MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33721
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3751
bolnet
memwright Claim 1
Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.
B 75 5⁄4 ◉ ⏳ 90 58 N/A 72 60 95
3752
markolive1501
Provides tools to monitor host system health including CPU load, disk usage, an…
B 75 5⁄4 ◉ ⏳ 94 56 N/A 27 87 99
3753
MikelA92
Enables LLMs to interact with Metabase instances through 33 tools for querying …
B 75 5⁄5 ◉ ⏳ 92 68 — 28 81 93
3754
AImaginationLab
Marvel Rivals MCP ⚡ Claim
Provides access to Marvel Rivals game data including hero information, abilitie…
B 75 5⁄5 ◉ ⏳ 94 55 — 29 83 100
3755
sethclawd-prog
schemaguard ⚡ Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 5⁄4 ◉ ⏳ 76 58 N/A 50 95 91
3756
walidboulanouar
n8n-mcp ⚡ Claim
B 75 5⁄5 ◉ ⏳ 96 43 N/A 68 76 92
3757
guido-marinho
MySQL MCP Server ⚡ Claim
Provides read-only access to MySQL databases with automatic schema discovery an…
B 75 5⁄5 ◉ ⏳ 94 53 — 42 81 94
3758
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 5⁄4 ◉ ⏳ 62 75 N/A 45 95 96
3759
Zain4391
Enables AI assistants to interact with Supabase projects programmatically, incl…
B 75 5⁄5 ◉ ⏳ 90 66 — 27 81 97
3760
Cappybara12
OpenXAI MCP Server ⚡ Claim 1
Provides tools for evaluating and benchmarking AI explanation methods through a…
B 75 5⁄5 ◉ ⏳ 84 75 N/A 40 95 70
3761
WhenMoon-afk
Save conversation state, resume work across sessions, and organize multiple sna…
B 75 5⁄4 ◉ ⏳ 78 53 N/A 56 95 92
3762
mehularora8
Todoist MCP Server ⚡ Claim
An unofficial MCP server that enables AI agents to create and list tasks in Tod…
B 75 5⁄5 ◉ ⏳ 74 82 — 42 81 89
3763
Augmented-Nature
A comprehensive Model Context Protocol server for accessing Gene Ontology (GO) …
B 75 5⁄5 ◉ ⏳ 94 61 — 32 83 94
3764
sophotechlabs
kube-lint-mcp ⚡ Claim
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
B 75 5⁄5 ◉ ⏳ 90 28 — 81 83 96
3765
vzeman
Odoo MCP Server ⚡ Claim 2
A Model Context Protocol server that enables AI assistants to interact with Odo…
B 75 5⁄5 ◉ ⏳ 75 70 — 45 80 97
3766
selvatuple
revibe-mcp ⚡ Claim
Enables analysis of any GitHub repository to get architecture, file roles, exec…
B 75 5⁄4 ◉ ⏳ 72 68 — 55 81 99
3767
dd-dent
Enables AI consciousness continuity and self-knowledge preservation across sess…
B 75 5⁄5 ◉ ⏳ 84 61 — 54 82 90
3768
tuannvm
A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, lever…
B 75 5⁄4 ◉ ⏳ 84 38 N/A 62 95 95
3769
ergrato-dev
A comprehensive free bootcamp that teaches the creation of Model Context Protoc…
B 75 5⁄4 ◉ ⏳ 72 63 N/A 40 95 100
3770
XIADENGMA
Enables real-time user intervention for MCP agents through a web UI, allowing u…
B 75 5⁄5 ◉ ⏳ 72 62 — 74 82 88
3771
pskill9
web-search ⚡ Claim 3
An MCP server that enables free web searching using Google search results, with…
B 75 5⁄4 ◉ ⏳ 79 70 N/A 25 90 100
3772
brunoprela
QuestDB MCP Server ⚡ Claim
Enables AI assistants to interact with QuestDB time-series databases through to…
B 75 5⁄5 ◉ ⏳ 78 100 — 43 81 59
3773
Malove86
MCP MySQL Server ⚡ Claim 2
A server based on Model Context Protocol that enables AI models to interact wit…
B 75 5⁄5 ◉ ⏳ 78 100 — 42 77 64
3774
Antonytm
mcp-sitecore-server ⚡ Claim 1
A Model Context Protocol server for Sitecore
B 75 5⁄4 ◉ ⏳ 59 66 N/A 78 87 93
3775
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 5⁄4 ◉ ⏳ 94 53 N/A 39 90 89
3776
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 5⁄5 ◉ ⏳ 88 38 — 76 81 94
