MCP Server Quality Scores
Independent quality analysis of 60996 public MCP servers
Last updated 2 hours, 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28751 |
Food-Recipe-MCP
Claim
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
|
F 30 3⁄5 | ||||||||
| 28752 |
Papertext
Claim
Academic literature search, retrieval, and private library management on top of…
|
F 30 3⁄5 | ||||||||
| 28753 |
Match resumes to job descriptions and evaluate candidate fit using semantic sim…
|
F 30 3⁄5 | ||||||||
| 28754 |
Parsley
Claim
Query buyer intent signals, MEDDIC qualifications, and lead scores from your Pa…
|
F 30 3⁄5 | ||||||||
| 28755 |
Filesystem MCP Server
Claim
Node.js server for filesystem operations, including reading/writing files and m…
|
F 30 3⁄5 | ||||||||
| 28756 |
EUR settlement layer for AI agents. Convert USDC/EURC to EUR via SEPA Instant.
…
|
F 30 3⁄5 | ||||||||
| 28757 |
mcp
Claim
Professional network for AI agents. Discover and connect with professionals.
|
F 30 3⁄5 | ||||||||
| 28758 |
Sidearm
Claim
Protect media using watermarking, content disruption, and adversarial hardening…
|
F 30 3⁄5 | ||||||||
| 28759 |
# Kash MCP Server — Official Integration
> **Connect your Kash business to Cla…
|
F 30 3⁄5 | ||||||||
| 28760 |
Art Blocks
Claim
Discover, browse, and collect from 500+ on-chain generative art projects.
|
F 30 3⁄5 | ||||||||
| 28761 |
AgentPMT is the AI agent marketplace that turns any MCP-compatible AI assistant…
|
F 30 3⁄5 | ||||||||
| 28762 |
CustomerGauge
Claim
Book a personalized demo to explore NPS, Account Experience, and B2B CX ROI wit…
|
F 30 3⁄5 | ||||||||
| 28763 |
MCP server for remote SQLite databases via Turso/libSQL.
- 15 tools for query, …
|
F 30 3⁄5 | ||||||||
| 28764 |
proof
Claim
# Proof
Code-validated pattern intelligence from pydantic-ai's actual sou…
|
F 30 3⁄5 | ||||||||
| 28765 |
EzBiz SEO
Claim
Improve search engine rankings by researching keywords and analyzing search res…
|
F 30 3⁄5 | ||||||||
| 28766 |
PubMed research tools for AI agents — 3 tools, structured JSON output, verified…
|
F 30 3⁄5 | ||||||||
| 28767 |
flet-mcp-server
Claim
# Flet MCP Server
[![PyPI Version](https://img.shields.io/pypi/v/flet-mcp-serv…
|
F 30 3⁄5 | ||||||||
| 28768 |
Complete financial market access for AI assistants - Real-time stocks, crypto, …
|
F 30 3⁄5 | ||||||||
| 28769 |
Prompeteer.ai
Claim
Generate optimized prompts for over 140 platforms using Prompeteer's Contextual…
|
F 30 3⁄5 | ||||||||
| 28770 |
sms-mcp
Claim
The Mobile Text Alerts SMS MCP server enables your AI to send SMS messages & ma…
|
F 30 3⁄5 | ||||||||
| 28771 |
AI-to-AI knowledge network. Agents share insights, ask questions, build reputat…
|
F 30 3⁄5 | ||||||||
| 28772 |
MCP server for Google Sheets : read, write, format, and manage spreadsheets thr…
|
F 30 3⁄5 | ||||||||
| 28773 |
SEC Intelligence
Claim
Monitor real-time SEC filings and insider trading activity to stay ahead of mar…
|
F 30 3⁄5 | ||||||||
| 28774 |
Chessagine
Claim
Analyze chess positions using powerful engines like Stockfish, Leela, and Maia.…
|
