MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54151
Rumblingb
Immutable audit trail for agent-to-agent interactions
— ○ ⏳ — N/A N/A — — —
54152
stockmarketscan
Unusual options activity on 7,000+ US stocks: top prints, streaks, IV rank, sen…
— ○ ⏳ — — — — — —
54153
zbrdc
Delia Claim
Routes AI tasks to appropriate local LLM models (quick, coder, MoE, thinking) w…
— ○ ⏳ — — — — 81 —
54154
master-metrics
Master Metrics MCP v1.0.0 Master Metrics MCP brings your marketing data direct…
— ○ ⏳ — — — — 81 —
54155
blockchainacademics
bca-mcp Claim
The canonical crypto MCP server for AI agents, providing access to 3,500+ edito…
— ○ ⏳ — — — — — —
54156
iHeldan
Local-first Excel MCP server for AI agents enabling structured reads, workbook …
— ○ ⏳ — — — — — —
54157
ixlammm
apidog-mcp Claim
An MCP server for Apidog that enables listing projects, inspecting API trees, c…
— ○ ⏳ — — — — — —
54158
nouhailadahmany
A production-ready MCP server for GitHub operations, providing tools for reposi…
— ○ ⏳ — — — — — —
54159
jessicayanwang
magic-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
54160
preptique
tamacodechi Claim
A Tamagotchi-style coding companion that lives in your CLI, allowing you to fee…
— ○ ⏳ — N/A N/A — — —
54161
imohuan
交互式MCP服务器,通过可视化界面收集项目需求,自动生成Spec Kit 7条命令,专为Cursor编辑器优化。
— ○ ⏳ — N/A N/A — — —
54162
AIWerk
Wheel-Size.com fitment API: OEM and aftermarket wheel and tyre data for 100k+ v…
— ○ ⏳ — N/A N/A — — —
54163
MikeCase
arcane-mcp Claim
Exposes Arcane Docker management capabilities to AI agents, covering containers…
— ○ ⏳ — — — — — —
54164
Tomiwa-31
FinScreen Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
— ○ ⏳ — — — — — —
54165
CustomBlinds
South Africa's first AI-transactable blinds, shutters and awnings catalogue wit…
— ○ ⏳ — — — — — —
54166
pipeworx-io
Enables querying NYC Open Data datasets using natural language, with tools to s…
— ○ ⏳ — — — — — —
54167
urnm
Enables LLMs to create and manage NFT collections and assets through the Uraniu…
— ○ ⏳ — — — — 81 —
54168
Finance-LLMs
Enables users to interact with the Upstox trading API via natural language to r…
— ○ ⏳ — — — — — —
54169
zaxardery8011-design
Verifies AI agent completion claims by checking that claimed output files exist…
— ○ ⏳ — N/A N/A — — —
54170
svtica
GLPI MCP Claim
MCP server allowing an AI assistant to interact directly with your GLPI instanc…
— ○ ⏳ — — — — — —
54171
sstepanovvl
mcp-rona Claim
Enables product search, product detail, online availability, and store finder f…
— ○ ⏳ — — — — — —
54172
keboola
interact with Keboola Connection Data Platform. This server provides tools for …
— ○ ⏳ — N/A N/A — 95 —
54173
shanshili
Enables batch conversion of PDF files to HTML format using Mineru's official PD…
— ○ ⏳ — — — — 81 —
54174
macgaf
为纯文本主模型提供多模态能力的MCP服务器,通过外包图像、视频和音频分析给外部多模态模型并回填文字结果。
— ○ ⏳ — N/A N/A — — —
54175
silvino-av
puppeteer Claim
MCP server for headless browser automation using Puppeteer, enabling AI to navi…
— ○ ⏳ — N/A N/A — — —
54176
guangxiangdebizi
Calculates WorldQuant 101 Alpha factors using real-time Chinese stock market da…
— ○ ⏳ — — — — — —
54177
RajX-dev
n3mo Claim
N3MO: Code intelligence engine mapping repositories into queryable symbol graph…
— ○ ⏳ — N/A N/A — — —
54178
cybeleri
finance Claim
Financial data MCP server: stock quotes, crypto prices, portfolio tracking, mar…
— ○ ⏳ — N/A N/A — 95 —
54179
Coaspe
SAP ABAP MCP Claim
Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding…
— ○ ⏳ — N/A N/A — — —
54180
FinStudio-png
Tax comparison, DCF valuation, unit economics, P&L forecast across 8 jurisdicti…
— ○ ⏳ — — — — — —
54181
VikashLoomba
Run dynamic, multi-agent workflow scripts — agent(), parallel(), pipeline() — o…
— ○ ⏳ — N/A N/A — — —
54182
ktg-motive
A remote MCP server that provides tools for getting the current time in differe…
— ○ ⏳ — N/A N/A — — —
54183
cakhiltej9001-source
Custom MCP server exposing an internet_search tool that fetches DuckDuckGo resu…
— ○ ⏳ — — — — — —
54184
zekus
A Model Context Protocol server that enables interaction with Shortcut (formerl…
— ○ ⏳ — — — — 81 —
54185
CSOAI-ORG
config-validator-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
54186
zz6zz666
Enables agent-style remote development over SSH with file operations and comman…
— ○ ⏳ — N/A N/A — — —
54187
ViGi-P
lucide-mcp Claim
Enables searching Lucide icons by keyword tags, returning best-matching icon na…
— ○ ⏳ — N/A N/A — — —
54188
amrinder847
cipher-x402-mcp Claim 1
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
— ○ ⏳ — N/A N/A — 95 —
54189
WENLIXIAO-CS
tmux-mcp Claim
Allows AI assistants to create, manage, and interact with tmux sessions, window…
— ○ ⏳ — N/A N/A — — —
54190
fuyouai
Provides web and image search using the Doubao (Volcengine) API with configurab…
— ○ ⏳ — — — — — —
54191
kht6163
Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files us…
— ○ ⏳ — N/A N/A — — —
54192
ruandwrd
Enables LLMs to fetch and process web page contents by providing tools to retri…
— ○ ⏳ — — — — — —
54193
DrishtantKaushal
Model Context Protocol server for Langfuse observability. Query traces, analyze…
— ○ ⏳ — — — — — —
54194
patrickfreyer
Enables LLMs to directly query and interact with Snowflake databases, supportin…
— ○ ⏳ — — — — — —
54195
burnworks
Guides users to official WCAG and W3C resources for learning web accessibility,…
— ○ ⏳ — N/A N/A — — —
54196
andreimatveyeu
A Model Context Protocol (MCP) server that enables AI tools like chatbots to in…
— ○ ⏳ — — — — 81 —
54197
UniProt MCP Claim 1
Read-only UniProtKB via MCP (entries, sequences, features, GO, taxonomy, ID map…
— ○ — N/A N/A — 81 —
54198
kalmma
MCP server for Solplanet ASW5-T inverter, enabling natural language queries abo…
— ○ ⏳ — N/A N/A — — —
54199
cachly-dev
mcp-server Claim
AI dev brain: persistent memory, lessons, semantic search for Claude, Cursor, C…
— ○ ⏳ — N/A N/A — 95 —
54200
ProTech001
Enables creation of complete metamodels and model instances through natural lan…
— ○ ⏳ — — — — — —
Showing 54151–54200 of 69153 servers