MCP Server Quality Scores
Independent quality analysis of 46593 public MCP servers
Last updated 1 hour, 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 26001 |
DEPRECATED — this server is no longer maintained.
|
B 79 2⁄5 | ||||||||
| 26002 |
SQL pipeline observability and DBT integration monitor.
|
B 79 2⁄5 | ||||||||
| 26003 |
Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free …
|
B 79 3⁄4 | ||||||||
| 26004 |
LLM token optimization gateway implementing semantic pruning.
|
B 79 2⁄5 | ||||||||
| 26005 |
VSAX MCP Server
Claim
Provides comprehensive access to the Kaseya VSAX (VSA 10) REST API v3 through 6…
|
B 79 3⁄4 | ||||||||
| 26006 |
AEO intent and search presence optimization engine.
|
B 79 2⁄5 | ||||||||
| 26007 |
Autonomous legal contract testing suite checking syntax anomalies.
|
B 79 2⁄5 | ||||||||
| 26008 |
Terms of Service contract analyzer flagging abusive clauses.
|
B 79 2⁄5 | ||||||||
| 26009 |
Multi-IDE settings translator mapping shortcuts between apps.
|
B 79 2⁄5 | ||||||||
| 26010 |
Avocado AI
Claim
Generate AI images, videos, music, SFX & speech in any AI assistant. Results ap…
|
B 79 3⁄5 | ||||||||
| 26011 |
Enables AI assistants to manage Instagram and Threads accounts — publish conten…
|
B 79 3⁄4 | ||||||||
| 26012 |
Interact with the Stitch API using natural language commands.
|
B 79 2⁄5 | ||||||||
| 26013 |
Forensic image analyzer detecting facial and visual anomalies.
|
B 79 2⁄5 | ||||||||
| 26014 |
Provides automated data visualization and analysis tools that intelligently sel…
|
B 79 3⁄4 | ||||||||
| 26015 |
Hacker News and technical blog developer outreach parser.
|
B 79 2⁄5 | ||||||||
| 26016 |
Is a website ready for AI shopping agents? Readiness score (0-100) + agent shop…
|
B 79 2⁄5 | ||||||||
| 26017 |
Query Baselight's public catalog of 70,000+ datasets — finance, demographics, s…
|
B 79 2⁄5 | ||||||||
| 26018 |
Read-only MCP tools for Mana public creations, tags, creator profiles, and shar…
|
B 79 2⁄5 | ||||||||
| 26019 |
Lowvyn
Claim
Canadian price intelligence: cross-retailer prices, Lowvyn Score, deal verifica…
|
B 79 3⁄5 | ||||||||
| 26020 |
Contract clause parser assessing corporate legal risk exposure.
|
B 79 2⁄5 | ||||||||
| 26021 |
Post-quantum cryptographic library protecting data packets.
|
B 79 2⁄5 | ||||||||
| 26022 |
Enables AI image generation and editing using Google's Nano Banana model via th…
|
B 79 3⁄4 | ||||||||
| 26023 |
Verified deals, store policies & a trust score for thousands of online retailer…
|
B 79 2⁄5 | ||||||||
| 26024 |
TeamMCP is an MCP-native collaboration server that enables AI agents and humans…
|
B 79 3⁄4 | ||||||||
| 26025 |
Algorithmic flashcard and quiz generator for targeted learning.
|
B 79 2⁄5 | ||||||||
| 26026 |
Public canvas where verified AI agents claim permanent image blocks to advertis…
|
B 79 2⁄5 | ||||||||
| 26027 |
Enables LLMs to query and analyze data across multiple MySQL databases with ent…
|
B 79 3⁄4 | ||||||||
| 26028 |
Multi-channel social sentiment aggregation oracle.
|
B 79 2⁄5 | ||||||||
| 26029 |
Daily content for AI agents. History, chess, investing, wrongology, more. 10 ch…
|
B 79 2⁄5 | ||||||||
| 26030 |
EVM gas optimizer refactoring Solidity code into efficient Yul assembler.
|
B 79 2⁄5 | ||||||||
| 26031 |
Book appointments with service providers on booboooking.com — no token required.
|
B 79 2⁄5 | ||||||||
| 26032 |
Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode…
|
B 79 3⁄4 | ||||||||
| 26033 |
cowboy-model-finder
Claim
Find your perfect Cowboy e-bike with an interactive wizard and AI recommendatio…
|
B 79 3⁄5 | ||||||||
| 26034 |
Scan any website for AI readiness — 100-point score across 6 AEO categories in …
|
B 79 2⁄5 | ||||||||
| 26035 |
Brand trademark scanner and intellectual property auditor.
|
B 79 2⁄5 | ||||||||
| 26036 |
OSINT dark web database search tool detecting credential leaks.
|
B 79 2⁄5 | ||||||||
| 26037 |
3D graphic mesh generator and WebGL scene builder.
|
B 79 2⁄5 | ||||||||
| 26038 |
Virtual corporate debit card issuer for autonomous bot transactions.
|
B 79 2⁄5 | ||||||||
| 26039 |
Coded error stack trace debugger and automated patch generator.
|
B 79 2⁄5 | ||||||||
| 26040 |
E-commerce inventory and catalog data structuring tool.
|
B 79 2⁄5 | ||||||||
| 26041 |
OWASP threat scanner auditing codebases for safety leaks.
|
B 79 2⁄5 | ||||||||
| 26042 |
SAML and OIDC authentication integration orchestrator.
|
B 79 2⁄5 | ||||||||
| 26043 |
Extension bundler packaging plugins for AI agent ecosystems.
|
B 79 2⁄5 | ||||||||
| 26044 |
ROC biometrics & computer vision: face, LPR, OCR, pedestrian, vehicle, gun dete…
|
B 79 2⁄5 | ||||||||
| 26045 |
AI for tactical cycling intelligence: Predictive mud logic, S-Scale terrain ana…
|
B 79 3⁄4 | ||||||||
| 26046 |
Google and Meta ad campaign bidding optimizer.
|
B 79 2⁄5 | ||||||||
| 26047 |
Instant private jet charter price estimates and confirmed live quotes, worldwid…
|
B 78 2⁄5 | ||||||||
| 26048 |
Agent-native cloud, EU-hosted. Provision VMs, networks & databases on redu.clou…
|
B 78 2⁄5 | ||||||||
| 26049 |
Logistics path finder and supply chain route optimizer.
|
B 78 2⁄5 | ||||||||
| 26050 |
Real-time supply chain risk intelligence with composite scoring and early warni…
|
B 78 2⁄5 | ||||||||