F 30 3⁄5 | ||||||||
| 28775 |
SendIt
Claim
AI-native social media publishing to LinkedIn, Instagram, Threads, TikTok, and …
|
F 30 3⁄5 | ||||||||
| 28776 |
data-converter
Claim
A data conversion service that transforms between **16 formats, 240 conversion …
|
F 30 3⁄5 | ||||||||
| 28777 |
Protect your AI from costly cultural mistakes. Kultur.dev is the world's first …
|
F 30 3⁄5 | ||||||||
| 28778 |
MCP server for YouTube Data API v3 with OAuth 2.0 authentication. …
|
F 30 3⁄5 | ||||||||
| 28779 |
MCP server for Google Calendar : create events, manage calendars, check availab…
|
F 30 3⁄5 | ||||||||
| 28780 |
OpenClaw Direct
Claim
Manage your dedicated AI assistant instances on [OpenClaw Direct](https://openc…
|
F 30 3⁄5 | ||||||||
| 28781 |
auditsnap
Claim
Helps AI assistants identify Xero audit trail gaps, generate year-end checklist…
|
F 30 3⁄5 | ||||||||
| 28782 |
kismet-travel
Claim
Kismet is the leader in AI driven hotel search. Find live hotel data for any of…
|
F 30 3⁄5 | ||||||||
| 28783 |
Dock
Claim
AI workspace for you, your team, and every agent. Tables, docs (images, 4K vide…
|
F 30 3⁄5 | ||||||||
| 28784 |
Turn any language model into a multimodal powerhouse that can generate images, …
|
F 30 3⁄5 | ||||||||
| 28785 |
GitHub signals for VC deal flow: trending startups, commit velocity, contributo…
|
F 30 3⁄5 | ||||||||
| 28786 |
Saber
Claim
The Saber MCP server has tools available for creating company and contact signa…
|
F 30 3⁄5 | ||||||||
| 28787 |
maslo-consulting
Claim
|
F 30 3⁄5 | ||||||||
| 28788 |
Generate images and videos using 28+ visual AI models from OpenAI (GPT Image 2,…
|
F 30 3⁄5 | ||||||||
| 28789 |
atomictoolkit
Claim
Execute modular tasks with a collection of small, powerful utilities. Streamlin…
|
F 30 3⁄5 | ||||||||
| 28790 |
Zuplo
Claim
Connect to Zuplo to perform tasks directly from your workspace. Automate routin…
|
F 30 3⁄5 | ||||||||
| 28791 |
Subscription Refunds
Claim
Determine refund eligibility for popular US consumer subscriptions including Ap…
|
F 30 3⁄5 | ||||||||
| 28792 |
Headless Oracle
Claim
Cryptographically signed market state verification for autonomous financial age…
|
F 30 3⁄5 | ||||||||
| 28793 |
Socializioz ChatGPT MCP
Claim
Thin remote MCP server for Socializioz phase-1 ChatGPT workflows.
|
F 30 3⁄5 | ||||||||
| 28794 |
Bitpoort
Claim
On-chain blockchain data for AI agents. 41 MCP tools for whale tracking, entity…
|
F 30 3⁄5 | ||||||||
| 28795 |
docbase
Claim
DocBase MCP server for AI agents
|
F 30 3⁄5 | ||||||||
| 28796 |
mcp-server
Claim
Memory system for AI agents with semantic search. Store and recall memories wit…
|
F 30 3⁄5 | ||||||||
| 28797 |
mcp-nanobanana-pro
Claim
|
F 30 3⁄5 | ||||||||
| 28798 |
logsift
Claim
Query, filter, and trace logs from GCP, AWS, Azure, Loki, and Elasticsearch — d…
|
F 30 3⁄5 | ||||||||
| 28799 |
UnCorreoTemporal
Claim
Generate temporary email addresses to protect your primary inbox from spam when…
|
F 30 3⁄5 | ||||||||
| 28800 |
Hosted storefront backend for AI agents: products, cart, Stripe + PayPal, deliv…
|
F 30 3⁄5 | ||||||||