MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47151
AshishChandpa
An MCP server that automates pull request reviews using multiple LLM providers …
N/A N/A
47152
maniakh
mcp-tespit Claim
Enables AI assistants to monitor real-time CPU, RAM, and disk usage on the loca…
N/A N/A
47153
OJamals
An MCP server that provides web search and semantic reranking capabilities usin…
81
47154
yufeioptimal
Enables AI assistants to process 3D point clouds and meshes using CloudCompare …
N/A N/A
47155
sr-networks
Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using t…
47156
shaqmughal
Seekstone Claim
The fastest Obsidian MCP server for Claude.
N/A N/A
47157
yesc97
Enables biopharma catalyst research by aggregating signals from ClinicalTrials.…
47158
Heretek-RE
re-leak-scan Claim
MCP server for detecting publisher telemetry pipeline leaks in binary artifacts…
N/A N/A
47159
gqy20
crawl-mcp Claim
MCP server for web crawling, searching, and AI-powered content extraction, supp…
N/A N/A
47160
Oko300
Enables monitoring competitor websites for price drops, new products, promotion…
N/A N/A
47161
webrating
formpaste Claim
Create and wire up contact forms from your coding agent. Forms, snippets, and s…
47162 N/A N/A 95
47163
locomotive-agency
Enables LLMs to query Google Ads accounts, search for information, and list acc…
47164
jean-johnson-zwix
arm-code-mcp Claim
MCP server for Arm64 Linux performance: parse perf output, suggest NEON intrins…
N/A N/A
47165
NovadaLabs
Residential proxy MCP for AI agents — geo-targeting, sticky sessions, anti-bot …
N/A N/A 83
47166
HansF
irail-mcp Claim
Provides Belgian railway travel information via the iRail API, including statio…
47167
globalsearchdata
Free — no API key required. Enrich by domain or name. Country, contacts, social…
47168
yojedesign
scorton-mcp Claim
MCP server for behavioral cybersecurity and AI risk scoring in financial workfl…
47169
imdeniil
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
47170
rishabhg
groww Claim
N/A N/A 95
47171
evan-follis-u0ll
preflight Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
81
47172
monitive
mcp Claim
Agent-native uptime monitoring. Create, inspect, and assert monitor health. Fre…
47173
bads1de
Provides access to global news articles from over 60,000 sources through the GN…
47174
huangmiuXyz
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
81
47175
vertexhub-ai
Provides AI coding agents with persistent, long-term memory through local seman…
81
47176
heppoko-wizard
A non-invasive MCP bridge that makes DevSpace search tools memory-aware by augm…
N/A N/A
47177
swesmith-repos
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
81
47178
SerhiiOberemchuk
Obriym CRM Claim
Operate Obriym CRM from your AI assistant: leads, deals, orders, products, dash…
47179
rahulvramesh
Enables AI assistants to interact with Rytnow project management platform, supp…
81
47180
calltelemetry
An MCP server that enables AI assistants to manage Cisco Unified Communications…
N/A N/A
47181
ScrapperEthan
CodeGraph Claim
An MCP server that provides semantic code intelligence by pre-indexing codebase…
N/A N/A
47182
liatdavid2
AI-powered fraud detection and investigation platform that exposes tools for qu…
N/A N/A
47183
intelligent-staffing-systems
Enables AI assistants to interact with Inflow Inventory API for managing ingred…
81
47184
MRUK31
A demonstration MCP server that simulates server management actions for Contabo…
81
47185
xLydianSoftware
XLMCP Claim
Enables Claude Code to interact with Jupyter notebooks, perform semantic search…
47186
michaeljiangmingfeng-debug
Quantitative trading strategies, market indices, and live performance data
N/A N/A 95
47187
AIops-tools
Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 2…
N/A N/A
47188
CSOAI-ORG
lorem-ipsum-ai-mcp MCP server by MEOK AI Labs
N/A N/A
47189
consetto
calmcp Claim
A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing re…
N/A N/A
47190
guido1967-lab
Converts files (PDF, Word, images, etc.) to Markdown within Claude Desktop to r…
N/A N/A
47191
niknshinde
An MCP server for content creation that extracts video transcripts, scrapes web…
N/A N/A
47192
osherai
Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO …
47193
Niraven
Scores MCP servers for launch-readiness across trust, tool UX, docs, observabil…
47194
EnesCinr
Enables querying Turkish market prices, searching products, and comparing price…
47195
Diegoescalonaro
Local-first MCP server for per-agent key management, generating and using signi…
N/A N/A
47196
rprouse
MCP server for querying resolved Jira tickets across multiple Atlassian Cloud s…
N/A N/A
47197
Kyrnepi
MCP server for controlling PowerExchange/Fancy Control devices via HTTP. Provid…
47198
dhawalshah
Enables AI assistants to interact with Google Sheets, allowing CRUD operations,…
47199
helixbox
PubFi MCP Claim
Enumerate and inspect PubFi capabilities, then execute an exact selected route.
47200
esurovtsev
finance-mcp Claim
A minimal MCP server that converts company names to stock symbols and fetches f…
Showing 47151–47200 of 66518 servers
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