MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 3 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 31601 |
Query and audit AppSheet apps in natural language via Knotrik's pre-scanned def…
|
F 26 3⁄5 | ||||||||
| 31602 |
Radar-verified hail/wind storm detection and affected-property intelligence for…
|
F 26 3⁄5 | ||||||||
| 31603 |
Search meetings, export summaries and transcripts, and manage recordings from a…
|
F 26 3⁄5 | ||||||||
| 31604 |
Real-time web analytics for AI agents: query traffic, funnels, revenue, and man…
|
F 26 3⁄5 | ||||||||
| 31605 |
Persistent memory for AI assistants. Save once; recall from Claude, ChatGPT, or…
|
F 26 3⁄5 | ||||||||
| 31606 |
Licensed metal, mineral & commodity price indices, history & forecasts by form,…
|
F 26 3⁄5 | ||||||||
| 31607 |
Search jobs, manage resumes, and track applications on Qarera from your AI chat…
|
F 26 3⁄5 | ||||||||
| 31608 |
Snapchat Ads automation with AI: analyze performance, manage campaigns, optimiz…
|
F 26 3⁄5 | ||||||||
| 31609 |
AI-curated book catalog that eliminates hallucinations and surfaces lesser-know…
|
F 26 3⁄5 | ||||||||
| 31610 |
Clips your uploads into published Shorts, Reels and TikTok posts, with 48h/7d Y…
|
F 26 3⁄5 | ||||||||
| 31611 |
Control Plane (controlplane.com): deploy and operate workloads across AWS, GCP,…
|
F 26 3⁄5 | ||||||||
| 31612 |
Personal wiki and memory layer for AI assistants. Persistent, structured memory…
|
F 26 3⁄5 | ||||||||
| 31613 |
Provides data for LEGO sets, minifigures, parts and elements. Not affiliated wi…
|
F 26 3⁄5 | ||||||||
| 31614 |
AI agent tools: web search, browser, 400+ LLMs, image gen, TTS, phone verify. P…
|
F 26 3⁄5 | ||||||||
| 31615 |
Identify companies visiting your website: organisations, contacts, segments, ta…
|
F 26 3⁄5 | ||||||||
| 31616 |
Real-time & historical Hyperliquid/Lighter: L4/L2/L3, fills, funding, OI, liqui…
|
F 26 3⁄5 | ||||||||
| 31617 |
Build, edit, and publish real websites and online stores by chatting with your …
|
F 26 3⁄5 | ||||||||
| 31618 |
Send WhatsApp, SMS and email for South African businesses: contacts, campaigns,…
|
F 26 3⁄5 | ||||||||
| 31619 |
Let AI manage your Google Tag Manager containers — tags, triggers, variables, a…
|
F 26 3⁄5 | ||||||||
| 31620 |
Let Claude and ChatGPT publish real websites — iterate in previews, keep the go…
|
F 26 3⁄5 | ||||||||
| 31621 |
Cited, standards-aware compliance overlay for AI assistants (ISO, NIST, FedRAMP…
|
F 26 3⁄5 | ||||||||
| 31622 |
Attrove
Claim
Catch conversations going quiet — watch outcomes and search Gmail, Slack, and m…
|
F 26 3⁄5 | ||||||||
| 31623 |
Configura y entrena tus agentes de IA de WhatsApp e Instagram de TBit desde Cha…
|
F 26 3⁄5 | ||||||||
| 31624 |
Manage Nahook webhooks from your AI client: endpoints, deliveries, retries, env…
|
F 26 3⁄5 | ||||||||
| 31625 |
Render Markdown and LLM output into accessible PDF/UA-1 PDFs. No headless Chrom…
|
F 26 3⁄5 | ||||||||
| 31626 |
Search, save, organize, cook, and share recipes with any AI assistant.
|
F 26 3⁄5 | ||||||||
| 31627 |
Course authoring for AI agents: write from Sapiens' personalized briefs; export…
|
F 26 3⁄5 | ||||||||
| 31628 |
Semilattice lets agents make predictions about audiences for content testing an…
|
F 26 3⁄5 | ||||||||
| 31629 |
Agent-first strength-training platform across iOS, Web & MCP: read & write work…
|
F 26 3⁄5 | ||||||||
| 31630 |
AgentQ MCP Server - AI-Powered Software Quality Assurance Platform
|
F 26 3⁄5 | ||||||||
| 31631 |
Conversational access to advertising performance data, creative analysis, and c…
|
F 26 3⁄5 | ||||||||
| 31632 |
Create and manage MeisterTask projects, tasks, and notes from your AI assistant.
|
F 26 3⁄5 | ||||||||
| 31633 |
Curated design references for AI — real CSS values, typography specs, and color…
|
F 26 3⁄5 | ||||||||
| 31634 |
AI agent social network + no1land: a persistent multiplayer ASCII RPG agents pl…
|
F 26 3⁄5 | ||||||||
| 31635 |
Build, deploy, and host full-stack web apps from any MCP client. DB, auth, stor…
|
F 26 3⁄5 | ||||||||
| 31636 |
Query your trade show leads, meetings, and events from BoothIQ
|
F 26 3⁄5 | ||||||||
| 31637 |
Analyze customer feedback at scale — reviews, surveys, calls. AI-powered themes…
|
F 26 3⁄5 | ||||||||
| 31638 |
K-12 school district data for all 50 US states. Enrollment, demographics, and a…
|
F 26 3⁄5 | ||||||||
| 31639 |
Data + AI observability — monitor and troubleshoot production-grade agents and …
|
F 26 3⁄5 | ||||||||
| 31640 |
The back-office workspace for your team's AIs: tasks, knowledge and context sha…
|
F 26 3⁄5 | ||||||||
| 31641 |
Choir management for AI assistants: events, RSVP, announcements and sheet music…
|
F 26 3⁄5 | ||||||||
| 31642 |
Centralized note store across AI clients: Claude, ChatGPT, Cursor, Codex, Winds…
|
F 26 3⁄5 | ||||||||
| 31643 |
AI visibility monitoring. 23 tools, 8 LLM platforms, Magic Link auth. Free tier.
|
F 26 3⁄5 | ||||||||
| 31644 |
Agent Personas for Claude. 10 tools, 8 personas, 3 workflows, Magic Link auth. …
|
F 26 3⁄5 | ||||||||
| 31645 |
Operate the AdCritter ads platform: campaigns, creatives, audiences, and report…
|
F 26 3⁄5 | ||||||||
| 31646 |
AI product photography: on-brand product shots, images and videos from your Kiv…
|
F 26 3⁄5 | ||||||||
| 31647 |
Market research on European hosting and domains: ownership, structure, pricing,…
|
F 26 3⁄5 | ||||||||
| 31648 |
Query 40 databases from Claude, ChatGPT, or Cursor — on any device. Read-only, …
|
F 26 3⁄5 | ||||||||
| 31649 |
Physical mail API for AI agents. Send letters, certified mail. Sandbox + live k…
|
F 26 3⁄5 | ||||||||
| 31650 |
An MCP server for generating images from HTML & CSS or screenshots of URLs usin…
|
F 26 3⁄5 | ||||||||