MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44351
pipeworx-io
Enables searching and querying City of Sarasota open geospatial data (parcels, …
44352
visusnet
Provides tools for interacting with the Coinbase Advanced Trading API, enabling…
44353
lettfeti
used-tempon Claim
Enables logging time to Tempo (Jira time tracker) via natural language in Claud…
N/A N/A
44354
mobogojo
fidelity-mcp Claim
Enables AI agents to read balances, positions, and transaction history, and pla…
N/A N/A
44355
bgpt
BGPT MCP API Claim
Search scientific papers with raw experimental data extracted from full-text st…
N/A N/A 95
44356
GreenTeodoro839
sandbox-mcp Claim
自托管的MCP服务器,在Docker沙箱中提供命令执行、后台长任务、大文件传输和多沙箱自动管理,专为AI助手设计。
N/A N/A
44357
var-gg
pindoc Claim
Code-pinned team memory for AI coding agents — typed artifacts (Decision/Analys…
44358
kapruka
Enables searching and retrieving Sri Lankan business reviews and doctor profile…
44359
eltociear
MCP server: static security scanner for MCP servers, agent skills & plugins. 68…
N/A N/A
44360
Jian-1197
vision-mcp Claim
A Python-based MCP server that adds image analysis capabilities to text-only LL…
44361
ampcome-mcps
athena-mcp Claim
Enables users to execute SQL queries, manage workgroups, databases, tables, and…
N/A N/A
44362
mrnajiboy
Bridges multiple lyrics providers (LRCLIB, Genius, Musixmatch, Melon) into a si…
44363
mihirjoshi21
A Model Context Protocol (MCP) server that provides Confluence search functiona…
N/A N/A
44364
Tairon-ai
0g-chain-mcp Claim
Production-ready MCP server for 0G Chain blockchain operations, enabling wallet…
44365
zmbcen
Integrates multiple Android APK security analysis tools into MCP standard APIs …
N/A N/A
44366
Motaboy96
Manage calendars and events in your Google account from your workspace. List, s…
N/A N/A 95
44367
sfr-development
AI-Powered Offensive Security Research Engine - desktop-native security testing…
N/A N/A
44368 N/A N/A 95
44369
enzodevs
Enables semantic code search across indexed codebases using natural language qu…
N/A N/A
44370
0x8687
Enables AI assistants to connect to Gmail accounts, check connection status, an…
44371
Nik0lay1
Gives AI coding assistants persistent project memory and semantic code search, …
N/A N/A
44372
carlosalvite
Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth …
N/A N/A
44373
specshield26
A read-only API change deploy gate for AI coding agents that analyzes OpenAPI s…
44374
crunchtools
Secure MCP server for quarantined web content extraction with two-layer prompt …
N/A N/A
44375
Lyosis
Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control ov…
N/A N/A
44376
Sharat005
Enables natural language querying of MySQL databases via Claude Code, allowing …
N/A N/A
44377
groundlens-dev
Enables hallucination detection for AI assistants by providing tools to assess …
N/A N/A
44378
Tova501
dev-env-mcp Claim
A local MCP server that provides a safe, structured way to manage Python enviro…
N/A N/A
44379
DACdigital
Enables interactive sales data exploration within Claude through a dynamic dash…
N/A N/A
44380
kud
mcp-lastfm Claim
Provides 41 read-only tools to search and browse Last.fm data, including artist…
44381
lonzzi
A Model Context Protocol (MCP) server that allows LLMs to search for movies and…
44382
yuvalsuede
agent-media Claim
CLI and MCP server for AI video and image generation with unified access to 7 m…
81
44383
thegobi
ITHZ MCP Claim
Local-first deterministic project memory for AI coding agents, with context pac…
N/A N/A
44384
LxyMp
A Vision Bridge MCP Server that enables text-only models to call vision models …
44385
petalframework
MCP server that exposes petal_components schemas and usage examples to AI codin…
44386
SachinGawande2003
A bioinformatics MCP server that connects AI clients to over 30 life science da…
44387
vennio
Programmable time infrastructure — scheduling and availability tools for AI age…
81
44388
edum-compassuol
Enables AI tools to query Brazilian addresses by CEP or search CEPs by address …
N/A N/A
44389
Sousam2002
Provides weather and air quality information for cities using OpenWeather API.
44390
samrullo
Connects Claude to a local project management API, enabling task, project, and …
44391
drewsonne
An MCP server that integrates Ruff linting, formatting, and code analysis tools…
N/A N/A
44392
dustinspace217
A knowledge-graph-based persistent memory server for the Model Context Protocol…
N/A N/A
44393
lvoytek
MCP servers for querying and submitting Ubuntu data via ubq, covering bugs, pac…
44394
Shubhaankar-Sharma
This Model Context Protocol (MCP) server connects to Garmin Connect and exposes…
44395
aumsuthar
Gives Claude direct access to an Obsidian vault, enabling read, write, search, …
N/A N/A
44396
kerbelp
metatron Claim
Self-hosted codebase priors and conventions server. Captures codebase design pa…
N/A N/A
44397
toby1123yjh
Java diagnostics MCP server for LLM integration with Alibaba Arthas, enabling a…
N/A N/A
44398
brssignals
Provides real-time Bitcoin market regime detection by fusing on-chain, derivati…
44399
Morphicai
harness-fe Claim
A source-aware MCP server that connects AI agents to browser and server runtime…
44400
artiomdiu
mastra-test Claim
N/A N/A 95
Showing 44351–44400 of 66518 servers
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