MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32551
Reculi
file operation
N/A N/A 95
32552
MCP-Mirror
Enables direct interaction with AWS S3 buckets through the Model Context Protoc…
81
32553
agentcall
AgentCall Claim
Programmable phone numbers for AI agents. Provision numbers, send/receive SMS, …
32554
viktorboyko528
Real-time product catalog and inventory across multi-tenant e-commerce stores v…
32555
zerolatency
Persistent memory MCP server for AI agents — hybrid semantic recall, multi-agen…
32556
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
32557
josemvelez
Essential European data validation and formatting tools for AI agents. Validate…
81
32558
pipeworx-io
swapi Claim
SWAPI MCP — wraps the Star Wars API (swapi.dev, free, no auth)
32559
surajpratap
Enables interaction with the Zoom API to manage meetings, retrieve cloud record…
32560
cbuntingde
Enables agents to maintain persistent memory through three-tiered architecture:…
N/A N/A 95
32561
MCP server providing Playwright test generation wizard with intelligent prompts…
N/A N/A 81
32562
AWS cloud security scanners for AI agents — S3, IAM, EC2, EKS, RDS, CloudTrail,…
67
32563
Revit MCP Claim 1
Revit model integration via APS — elements, parameters, schedules, clashes, IFC…
67
32564
rmh104
Volta Notes Claim
Burn-after-read encrypted notes on the Internet Computer. Share passwords, keys…
81
32565
Wosh-i
Enables interaction with Vikunja task management instances through natural lang…
32566
pipeworx-io
Usaspending Claim
USAspending MCP — Federal spending data from USAspending.gov API
32567
Search providers, check availability, book evaluations, and estimate insurance …
67
32568
zoro
Zoro Claim
Nag MCP powers reminder scheduling that actually sends email (and supports webh…
81
32569
MastadoonPrime
sylex-search Claim
Universal search engine for AI agents. Discover products, services, and busines…
32570
janmacher02-xl8y
Access SEC EDGAR financial data through your AI assistant. Search public compan…
81
32571
nooriedhingra
twoslides Claim
N/A N/A 95
32572
theastraway
MIND Claim
Personal knowledge graph AI memory. 15 tools, 89 actions. Emotional intelligenc…
N/A N/A
32573
weiyueli7
Extract structured insights from personal and organizational profile pages. Sea…
N/A N/A 95
32574
yjk0728
lm Claim
N/A N/A 95
32575
lanchuske
local-mcp Claim
Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail…
N/A N/A
32576
ArkTechNWA
Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, …
81
32577
aaqqjj
Enables AI assistants to maintain persistent conversations and context between …
N/A N/A 95
32578
axel-belfort
PDF document generation API for AI agents. Generate PDFs from HTML or Markdown:…
81
32579
thib
Save any URL to the Internet Archive and retrieve archived snapshots on demand.…
N/A N/A 95
32580
philogicae
A Python MCP server that allows programmatic interaction with YggTorrent, enabl…
81
32581
MCP server for read-only MySQL database queries in Claude Desktop
N/A N/A 81
32582
domdomegg
Allow AI systems to list, create, update, and manage Google Calendar events.
N/A N/A 75
32583
theideatribe
Match resumes to job descriptions and evaluate candidate fit using semantic sim…
32584
hron
Explore the digital archive of Czech philosopher Ladislav Hejdánek through sema…
81
32585
FabianSchurig
Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable …
N/A N/A
32586
esteban.job
test Claim
N/A N/A 95
32587
toonight
Mnemoscope Claim
Predict context rot, sign every agent write, tier reads. Markdown-native, 100% …
N/A N/A
32588
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
32589
firstexhotic
AI Applyd Claim
ATS resume scoring, interview prep, resume optimization, and job analysis. 10 t…
32590
dan
plus-ai Claim
N/A N/A 95
32591
CWhittemore1010
penni-mcp Claim
AI bookkeeper. Connect QuickBooks to Claude Desktop.
N/A N/A
32592
ReverseCentaurAI
Hire humans for tasks AI can't do. Fair trade pay floors, prepaid escrow, ethic…
N/A N/A
32593
aashraf09
Enables AI assistants to read Figma design files and automatically map responsi…
32594
josephtandle
Enables AI assistants to manage Instagram Business accounts by automating conte…
32595
Racimy
iMail-mcp Claim
Retrieve Mail from icloud
N/A N/A 95
32596
RobertBergman
Enables AI assistants to query and monitor wireless clients in Cisco Catalyst C…
81
32597
info-4x29
Live price quotes and private airport transfers from MBJ, KIN, and OCJ airports…
32598
bhayanak
Give your AI assistant access to the entire Pokémon universe
32599
proxenio
Proxenio is a trust verified professional matching network. This MCP server al…
N/A N/A
32600
raylow-x
mcpsmith Claim
deposit pour un test n8n
N/A N/A 95
Showing 32551–32600 of 33379 servers
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