MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20451
hidai25
eval-view ⚡ Claim
Regression testing framework for AI agents. Save golden baselines, detect behav…
B 75 4⁄3 ◐ ⏳ 96 31 N/A 90 83 —
20452
codeocean
Provides tools to search and execute Code Ocean capsules and pipelines while ma…
B 75 4⁄4 ◐ ⏳ 86 67 — 60 81 —
20453
TheStack-ai
jarvis-orb ⚡ Claim
Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temp…
B 75 3⁄3 ◐ ⏳ 66 N/A N/A 65 95 —
20454
cfdude
MCP Perplexity Pro ⚡ Claim
A comprehensive MCP server that provides intelligent access to Perplexity AI's …
B 75 4⁄4 ◐ ⏳ 96 72 — 36 81 —
20455
alan-ho
Enables automated WCAG 2.2 AA accessibility audits of Figma designs and webpage…
B 75 3⁄3 ◐ ⏳ 90 N/A N/A 25 95 —
20456
Sealjay
mcp-whatsapp Claim
Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp …
B 75 3⁄3 ◐ ⏳ 72 N/A N/A 55 95 —
20457
pranav4186
mcp-viva-engage ⚡ Claim 1
Enables Claude AI to interact with Viva Engage (Yammer) for browsing communitie…
B 75 3⁄3 ◐ ⏳ 76 N/A N/A 48 95 —
20458
aimoda
Control and query Rigol DHO824 oscilloscope for waveform capture and measuremen…
B 75 4⁄3 ◐ ⏳ 88 57 N/A 49 95 —
20459
westvegh
exerciseapi ⚡ Claim
Give your AI coding agent direct access to 2,198+ exercises via exerciseapi.dev
B 75 3⁄3 ◐ ⏳ 78 N/A N/A 58 83 —
20460
corbym
backlog-mcp Claim
MCP server that gives AI agents structured read/write access to a story-based p…
B 75 3⁄3 ◐ ⏳ 60 N/A N/A 72 95 —
20461
ashwwwin
furi Claim
CLI & API for MCP management
B 75 4⁄3 ◐ ⏳ 96 61 N/A 32 95 —
20462
takashito
Linode MCP Server ⚡ Claim
Connects AI assistants to Linode cloud infrastructure, enabling the management …
B 75 4⁄4 ◐ ⏳ 84 68 — 62 82 —
20463
hyeongjun-dev
Metabase MCP ⚡ Claim
Connect AI assistants to your Metabase analytics platform. Access dashboards, e…
B 75 4⁄4 ◐ ⏳ 96 73 — 37 81 —
20464
lozit
Standard Notes ⚡ Claim 1
Give secure read/write access to your Standard Notes vault — end-to-end encrypt…
B 75 3⁄3 ◐ ⏳ 66 N/A N/A 65 95 —
20465
YosefHayim
ebay-mcp ⚡ Claim
Provides AI assistants with comprehensive access to eBay's Sell APIs, including…
B 75 4⁄3 ◐ ⏳ 64 61 — 86 95 —
20466
ChenLiangChong
knowledge-graph ⚡ Claim
Long-term memory system for AI agents that accumulates domain expertise through…
B 75 3⁄3 ◐ ⏳ 72 N/A N/A 52 95 —
20467
wickproject
Wick Claim
Browser-grade web access for AI agents. Fetches any webpage, returns clean mark…
B 75 3⁄3 ◐ ⏳ 72 N/A N/A 54 95 —
20468
QuinnAho
claudemap ⚡ Claim
google maps for vibecoders.
