MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52001
darknodebros
Conectica Claim
An MCP server that enables multiple AI models (Claude, ChatGPT, Gemini) to shar…
— ○ ⏳ — N/A N/A — — —
52002
adamcooke
contextgate Claim
— ○ ⏳ — N/A N/A — 95 —
52003
jaswanthkolisetty
Connects AI assistants to Microsoft 365 via the Graph API, enabling email searc…
— ○ ⏳ — N/A N/A — — —
52004
sat0ps
Provides AI agents with real-time access to live Azure infrastructure, includin…
— ○ ⏳ — — — — — —
52005
Nshuti7
bugsink-mcp Claim
Hosted MCP server that exposes your self-hosted Bugsink error tracker as tools …
— ○ ⏳ — — — — — —
52006
Abacop6999
Enables executing arbitrary code and Postman collections in isolated Docker san…
— ○ ⏳ — N/A N/A — — —
52007
0x2fycy3
inquisitor Claim
Enables AI agents to efficiently solve problems by estimating complexity, pruni…
— ○ ⏳ — N/A N/A — — —
52008
aryan0078
storykit-mcp Claim
MCP server for the StoryKit asset library — search and embed free, generated de…
— ○ ⏳ — — — — — —
52009
Hamid-K
Avanza-MCP Claim
MCP server for Avanza portfolio monitoring and trading, supporting regular and …
— ○ ⏳ — N/A N/A — — —
52010
carlosalvite
Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth …
— ○ ⏳ — N/A N/A — — —
52011
truong128
Control PyMOL from Cursor via natural language. Enables describing molecular st…
— ○ ⏳ — N/A N/A — — —
52012
getAlby
A Model Context Protocol (MCP) server that enables AI models to timestamp files…
— ○ ⏳ — — — — — —
52013
StromKuo
Enables AI assistants to search and analyze Unity project assets, including ref…
— ○ ⏳ — N/A N/A — — —
52014
WagoAlex
MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enab…
— ○ ⏳ — — — — — —
52015
amararun
Provides read-only SQL query access to Postgres and DuckDB databases via MCP to…
— ○ ⏳ — N/A N/A — — —
52016
Abhishek-Maheshwari-778
Automates sales data analysis by cleaning CSV, generating AI insights, creating…
— ○ ⏳ — N/A N/A — — —
52017
petalframework
MCP server that exposes petal_components schemas and usage examples to AI codin…
— ○ ⏳ — — — — — —
52018
guansuian
Connects to MES systems for SOP file upload and abnormal report querying via Wo…
— ○ ⏳ — N/A N/A — — —
52019
vijayaselvam
A multimodal meal planning agent that uses Gemini Vision to analyze fridge phot…
— ○ ⏳ — N/A N/A — — —
52020
qyd0801
cubox Claim
— ○ ⏳ — N/A N/A — 95 —
52021
RegionallyFamous
WP Pinch Claim
Enables AI assistants to manage and interact with WordPress sites through MCP, …
— ○ ⏳ — — — — — —
52022
m4k00
A local knowledge base server that connects to AI assistants, turning markdown …
— ○ ⏳ — N/A N/A — — —
52023
septigram
Enables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and …
— ○ ⏳ — — — — — —
52024
openbiocure
Enables inter-agent communication via RabbitMQ, allowing agents to ask and answ…
— ○ ⏳ — — — — — —
52025
vipulawl
Backlink SEO Claim
Classic SEO suites charge heavily for link indexes. This MCP gives individuals …
— ○ ⏳ — — — — — —
52026
Nailan
An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays…
— ○ ⏳ — N/A N/A — — —
52027
Fasen24-AI
AutoFuse Claim
Mount, heal, wake and run commands on remote Windows/Linux machines over SSHFS …
— ○ ⏳ — N/A N/A — — —
52028
ChibuezeOnejeme
An AI-powered career intelligence platform for job seekers that parses resumes,…
— ○ ⏳ — — — — — —
52029
freqkflag
Provides structured project management through phase-based workflows, enabling …
— ○ ⏳ — — — — 81 —
52030
IsliBasha
Connects Claude Desktop to Odoo ERP via JSON-2 API for searching invoices, crea…
— ○ ⏳ — N/A N/A — — —
52031
mkriggsbee
Federal Agency Rules and Executive Actions
— ○ ⏳ — — — — 81 —
52032
arianashafiee
An MCP server that lets Claude Code (and other MCP clients) trade crypto, read …
— ○ ⏳ — N/A N/A — — —
52033
hschickdevs
Enables downloading real binary files from Egnyte and uploading large files wit…
— ○ ⏳ — N/A N/A — — —
52034
tc2fh
reactome-mcp Claim
Enables coding agents to interact with the Reactome pathway database, including…
— ○ ⏳ — — — — — —
52035
caresolace
MCP server for headless care coordination, providing tools for case-aware provi…
— ○ ⏳ — — — — — —
52036
yilmazali325
mcpauth Claim
Drop-in OAuth 2.1 + Dynamic Client Registration for MCP servers, providing auth…
— ○ ⏳ — — — — — —
52037 — ○ ⏳ — N/A N/A — 95 —
52038
redhat-community-ai-tools
Provides AI assistants with tools to query, filter, and analyze JIRA issues sto…
— ○ ⏳ — — — — 81 —
52039
pipeworx-io
mcp-ulid Claim
Enables generation and parsing of time-sortable unique IDs (ULIDs) without keys…
— ○ ⏳ — — — — — —
52040
thejusdutt
Implements Anthropic's multi-agent research architecture with subagent spawning…
— ○ ⏳ — — — — — —
52041
ZhenyaPav
namegen-mcp Claim
Generates fantasy names for characters, towns, regions, and more, backed by the…
— ○ ⏳ — N/A N/A — — —
52042
haider-nawaz
App Store and Google Play screenshots MCP: your agent captures the app, you edi…
— ○ ⏳ — — — — — —
52043
oriz-archive
Provides mental models, design patterns, debugging approaches, and structured t…
— ○ ⏳ — — — — — —
52044
code1990
A MCP server that queries financial website tables using Playwright, enabling a…
— ○ ⏳ — N/A N/A — — —
52045
rajgurung
Enforces team engineering standards across Git, code review, Rails, frontend, d…
— ○ ⏳ — N/A N/A — — —
52046
closermethod
Interprets B2B buyer signals (hiring, funding, tech changes) into structured ou…
— ○ ⏳ — — — — — —
52047 — ○ ⏳ — N/A N/A — 95 —
52048
meshbrow-dev
MCP server for Meshbrow that gives AI agents full browser automation capabiliti…
— ○ ⏳ — N/A N/A — 95 —
52049
cubicecho
A tiny TypeScript wrapper that exposes five stdio MCP servers (Gmail, Calendar,…
— ○ ⏳ — — — — — —
52050
chuckwilliams37
A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis …
— ○ ⏳ — — — — — —
Showing 52001–52050 of 69182 servers