MCP Server Quality Scores

Independent quality analysis of 61082 public MCP servers

61082
Discovered
30016
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30001
okahu Claim 1
Cloud hosted Okahu MCP server that helps you manage genAI trace data
F 22 35 0 0 67
30002
ukdatapi Claim 1
UK government data intelligence with proprietary scoring from 400+ sources
F 22 35 0 0 67
30003
test-mcp-server Claim 1
Alpic Test MCP Server - great server!
F 22 35 0 0 67
30004
My MCP Serv Claim 3
Description of my MCP server
F 22 35 0 0 67
30005
AgentGrade Claim 1
Scan any website for AI agent readiness, payment protocols, and discovery endpo…
F 22 35 0 0 67
30006
LogoScout Claim 1
Brand trademark scanner and intellectual property auditor.
F 22 35 0 0 67
30007
MemeStack Claim 1
Search and browse a curated gallery of memes, infographics, and visual content.
F 22 35 0 0 67
30008
ground Claim 1
Reference data API for classification systems, real-time world data, and unit c…
F 22 35 0 0 67
30009
SEO-Ghost Claim 1
AEO intent and search presence optimization engine.
F 22 35 0 0 67
30010
mcp Claim 1
MCP Server that generate video call url
F 22 35 0 0 67
30011
LexGuard Claim 1
Contract clause parser assessing corporate legal risk exposure.
F 22 35 0 0 67
30012
Claude-powered AI tools: research, write, code, analyze, translate, debate, pit…
F 18 35 0 0 55
30013
OjasKord
Classify data safety before storing or sharing. GDPR, HIPAA, PCI-DSS, CCPA. AI-…
F 18 35 0 0 53
30014
zeroheight Claim 1
Connect AI assistants to zeroheight styleguides using the Model Context Protocol
F 18 35 0 0 55
30015
Real-time CVE, exploit, and vulnerability intelligence for AI assistants (350K+…
F 18 35 0 0 55
30016
mcp-merchant Claim 1
Search-only commerce MCP server backed by Stripe (test)
F 16 35 0 0 47
○ Unscored
30017
RomiconEZ
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
30018
Corlzee
Streamlined MCP server with 8 essential tools for file operations, code editing…
N/A N/A
30019
aiven-open
Aiven MCP Claim
Provision PostgreSQL, manage Apache Kafka, and deploy apps with Aiven - all fro…
30020
vohongtho
Provides LLMs with code intelligence tools like relationship explanation, PR im…
N/A N/A
30021
ertad-family
liquid Claim 2
Connect your agent to any HTTP API on the fly — discovers + maps any REST API o…
67
30022
sparnauskis
IntenCheck Claim
Psychological text analysis: tone, emotions, communication style, multilingual …
30023
shahabmosavi
GitLab MCP Claim
Exposes the GitLab REST API to MCP clients for managing projects, issues, merge…
30024
weiting-tw
mcp-email Claim
MCP server that enables email management (send, read, search, delete, etc.) via…
N/A N/A
30025
bch1212
mcp-grantiq Claim
Search US grants + federal contracts (Grants.gov + SAM.gov) from any LLM.
30026
adiIspas
transcribe Claim
Transcribe audio & video to text for AI agents: 100+ languages, speaker labels,…
30027
89jobrien
Aggregates tasks from multiple sources (Jira, Markdown TODO files, STM CLI) int…
81
30028
DexopT
AHME Claim
Provides AI coding assistants with long-term memory by compressing conversation…
N/A N/A
30029
dimitrovakulenko
Read-only MCP server for inspecting AutoCAD DWG files
N/A N/A
30030
kurcontko
Mnemotree Claim
Mnemotree is an MCP server that provides biologically-inspired memory for LLM a…
30031
michaelhologram
clutter-mcp Claim
A Model Context Protocol server that lets an AI agent drive the whole Clutter p…
30032
halbert04
Connects AI assistants to ComfyUI for image, video, and audio generation, provi…
30033
CSOAI-ORG
sleep-tracker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
30034
Neverdecel
A Linux-native MCP server that gives AI assistants direct access to DMA-based m…
N/A N/A
30035
hypen-code
Enables AI assistants to interact with ArgoCD APIs through standardized MCP too…
N/A N/A
30036
hir4ta
Persists Claude Code sessions to Notion as team memory, enabling queryable reca…
30037
lazymac2x
Cloudflare Workers MCP server: ai-token-counter
30038
kanaparthikiran
A small Model Context Protocol server that exposes a personal task tracker to a…
N/A N/A
30039
asifmd1806
Enable seamless interaction with your Figma designs by connecting MCP clients t…
N/A N/A 95
30040
S-onu112
An MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop autom…
N/A N/A
30041
code-alchemist01
Enables AI assistants to interact with and manage multiple database types (Post…
N/A N/A
30042
Career-Now
Enables AI agents to search and explore a large database of tech job listings w…
N/A N/A
30043
foursecondfivefour
AETHER_02 Claim
AETHER_02 is an MCP server written in Rust that gives AI assistants full contro…
N/A N/A
30044
Marco-Lelli
LegacyMCP Claim
MCP server that enables AI-powered assessment of Active Directory on-premises e…
30045
SlideSpeak
An MCP server that feeds AI agents your brand's real logos, colors, fonts, and …
30046
fastmcp-me
Complete knowledge management for AI assistants with Elasticsearch search and d…
N/A N/A
30047
OrbisFactory
Analyzes Hytale game SDK by automatically detecting the installation, decompili…
N/A N/A
30048
skydeckai
MCP server providing access to US patent data (2000-2024) via Rememberizer's kn…
30049
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
30050
ImRonAI
telnyx-ai Claim
N/A N/A 95
Showing 30001–30050 of 61082 servers
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