MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
31101
finance Claim 1
Personal finance for AI agents: accounts, budgets, goals, 9-strategy debt payof…
F 26 35 10 0 67
31102
MCP for Zotero Claim 1
Connect your Zotero reference library to AI assistants via Model Context Protoc…
F 26 35 10 0 67
31103
PerSQL Claim 1
SQLite databases on the edge. Create per-agent databases, run SQL, branch schem…
F 26 35 10 0 67
31104
dobby-ai
dobby Claim
Connect, monitor, and control AI agents — tasks, approvals, schedules, and gove…
F 26 35 10 0 69
31105
Inventory Hero Claim 1
Inventory, restock planning, and sales analytics for your Amazon FBA business.
F 26 35 10 0 67
31106
mcp Claim 1
Query your trade show leads, meetings, and events from BoothIQ
F 26 35 10 0 67
31107
Real-time & historical Hyperliquid/Lighter: L4/L2/L3, fills, funding, OI, liqui…
F 26 35 10 0 67
31108
StoreInspect
StoreInspect Claim 1
Search Shopify stores, enrich domains, and reveal approved contact channels.
F 26 35 10 0 67
31109
mcp-server Claim 1
Monetize and manage your Tip4Serv store directly from your LLM.
F 26 35 10 0 67
31110
Alpic Claim 1
Manage your projects, debug deployments, and check analytics for any MCP server…
F 26 35 10 0 67
31111
Multi-agent governance: task orchestration, compliance, decision validation, an…
F 26 35 10 0 67
31112
MCP server for mortgage rate pricing and mini pricer management via the Lenderp…
F 26 35 10 0 67
31113
Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insi…
F 26 35 10 0 67
31114
Decision Log Claim 1
Append-only decisions with provenance, supersession, retrieval, and audited MCP…
F 26 35 10 0 67
31115
Tango Claim 1
MCP access to the U.S. federal procurement graph: contracts, opportunities, ent…
F 26 35 10 0 67
31116
Query Meta Ads performance data — accounts, campaigns, ad sets, ads, metrics & …
F 26 35 10 0 67
31117
Tulimoa Gateway Claim 1
The MCP gateway with an EU-hosted, persistent memory layer that shrinks your to…
F 26 35 10 0 67
31118
StarReview Claim 1
Drafts Google & TripAdvisor review replies; agents can never post themselves. F…
F 26 35 10 0 67
31119
AI cycling coach: training plans, workouts, nutrition, strength training, Strav…
F 26 35 10 0 67
31120
Agent Personas for Claude. 10 tools, 8 personas, 3 workflows, Magic Link auth. …
F 26 35 10 0 67
31121
gtmetrix Claim 1
Analyze web performance and get optimization insights from GTmetrix, directly i…
F 26 35 10 0 67
31122
Mirror Claim 1
Give Claude an honest self-model — behavioral tendencies built from evidence, n…
F 26 35 10 0 67
31123
GovTribe Claim 1
Search U.S. federal, state, and local government procurement data and intellige…
F 26 35 10 0 67
31124
CerebroChain Claim 1
WMS & logistics intelligence: live freight & shipping rates, port data, invento…
F 26 35 10 0 67
31125
Todos Claim 1
Personal todo list that persists across sessions. Create, update, complete, reo…
F 26 35 10 0 67
31126
Independent auto dealership vendor catalog: scores, comparisons, benchmarks, AI…
F 26 35 10 0 67
31127
Altoviz invoicing app for french small businesses
F 26 35 10 0 67
31128
getcutpro
CutPro MCP Claim
MCP server exposing the full CutPro v1 API as 34 tools for AI clients — analyze…
F 26 35 10 0 69
31129
Nirvana Claim 1
Read and update your Nirvana tasks and projects: GTD states, tags, due dates, a…
F 26 35 10 0 67
31130
PowerDMARC MCP Claim 1
Remote MCP server bridging AI clients with the PowerDMARC email authentication …
F 26 35 10 0 67
31131
snap-ads-mcp Claim 1
Snapchat Ads automation with AI: analyze performance, manage campaigns, optimiz…
F 26 35 10 0 67
31132
unblocked-mcp Claim 1
Unblocked MCP Server
F 26 35 10 0 67
31133
xDog Trading Claim 1
27 live market-research tools for trading agents: scans, options flow, sentimen…
F 26 35 10 0 67
31134
WorkingMemory Claim 1
Persistent personal memory for AI assistants — save, search, and recall across …
F 26 35 10 0 67
31135
Nomad Forecast Claim 1
Trip planning for nomadic families: multi-stop trips, Schengen/visa, climate, d…
F 26 35 10 0 67
31136
medusa-mcp Claim 1
Retrieve information from the Medusa documentation to assist you with your Medu…
F 26 35 10 0 67
31137
RenooLab Claim 1
Trouver et contacter des artisans du batiment en France. Gratuit, sans commissi…
F 26 35 10 0 67
31138
Cloudresume Claim 1
Resume builder with native MCP — create and edit resumes from your AI assistant.
F 26 35 10 0 67
31139
Hugging Face Claim 1
Connect to Hugging Face Hub and thousands of Gradio AI Applications
F 26 35 10 0 67
31140
AgentCat Claim 1
Analytics and debugging for your MCP server — explore usage and sessions, then …
F 26 35 10 0 67
31141
StudioPro Claim 1
AI product-photography studio over MCP: generate, edit, cut out, and search ima…
F 26 35 10 0 67
31142
callingly Claim 1
Lets AI agents get leads on the phone: call, send SMS, and schedule callbacks f…
F 26 35 10 0 67
31143
close-mcp Claim 1
Close CRM to manage your sales pipeline. Learn more at https://close.com or htt…
F 26 35 10 0 67
31144
OpenClaw Direct Claim 1
Deploy, monitor, and manage your OpenClaw AI assistants via natural language.
F 26 35 10 0 67
31145
Your personal data for AI — Telegram, bank, courses, Zoom & more, scoped to you.
F 26 35 10 0 67
31146
server Claim 1
Create and manage your own Certificate Authority for internal HTTPS.
F 26 35 10 0 67
31147
DoneThat Claim 1
Privacy-first work tracking with summaries, reports, coaching, and AI-ready lon…
F 26 35 10 0 67
31148
Amplitude Claim 1
Search, access, and get insights on your Amplitude data
F 26 35 10 0 67
31149
mcp Claim 1
Martingale intelligence: proprietary scores and sequence parameters for 250+ in…
F 26 35 10 0 67
31150
memol Claim 1
Search, read, create and edit your Memol notes from Claude. Team note-taking wi…
F 26 35 10 0 67
Showing 31101–31150 of 66549 servers
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