3777
mc-mario
Tandoor MCP Server ⚡ Claim 1
Enables interaction with Tandoor recipe management system to create, manage, an…
B 75 5⁄5 ◉ ⏳ 100 63 — 25 80 92
3778
sam2332
Generates customizable test/placeholder images as PNG files with specified dime…
B 75 5⁄4 ◉ ⏳ 78 72 N/A 32 90 94
3779
manbodyslam
Postiz Media Manager ⚡ Claim 1
Manages and cleans up unused media in Postiz by identifying orphaned files not …
B 75 5⁄5 ◉ ⏳ 84 67 — 50 76 94
3780
cyanheads
toolkit-mcp-server ⚡ Claim 1
A Model Context Protocol server providing LLM Agents with system utilities and …
B 75 5⁄5 ◉ ⏳ 79 83 N/A 51 95 54
3781
Alfanous-team
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
B 75 5⁄4 ◉ ⏳ 94 25 N/A 82 94 84
3782
oghenetejiriorukpegmail
GitHub MCP Server ⚡ Claim
Provides tools for interacting with GitHub's API through the MCP protocol, allo…
B 75 5⁄5 ◉ ⏳ 90 70 — 21 81 100
3783
GaloisHLee
Enables execution of SageMath mathematical computations through a local SageMat…
B 75 5⁄5 ◉ ⏳ 60 82 N/A 46 95 85
3784
alxspiker
Enables AI models to dynamically create and execute their own custom tools thro…
B 75 5⁄5 ◉ ⏳ 88 100 — 42 81 49
3785
HayoDev
Safari DevTools MCP ⚡ Claim 2
MCP server for Safari DevTools — browser debugging and automation for AI coding…
B 75 4⁄4 ◉ ⏳ 57 N/A N/A 79 95 75
3786
Shoofio
An MCP server that integrates the Brave Search API to provide both web and loca…
B 75 5⁄5 ◉ ⏳ 79 71 — 45 80 95
3787
rui-branco
Figma MCP Server ⚡ Claim
Brings Figma designs directly into MCP-compatible environments to view specific…
B 75 5⁄5 ◉ ⏳ 90 66 — 37 76 93
3788
Headlesshost
Kapiti MCP Server ⚡ Claim 2
Enables AI assistants to interact with the Kapiti platform through 87 tools cov…
B 75 5⁄5 ◉ ⏳ 86 100 — 31 81 57
3789
rogerheykoop
Enables capturing high-quality native macOS screenshots using Safari through a …
B 75 5⁄5 ◉ ⏳ 78 100 N/A 42 95 45
3790
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 5⁄5 ◉ ⏳ 96 65 — 21 81 94
3791
weinerac
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
B 75 5⁄5 ◉ ⏳ 78 70 — 35 83 98
3792
Ansvar-Systems
jordanian-law-mcp ⚡ Claim 1
Jordan legislation via MCP -- full-text search across statutes and provisions
B 75 5⁄4 ◉ ⏳ 69 73 N/A 34 95 93
3793
jmonsellier
Gmail MCP Server ⚡ Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 5⁄4 ◉ ⏳ 78 67 N/A 38 95 88
3794
mintedmaterial
A production-grade TypeScript template for building Model Context Protocol (MCP…
B 75 5⁄5 ◉ ⏳ 72 72 — 48 81 97
3795
Aguantar
vibescan-mcp-server ⚡ Claim 2
MCP server for VibeScan — scan projects for leaked secrets and security issues
B 75 4⁄4 ◉ ⏳ 57 N/A N/A 47 95 97
3796
andrewhopper
ITMCP ⚡ Claim 1
Secure network administration MCP server that enables AI assistants to safely e…
B 75 5⁄5 ◉ ⏳ 90 61 — 42 76 99
3797
evalstate
MCP Webcam Server ⚡ Claim
Enables users to send live webcam images to Claude Desktop or other MCP clients…
B 75 6⁄6 ◉ ⏳ 72 43 90 71 80 100
3798
jim-coyne
Enables management and configuration of Cisco ACI (Application Centric Infrastr…
B 75 5⁄5 ◉ ⏳ 90 65 — 24 81 100
3799
executeautomation
playwright-mcp-server ⚡ Claim 3
An MCP server using Playwright for browser automation and webscrapping
B 75 5⁄5 ◉ ⏳ 75 83 N/A 70 100 42
3800
domdomegg
Starling Bank ⚡ Claim 1
Allow AI systems to view and control your Starling Bank account via MCP.
B 75 5⁄4 ◉ ⏳ 78 65 N/A 75 60 99
Showing 3751–3800 of 69007 servers
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