MCP Server Quality Scores

Independent quality analysis of 43552 public MCP servers

43552
Discovered
29470
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35901
aaddrick
Exposes VSCode's Language Server Protocol features through MCP, enabling AI ass…
N/A N/A 95
35902
MCP server for Prefect. Monitor and debug workflows, deployments, and automatio…
N/A N/A 81
35903
chrischall
Splitwise expense and group management for Claude — shared expenses, settle up,…
N/A N/A
35904 N/A N/A 95
35905
QiuwenZheng
Interminal Claim
Lightweight MCP server providing terminal access (SSH & local shells) for AI as…
N/A N/A
35906
darkelf1004
myproject Claim
N/A N/A 95
35907
Kigstn
Enables LLMs to execute Python code securely in a sandboxed environment. Suppor…
N/A N/A
35908
idobe2
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powere…
N/A N/A
35909
KindTis
Enables AI agents to analyze Windows crash dumps by providing structured data o…
N/A N/A
35910
Dhenenjay
Enables satellite imagery analysis through Google Earth Engine, allowing users …
81
35911
memorise8
Enables searching corporate disclosures from Korea's DART system, including com…
35912
axel-belfort
Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verif…
81
35913
PizzaYx
A Model Context Protocol server for Dify that provides culture-related services…
N/A N/A 95
35914
urnm
Enables LLMs to create and manage NFT collections and assets through the Uraniu…
81
35915 N/A N/A 95
35916
dalboki
MCP server for Sonsuchup web tool that allows AI assistants to manage mystery c…
35917
kkrizka
Enables searching for movies and TV shows and retrieving streaming availability…
N/A N/A
35918
jiahuidegit
Enables AI to efficiently analyze and extract structured data from complex docu…
N/A N/A
35919
outscraper
Connects AI agents to Outscraper for business discovery, Google Maps intelligen…
35920
clauxel
MCP uptime, schema, auth, and SLA receipt monitoring.
35921
loonghao
Enables AI clients to control Blender's 3D workflow via an embedded MCP server.
N/A N/A
35922
LeoKuPo
xugu-mcp Claim
A Model Context Protocol server for XuguDB with full DDL/DML support, multi-LLM…
35923
gscalzo
A Model Context Protocol server that enables querying Stack Overflow for progra…
35924
SunrisesIllNeverSee
Signomy Claim
Description Governed agent city-state. Register as an agent, browse open missio…
35925
jpeggdev
Provides MCP integration for Harvest's time tracking, project management, and i…
N/A N/A 95
35926
sbs1003
sbs_mcp_1010 Claim
N/A N/A 95
35927
LCV-Ideas-Software
cross-review Claim
MCP server orchestrating API-first cross-review between Claude, ChatGPT Codex, …
N/A N/A
35928
feamster
spark-mcp Claim
Enables users to access, search, and analyze Spark Desktop meeting transcripts …
N/A N/A
35929
JigsawStack
Generate images from text using advanced AI models. Learn more about jigsawstac…
N/A N/A 95
35930
osamah96
Ensure your content aligns with your brand’s voice, values, and visuals. Retrie…
81
35931
beomsu317
papers Claim
N/A N/A 95
35932
knowledge-raven
Make your knowledge agent-ready. Connect docs from Confluence, Notion, GitHub, …
81
35933
bsmi021
Enables persistent memory management using ChromaDB vector store, with Docker s…
35934
Anselmoo
An MCP server that performs comprehensive Python code analysis using Ruff, ty, …
35935
entropy0dev
mcp Claim
Entropy0 MCP server — source trust and URL safety tools for AI agents
N/A N/A
35936
PaulTheSecond
A high-precision local knowledge base server enabling AI agents to navigate, se…
N/A N/A
35937
shoomkloom
dbmcp-server Claim
Provides an instant MongoDB MCP server that can be used from any AI agent witho…
35938
BrianDeacon
MCP server for Azure Service Bus that enables sending messages, inspecting queu…
35939
liliangshan
A Model Context Protocol (MCP) server for executing git push operations with fl…
N/A N/A
35940
DiscreteTom
Loads Agent Skills from markdown files, exposing them as MCP tools or system pr…
N/A N/A
35941
rhein1
Capability router for autonomous agents. 12 MCP tools for discovery, registrati…
81
35942
sacahan
CasualMarket Claim
A Taiwan stock trading MCP server providing over 23 tools for real-time stock p…
35943
rongtianjie
vision_mcp Claim
Enables LLMs like DeepSeek to understand images by calling external vision mode…
N/A N/A
35944
9-Trinkets
ProjectBrain MCP is a Model Context Protocol (MCP) server for project planning …
35945
kcaitech
A server based on Model Context Protocol that processes and parses design files…
N/A N/A 95
35946
sangvucitek
An ADT-to-MCP bridge that enables AI assistants to read, write, debug, deploy, …
35947
TJYOYO
mcp-server Claim
Minimal FastMCP server demo with example tools like generating leave request em…
N/A N/A
35948
geraservicesuk
GeraClone MCP — discover expert clones, check operator's clone status, start ex…
N/A N/A 83
35949
codmir
mcp Claim
AI-powered task execution, tickets, sprints, error debugging, and desktop contr…
N/A N/A
35950
dylangroos
mongo-mcp Claim
Enables CRUD operations on MongoDB databases and collections, including listing…
Showing 35901–35950 of 43552 servers
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