B 75 3⁄3 ◐ ⏳ 56 N/A N/A 81 95 —
20469
Couchbase-Ecosystem
mcp-server-couchbase ⚡ Claim 1
Couchbase Model Context Protocol Server to interact with Couchbase clusters
B 75 4⁄3 ◐ ⏳ 96 43 N/A 74 80 —
20470
bzsanti
oxidize-python ⚡ Claim 1
Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and enti…
B 75 3⁄3 ◐ ⏳ 61 N/A N/A 72 95 —
20471
andrewwgordon
MCP server providing LLMs with safe, read-only access to the Chinook SQLite sam…
B 75 3⁄3 ◐ ⏳ 76 N/A N/A 46 95 —
20472
DMontgomery40
bambu-printer-mcp ⚡ Claim 1
MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, a…
B 75 4⁄3 ◐ ⏳ 81 70 N/A 55 87 —
20473
hypescale
storyblok-mcp-server ⚡ Claim 1
MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Man…
B 75 4⁄4 ◐ ⏳ 76 72 — 67 84 —
20474
1146345502
reddit-skills ⚡ Claim
Reddit automation for AI agents — browse feeds, search posts, comment, vote, an…
B 75 3⁄3 ◐ ⏳ 72 N/A N/A 53 95 —
20475
OxygenBubbles
freeagent-mcp-server ⚡ Claim 2
FreeAgent accounting MCP: bank reconciliation, expenses, mileage claims and rec…
B 75 3⁄3 ◐ ⏳ 84 N/A N/A 71 67 —
20476
jevy
A server that integrates with Claude Desktop to enable real-time web research c…
B 75 4⁄3 ◐ ⏳ 100 46 N/A 43 95 —
20477
SkyBlob12
Strava MCP Server ⚡ Claim
Connects Claude to your Strava account for analyzing training, predicting race …
B 75 3⁄3 ◐ ⏳ 82 N/A N/A 35 95 —
20478
jmagar
Comprehensive Agents, Commands, Hooks, and Skills for homelab service managemen…
B 75 3⁄3 ◐ ⏳ 64 N/A N/A 67 95 —
20479
RidioDevelopment
SocialCrawl ⚡ Claim
Access 21+ social media platforms through one unified API. Profiles, posts, sea…
B 75 3⁄3 ◐ ⏳ 80 N/A N/A 57 83 —
20480
wmde
WikidataMCP ⚡ Claim
Model Context Protocol for Wikidata
B 75 3⁄3 ◐ ⏳ 74 N/A N/A 49 95 —
20481
noeatme
servers ⚡ Claim
B 75 4⁄3 ◐ ⏳ 86 58 N/A 53 95 —
20482
omniboard-dev
Omniboard MCP ⚡ Claim
MCP server that exposes actionable Omniboard checks for the current project to …
B 75 3⁄3 ◐ ⏳ 78 N/A N/A 43 95 —
20483
marianasmall
Mariana Google MCP ⚡ Claim
Enables Claude to manage Gmail, Google Calendar, and Google Contacts through a …
B 75 3⁄3 ◐ ⏳ 72 N/A N/A 55 95 —
20484 B 75 3⁄3 ◐ ⏳ 84 N/A N/A 32 95 —
20485
SurgeEnterpriseAI
Microsoft Teams ⚡ Claim
Connect Claude to Microsoft Teams — read/send messages, list channels, search c…
B 75 3⁄3 ◐ ⏳ 70 N/A N/A 55 95 —
20486
lanchuske
local-mcp Claim
Native macOS MCP server — 82 tools for Mail, Calendar, Teams, OneDrive and more.
B 75 3⁄3 ◐ ⏳ 70 — — 55 95 —
20487
zcube
Penpot MCP Server ⚡ Claim 2
Enables AI assistants to create, modify, and manage Penpot designs programmatic…
B 75 4⁄3 ◐ ⏳ 85 65 — 54 90 —
20488
msenol
gorev Claim
Task management system for AI assistants with MCP protocol, templates, and bili…
B 75 4⁄3 ◐ ⏳ 94 32 N/A 75 95 —
20489
georgeantonopoulos
MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos…
B 75 4⁄4 ◐ ⏳ 90 66 N/A 54 80 —
20490
0xteamhq
Grafana MCP Server ⚡ Claim
Enables AI assistants to interact with Grafana dashboards, datasources, alerts,…
B 75 4⁄4 ◐ ⏳ 90 72 — 47 81 —
20491
dynamics365ninja
Enables AI-assisted X++ development for Dynamics 365 Finance and Operations by …
B 75 4⁄3 ◐ ⏳ 96 41 — 64 90 —
20492
orneryd
NornicDB Claim
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub…
B 75 4⁄3 ◐ ⏳ 94 41 N/A 71 89 —
20493
compagnt
Enables AI assistants to interact with ProjectHub for comprehensive project man…
B 75 4⁄3 ◐ ⏳ 80 72 N/A 53 90 —
20494
carlosazaustre
Enables Google Developer Experts to report various activities (content creation…
B 75 4⁄4 ◐ ⏳ 78 73 — 67 81 —
20495
wyre-technology
hudu-mcp ⚡ Claim 1
An MCP server for the Hudu IT documentation platform that provides 39 tools and…
B 75 4⁄4 ◐ ⏳ 75 63 — 82 82 —
20496
BrunoKrugel
echo-mcp Claim
A zero-configuration Go library to automatically expose any existing Echo web f…
B 75 4⁄4 ◐ ⏳ 84 62 — 73 80 —
20497
gdamalis
A comprehensive MCP server for managing WordPress sites through the REST API, f…
B 75 4⁄3 ◐ ⏳ 88 71 N/A 40 89 —
20498
mailgun
Mailgun MCP Server ⚡ Claim 1
A Model Context Protocol server implementation that enables AI assistants like …
B 75 4⁄3 ◐ ⏳ 75 71 N/A 62 90 —
20499
hakanoz203
YouTube MCP Server ⚡ Claim 1
Enables Claude to access and manage YouTube channel data through the YouTube Da…
B 75 3⁄3 ◐ ⏳ 78 N/A N/A 45 95 —
20500
shigechika
MCP server for Aruba Central that exposes access point, switch, and wireless cl…
B 75 3⁄3 ◐ ⏳ 63 — — 68 95 —
Showing 20451–20500 of 69224 servers
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