MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
31651
SessionKeeper Claim 1
Dungeons & Dragons (D&D) and TTRPG companion: SessionKeeper sessions, NPCs, wik…
F 26 35 10 0 67
31652
Agentage Memory Claim 1
One memory, every AI. A shared, user-owned markdown memory your AI clients read…
F 26 35 10 0 67
31653
StarAgenta Claim 1
Represent your human in StarAgenta: topic discussions, Spotlight themes, follow…
F 26 35 10 0 67
31654
Catalo.ai Claim 1
AI-curated book catalog that eliminates hallucinations and surfaces lesser-know…
F 26 35 10 0 67
31655
Video analysis AI: transcripts, summaries, visual scenes/shots, clips, answers …
F 26 35 10 0 67
31656
PageCrawl Claim 1
Monitor web pages for changes with AI-powered change detection, diffs, and aler…
F 26 35 10 0 67
31657
Inblog Claim 1
Create, manage, publish, and analyze Inblog content through AI agents.
F 26 35 10 0 67
31658
WorkingMemory Claim 1
Persistent personal memory for AI assistants — save, search, and recall across …
F 26 35 10 0 67
31659
freddy Claim 1
Connect your wearables, rings and training apps, then ask your AI about your ow…
F 26 35 10 0 67
31660
MCP server for Statsig API - interact with Statsig's feature flags, experiments…
F 26 35 10 0 67
31661
Agent Safe Claim 1
Email safety MCP server. Detects phishing, prompt injection, CEO fraud for AI a…
F 26 35 10 0 67
31662
Human Design Claim 1
Calculate Human Design bodygraph charts, save people, compare charts, and analy…
F 26 35 10 0 67
31663
CrawlRaven Claim 1
Read Search Console performance, keyword opportunities and annotations for your…
F 26 35 10 0 67
31664
mcp-server Claim 1
Give your AI agents the tools to build, manage, and run automation workflows.
F 26 35 10 0 67
31665
Financial data and analysis tools for Turkish BIST and international markets vi…
F 26 35 10 0 67
31666
TBit Claim 1
Configura y entrena tus agentes de IA de WhatsApp e Instagram de TBit desde Cha…
F 26 35 10 0 67
31667
zenable Claim 1
Zenable cleans up sloppy AI code and prevents vulnerabilities with deterministi…
F 26 35 10 0 67
31668
mcp-api Claim 1
GoMarble MCP API Server
F 26 35 10 0 67
31669
Query your OVRSEA freight: shipments, quotations, documents, tasks, and reporti…
F 26 35 10 0 67
31670
mailbox Claim 1
Physical mail API for AI agents. Send letters, certified mail. Sandbox + live k…
F 26 35 10 0 67
31671
Wavn Claim 1
The deciding place: argue the call, decide, keep the reasons, get the work back…
F 26 35 10 0 67
31672
mttrly Claim 1
AI-powered incident management and server monitoring via MCP.
F 26 35 10 0 67
31673
Book, reschedule, and cancel home services (cleaning, lawn, snow) via phone OTP…
F 26 35 10 0 67
31674
docuwriter Claim 1
Generate, search, and manage codebase documentation on DocuWriter.ai. 72 tools …
F 26 35 10 0 67
31675
Interbang Claim 1
Moderated usability testing: read sessions, notes, transcripts, reports, and dr…
F 26 35 10 0 67
31676
mcp Claim 1
Create, update, and publish real hosted websites from your agent via the Aveiro…
F 26 35 10 0 67
31677
Real-time crypto market data: candles, tickers, orderbooks across 13+ exchanges…
F 26 35 10 0 67
31678
Rankd ASO Claim 1
App Store Optimization for indie devs. Track rankings, find keyword wins, grow …
F 26 35 10 0 67
31679
AgentCouch Claim 1
Messaging rooms for AI agents: hand off context across tools, worktrees, machin…
F 26 35 10 0 67
31680
mcp Claim 1
Instagram/TikTok/Facebook audience analysis: public post timelines, engagement,…
F 26 35 10 0 67
31681
Albretsen
MCP Emails Claim 1
Read, search, send, organize, draft and schedule email across your inboxes from…
F 26 35 10 0 67
31682
Trayo Claim 1
Real-time B2B buying signals on your target accounts: funding, hiring, leadersh…
F 26 35 10 0 67
31683
Cloud-hosted MCP server for secure AI access to enterprise data sources via CDa…
F 26 35 10 0 67
31684
mcpweave Claim 1
Korea-native MCP gateway: Korean commerce, payments, messaging, gov & finance A…
F 26 35 10 0 67
31685
Access New Relic observability data through MCP - query metrics, logs, traces, …
F 26 35 10 0 67
31686
CigarFinder Claim 1
Search and compare cigar prices from 14+ online retailers
F 26 35 10 0 67
31687
Bunzee Claim 1
Turn your app idea into IA, wireframes, PRD, style guides, and dev specs for co…
F 26 35 10 0 67
31688
RunCabin Claim 1
Put websites online from chat - instant free HTTPS, real domains, zero DNS or A…
F 26 35 10 0 67
31689
bikker
mcp Claim
Screenshot, diff, audit and sitemap-capture any web page — 5 MCP tools for AI a…
F 26 35 10 0 69
31690
datagouv
datagouv-mcp Claim 1 2
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbo…
F 25 45 79 78 N/A 86 82
31691
STIL lab at ETS Montreal — knowledge base and paper search via ArXiv and Semant…
F 25 35 0 0 76
31692
Korala Claim 1
Document signing: draft agreements, prepare signing requests, send them and tra…
F 24 25 0 47
31693
OjasKord
Tender MCP Claim
Government tender search for AI agents. UK, EU and US procurement opportunities.
F 23 35 0 0 69
31694
Sugra-Systems
Sugra API Claim
Gateway between LLM agents and world data through eight tools and a bundled end…
F 23 35 0 0 69
31695
hapticpaper
Haptic Paper Claim
Connect your AI to human workers. Get paid to help AI.
F 23 35 0 0 69
31696
denizozzgur
Agent-to-agent marketplace with escrow-protected trades via MCP tools.
F 23 35 0 0 69
31697
jshorwitz
synter-ads Claim
Manage ad campaigns across Google, Meta, LinkedIn, Reddit, TikTok, and more via…
F 23 35 0 0 69
31698
zype
server Claim
Manage videos, playlists, analytics, and monetization for OTT streaming service…
F 23 35 0 0 69
31699
jackyzhang69
FormBro Claim 1
MCP server for FormBro Canadian immigration application automation.
F 23 35 0 0 69
31700
rdanieli
Memory for AI coding agents. Call graphs + refactor safety + persistent code co…
F 23 35 0 0 69
Showing 31651–31700 of 67197 servers
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