MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45001 N/A N/A 95
45002
srotzin
Pre-attestation gate for AI inference that checks compliance conditions and iss…
45003
iflow-mcp
Enables first-principles calculations (SCF, structure optimization, molecular d…
N/A N/A
45004
studiomeyer-io
mcp-crew Claim
Agent Personas for Claude. 10 tools, 8 personas, 3 workflows. Zero API cost.
N/A N/A 95
45005
DHEBP
Read-only DERO blockchain MCP: 33 tools (12 composites) incl. TELA discovery + …
45006
HUANGCHIHHUNGLeo
Let any LLM actually watch a video: scene-aware keyframes plus a timestamped tr…
N/A N/A
45007
ShapeGames
Enables interaction with Atlassian Confluence through MCP, allowing retrieval o…
45008
afreakk
MCP server for automating qutebrowser browser via CDP and IPC. Enables tab mana…
N/A N/A
45009
sham-devs
mcp-md-pdf Claim
Converts Markdown files to Word (.docx) and PDF documents. Supports .dotx templ…
N/A N/A
45010
stestojadinovic
A production-grade MCP server demonstrating the wrapping pattern for AI-augment…
N/A N/A
45011
reidgoodbar
squire Claim
Remote runtimes for validation and offload jobs.
83
45012
blanck1945
Enables AI agents to manage Zyta Sign documents, signatures, and studies with s…
45013
celigo
Celigo Claim
Manage your Celigo integrator.io account: integrations, flows, connections, err…
45014
Linn-Latt
FlexFS MCP Claim
Provides secure file system, web fetching, and Google Cloud Storage access for …
N/A N/A
45015
AlephantAI
alephant-mcp Claim
Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 32…
N/A N/A
45016
CustomBlinds
South Africa's first AI-transactable blinds, shutters and awnings catalogue wit…
45017
junter1989k-ai
Czechia payments for AI agents — cards / Apple Pay via Stripe. Never holds fund…
45018
dachhack
stathead-mcp Claim
Fantasy football analytics: stats, dynasty, projections, prospects, Sleeper lea…
N/A N/A
45019
TheSashaDev
Enables SSH command execution, file uploads/downloads, and multi-server managem…
N/A N/A
45020
mnewby20305
Enables Claude to manage GoHighLevel CRM contacts, pipelines, and workflows thr…
45021
jagoff
Local-first semantic memory with MLX embeddings, hybrid search, knowledge graph…
N/A N/A
45022
redhat-community-ai-tools
Enables users to interact with Prow CI/CD systems, retrieving build logs and di…
45023
bekservice
Famulor Claim
AI voice agents: assistants, calls, campaigns, leads, knowledge bases, WhatsApp…
45024 N/A N/A 95
45025
phoenix581228
An intelligent AI assistant routing and management platform that integrates 107…
N/A N/A 95
45026
PantelisGeorgiadis
MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and W…
N/A N/A
45027
KitDevUA
Analyze any video (local file or URL) into frames + transcript for Claude Code
N/A N/A
45028
universal-mcp
Provides a standardized interface for interacting with Falai's tools and servic…
45029
ranjanjyoti152
Enables AI assistants across platforms to share memory, recall facts, preferenc…
N/A N/A
45030
pipeworx-io
Gdelt Claim
GDELT MCP — Global Database of Events, Language, and Tone (free, no auth)
45031
shashankrai1983
Enables full read/write management of Facebook ad campaigns, ad sets, ads, and …
45032
AethereusRiyaAgrawal
Enables Microsoft 365 Copilot to interact with Salesforce through REST APIs, su…
45033
vbarreiratt
MaestroMCP Claim
Enables AI assistants to control MIDI devices and synthesizers through WebMidi.…
N/A N/A 95
45034
fedlinllc
Exposes FEDLIN's public security scanners as agent-callable tools over Streamab…
45035
Ruhal-Doshi
skill-depot Claim
Enables AI agents to semantically search and retrieve relevant skills from a lo…
N/A N/A
45036
Magnolia-Tech-Services-LLC
Provides comprehensive access to the ResourceSpace Digital Asset Management API…
45037
huang198600-cpu
Enables deep structural analysis of ebooks by extracting core conflicts, insigh…
45038
cshara1
Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) fil…
N/A N/A
45039
Cunning-Kang
Exposes the Mavis multi-agent system as an MCP server, enabling Claude Code and…
N/A N/A
45040
Shanko-26
mdfmcp Claim
MCP server for analyzing ASAM MDF measurement data files, enabling AI assistant…
N/A N/A
45041
toro-guapo
Trestle Claim
Detects leaked secrets (API keys, tokens, private keys) in source code.
N/A N/A
45042
anilvermaspeaks
A minimal MCP server using FastMCP to demonstrate tool creation, including a ge…
N/A N/A
45043
latiftplgu
Astro Charts Claim
Generate astrology charts from a date, time, and location. Explore planetary po…
N/A N/A 95
45044
Darakhsh1999
Provides easy access to Formula 1 data including championship standings, event …
45045
geraservicesuk
GeraVoice MCP (placeholder) — voice-native gateway for emerging markets. Launch…
N/A N/A 95
45046
ober37
Monitor and automate AC Infinity grow controllers through natural conversation …
45047
JaimeJunr
MCP server that lets any agent or MCP host delegate tasks to Claude Code runnin…
N/A N/A
45048
Apoth3osis-ai
Secure MCP router providing access to AgentPMT's pay-per-use AI tools marketpla…
N/A N/A 83
45049
qingshanyuluo
Provides tools to search, query, and visualize Prometheus metrics, returning re…
45050
FileXego
A Playwright-powered MCP server for browser automation using ARIA snapshots and…
N/A N/A
Showing 45001–45050 of 66518 servers
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