MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30951
blinkpdf Claim 1
Render Markdown and LLM output into accessible PDF/UA-1 PDFs. No headless Chrom…
F 26 35 10 0 67
30952
CerebroChain Claim 1
WMS & logistics intelligence: live freight & shipping rates, port data, invento…
F 26 35 10 0 67
30953
Agent Personas for Claude. 10 tools, 8 personas, 3 workflows, Magic Link auth. …
F 26 35 10 0 67
30954
mcp-server Claim 1
AI-callable tools for API mocking, testing, monitoring, security, and automatio…
F 26 35 10 0 67
30955
Clootrack Claim 1
Analyze customer feedback at scale — reviews, surveys, calls. AI-powered themes…
F 26 35 10 0 67
30956
wachete Claim 1
Create, read and monitor Wachete website-change wachets for a signed-in user.
F 26 35 10 0 67
30957
Fulcra Context Claim 1
Collect Apple Health data from your wearables through the Context app and query…
F 26 35 10 0 67
30958
AgentQ MCP Server - AI-Powered Software Quality Assurance Platform
F 26 35 10 0 67
30959
mcp-server Claim 1
Monetize and manage your Tip4Serv store directly from your LLM.
F 26 35 10 0 67
30960
tenderly-mcp Claim 1
Tenderly MCP server for blockchain dev — simulate, debug, and test on 100+ netw…
F 26 35 10 0 67
30961
controlplane-com
Control Plane Claim 1
Control Plane (controlplane.com): deploy and operate workloads across AWS, GCP,…
F 26 35 10 0 67
30962
Query and audit AppSheet apps in natural language via Knotrik's pre-scanned def…
F 26 35 10 0 67
30963
Search speech in podcasts, government meetings, and your own audio: speakers, e…
F 26 35 10 0 67
30964
MileMaker MCP Claim 1
MileMaker MCP server provides mapping services for commercial transportation.
F 26 35 10 0 67
30965
unblocked-mcp Claim 1
Unblocked MCP Server
F 26 35 10 0 67
30966
Rankd ASO Claim 1
App Store Optimization for indie devs. Track rankings, find keyword wins, grow …
F 26 35 10 0 67
30967
mcp Claim 1
Martingale intelligence: proprietary scores and sequence parameters for 250+ in…
F 26 35 10 0 67
30968
gtmetrix Claim 1
Analyze web performance and get optimization insights from GTmetrix, directly i…
F 26 35 10 0 67
30969
Tulimoa Gateway Claim 1
The MCP gateway with an EU-hosted, persistent memory layer that shrinks your to…
F 26 35 10 0 67
30970
attrove
Attrove Claim
Catch conversations going quiet — watch outcomes and search Gmail, Slack, and m…
F 26 35 10 0 69
30971
throughline Claim 1
A persistent AI self you own — memory, persona, judgment — portable across all …
F 26 35 10 0 67
30972
Verant Claim 1
AI proofreading for public web pages and full sites, with AI-verified correctio…
F 26 35 10 0 67
30973
Percher Claim 1
MCP-native hosting: publish and operate AI-built web apps live at name.percher.…
F 26 35 10 0 67
30974
Kive Claim 1
AI product photography: on-brand product shots, images and videos from your Kiv…
F 26 35 10 0 67
30975
Monitor Bluesky for new brand mentions, keywords and account posts. Alerts only…
F 26 35 10 0 67
30976
SEC Form 4 insider trades, daily trading plans, 8-K catalysts and market data f…
F 26 35 10 0 67
30977
google-ads-mcp Claim 1
Google Ads automation with AI: analyze performance, manage campaigns, optimize …
F 26 35 10 0 67
30978
An MCP server that provides access to trusted data about business identity and …
F 26 35 10 0 67
30979
rum-analytics Claim 1
RUM platform for web performance analytics, Core Web Vitals, and third-party sc…
F 26 35 10 0 67
30980
FLUX Claim 1
Official FLUX MCP server. Generate, edit, vary, and browse images from Black Fo…
F 26 35 10 0 67
30981
egoetmann
EasyKanban Claim 1
Read and manage your EasyKanban kanban boards: to-do summaries, create, update,…
F 26 35 10 0 67
30982
Firmoscop Claim 1
Romanian company risk checks by CUI — verdict verde/galben/roșu from official p…
F 26 35 10 0 67
30983
mcp Claim 1
Query your trade show leads, meetings, and events from BoothIQ
F 26 35 10 0 67
30984
WorkingMemory Claim 1
Persistent personal memory for AI assistants — save, search, and recall across …
F 26 35 10 0 67
30985
Multi-agent governance: task orchestration, compliance, decision validation, an…
F 26 35 10 0 67
30986
Decision Log Claim 1
Append-only decisions with provenance, supersession, retrieval, and audited MCP…
F 26 35 10 0 67
30987
appdevexpert
PromptOT Claim
Manage, version, and publish LLM prompts with blocks, variables, and evaluation…
F 26 35 10 0 69
30988
TranslateSheet Claim 1
Accurate, brand-controlled translation for text, code, images, and documents wi…
F 26 35 10 0 67
30989
PerSQL Claim 1
SQLite databases on the edge. Create per-agent databases, run SQL, branch schem…
F 26 35 10 0 67
30990
StudioMeyer Crm Claim 1
AI-native CRM with 33 tools. Pipeline, leads, Stripe sync, Magic Link auth. Fre…
F 26 35 10 0 67
30991
Triall Claim 1
Multiple AIs peer-review and debate your question, then return one fact-checked…
F 26 35 10 0 67
30992
Brick Directory Claim 1
Provides data for LEGO sets, minifigures, parts and elements. Not affiliated wi…
F 26 35 10 0 67
30993
AppDeploy Claim 1
AppDeploy turns app ideas described in AI chat into live full-stack web applica…
F 26 35 10 0 67
30994
Monte Carlo Claim 1
Data + AI observability — monitor and troubleshoot production-grade agents and …
F 26 35 10 0 67
30995
RenooLab Claim 1
Trouver et contacter des artisans du batiment en France. Gratuit, sans commissi…
F 26 35 10 0 67
30996
data Claim 1
Read-only PostgreSQL, MySQL, SQL Server access via MCP — 24 dialect-aware hoste…
F 26 35 10 0 67
30997
ProductNow Claim 1
Turn prototype feedback into product decisions that your whole team can trace.
F 26 35 10 0 67
30998
server Claim 1
Create and manage your own Certificate Authority for internal HTTPS.
F 26 35 10 0 67
30999
Aim Claim 1
Market knowledge layer for AI agents: competitors, opinions and regulations sha…
F 26 35 10 0 67
31000
DoneThat Claim 1
Privacy-first work tracking with summaries, reports, coaching, and AI-ready lon…
F 26 35 10 0 67
Showing 30951–31000 of 66549 servers
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