MCP Server Quality Scores
Independent quality analysis of 61082 public MCP servers
Last updated 4 hours, 14 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 29751 |
Run Python code in a secure sandbox without local setup. Declare inline depende…
|
F 22 3⁄5 | ||||||||
| 29752 |
Showcase validator orchestrating multi-agent swarm governance and payments.
|
F 22 3⁄5 | ||||||||
| 29753 |
Database health auditor monitoring query latencies.
|
F 22 3⁄5 | ||||||||
| 29754 |
Greet anyone with a friendly, personalized hello. Explore the origin story of '…
|
F 22 3⁄5 | ||||||||
| 29755 |
Convert files between formats without quality loss. Speed up your workflow with…
|
F 22 3⁄5 | ||||||||
| 29756 |
Manage workouts, nutrition, goals, and progress across the FitAF platform. Conn…
|
F 22 3⁄5 | ||||||||
| 29757 |
Connect Claude, Cursor, or ChatGPT to your business data. Ask questions, get an…
|
F 22 3⁄5 | ||||||||
| 29758 |
Biometric data privacy auditor ensuring Zero-Knowledge compliance.
|
F 22 3⁄5 | ||||||||
| 29759 |
A sample zoo MCP server
|
F 22 3⁄5 | ||||||||
| 29760 |
Health professional shortage areas and community health centers
|
F 22 3⁄5 | ||||||||
| 29761 |
Safety execution proxy protecting clients during tool calls.
|
F 22 3⁄5 | ||||||||
| 29762 |
Identity infrastructure for the AI economy. Verify humans, query traits, earn U…
|
F 22 3⁄5 | ||||||||
| 29763 |
DeFi MCP fleet: oracle, security audit, treasury yield, QA attestation, and com…
|
F 22 3⁄5 | ||||||||
| 29764 |
Unified MCP gateway to Algeria TKAWEN ecosystem: commerce, certification and AI…
|
F 22 3⁄5 | ||||||||
| 29765 |
Whiteboard MCP server
|
F 22 3⁄5 | ||||||||
| 29766 |
AI-powered web automation. Navigate websites using AI agents for one page or a …
|
F 22 3⁄5 | ||||||||
| 29767 |
8 AI services via MCP: content, code, image, docs, data extraction, translation…
|
F 22 3⁄5 | ||||||||
| 29768 |
Zero-knowledge proof validator and cryptographic locker.
|
F 22 3⁄5 | ||||||||
| 29769 |
Dungeons & Dragons (D&D) and TTRPG companion: SessionKeeper sessions, NPCs, wik…
|
F 22 3⁄5 | ||||||||
| 29770 |
Multi-language debug skills and code execution helper.
|
F 22 3⁄5 | ||||||||
| 29771 |
Weather forecasts, current conditions, and location search via Open-Meteo.
|
F 22 3⁄5 | ||||||||
| 29772 |
Restaurant management API for meni.ge owners: manage menus, locations, orders, …
|
F 22 3⁄5 | ||||||||
| 29773 |
Streamline field service and construction operations with CenterPoint Connect. …
|
F 22 3⁄5 | ||||||||
| 29774 |
Logistics path finder and supply chain route optimizer.
|
F 22 3⁄5 | ||||||||
| 29775 |
LLM query cost optimizer minimizing context waste.
|
F 22 3⁄5 | ||||||||
| 29776 |
Access Google & Meta Ads data via AI. Analyse campaign performance in seconds.
|
F 22 3⁄5 | ||||||||
| 29777 |
Analyze your campaigns any way you want, with AI.
|
F 22 3⁄5 | ||||||||
| 29778 |
Driverless delivery.
|
F 22 3⁄5 | ||||||||
| 29779 |
Send AI bots to attend meetings on your behalf. Get recordings, transcripts, an…
|
F 22 3⁄5 | ||||||||
| 29780 |
LLM token optimization gateway implementing semantic pruning.
|
F 22 3⁄5 | ||||||||
| 29781 |
Independent real estate market data for Marbella's 28 sub-areas.
|
F 22 3⁄5 | ||||||||
| 29782 |
Curated multilingual dictionary that names code identifiers from domain concept…
|
F 22 3⁄5 | ||||||||
| 29783 |
Persistent memory for AI agents. Semantic search, memory graph, W3C DID identit…
|
F 22 3⁄5 | ||||||||
| 29784 |
Real-time supply chain risk intelligence with composite scoring and early warni…
|
F 22 3⁄5 | ||||||||
| 29785 |
Zoom Docs server for creating and retrieving Zoom documents and notes in Markdo…
|
F 22 3⁄5 | ||||||||
| 29786 |
Manage EchoRelay relay projects from any MCP client: lines, endpoints, keys, bi…
|
F 22 3⁄5 | ||||||||
| 29787 |
Memory for deep conversational context across any platform
|
F 22 3⁄5 | ||||||||
| 29788 |
Webinar analytics for Zoom Meeting-based webinars: Funnels, transcripts, email …
|
F 22 3⁄5 | ||||||||
| 29789 |
XHS note search, hot list, details, comments/replies, profiles, transcript.
|
F 22 3⁄5 | ||||||||
| 29790 |
Shopify store + product analysis for DTC competitive research.
|
F 22 3⁄5 | ||||||||
| 29791 |
Company Insights: job postings, tech stack, news events, key customers, similar…
|
F 22 3⁄5 | ||||||||
| 29792 |
Hosted MCP memory and agent control plane for durable conversations, jobs, and …
|
F 22 3⁄5 | ||||||||
| 29793 |
Kickstart your setup with ready-to-run greetings and the 'Hello, World' origin …
|
F 22 3⁄5 | ||||||||
| 29794 |
Stocks, crypto, FX, and portfolio math in one tool — no per-source API juggling.
|
F 22 3⁄5 | ||||||||
| 29795 |
Travel & commerce intelligence for AI agents: search, book & price-track hotels…
|
F 22 3⁄5 | ||||||||
| 29796 |
NLocq
|
F 22 3⁄5 | ||||||||
| 29797 |
Interact with your Google Cloud Composer resources using natural language comma…
|
F 22 3⁄5 | ||||||||
| 29798 |
McDonald's China MCP Server with event calendar, coupon inquiries and redemptio…
|
F 22 3⁄5 | ||||||||
| 29799 |
Green computing task scheduler routing jobs to low-carbon zones.
|
F 22 3⁄5 | ||||||||
| 29800 |
Post + comment + subreddit search with comment-level depth for sentiment work.
|
F 22 3⁄5 | ||||||||