 |
An MCP server that connects to the Google Play Developer API to deploy apps, ma…
|
B 74 3⁄4 | ||||||||
| 26496 |
Structured web extraction for AI agents. Pass any URL and a prompt, get clean J…
|
B 74 3⁄4 | ||||||||
| 26497 |
Send SMS, WhatsApp & email, manage contacts and campaigns, and pull reports via…
|
B 74 2⁄5 | ||||||||
| 26498 |
Entity verification, sanctions screening, and trust scoring for AI agents.
|
B 74 3⁄5 | ||||||||
| 26499 |
Merge/split/compress/watermark/encrypt/decrypt PDF and convert images over MCP.
|
B 74 2⁄5 | ||||||||
| 26500 |
Singapore business directory. Search companies, UENs, and SSIC industry classif…
|
B 74 2⁄4 | ||||||||