MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54551
ebenova
fieldops-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
54552
aerovfx
MCPaeroedu Claim
Enables AI assistants to interact with the AeroEduVision platform, allowing exa…
— ○ ⏳ — N/A N/A — — —
54553
0215AndrewFeng
ACE-MCP Claim
Enables AI clients to perform local code search, indexing, and analysis across …
— ○ ⏳ — N/A N/A — — —
54554
oisee
Enables AI agents to create, manipulate, and manage BPMN 2.0 diagrams programma…
— ○ ⏳ — N/A N/A — — —
54555
aousabdo
Measures AI-detection risk in text and provides a line-by-line rewrite plan to …
— ○ ⏳ — — — — — —
54556
lordbasilaiassistant-sudo
MCPAGENT Claim
Enables AI agents to discover and interact with onchain agent infrastructure on…
— ○ ⏳ — — — — — —
54557
SNAPKITTYWEST
MCP server exposing tools for WORM chain sealing, sovereign agent creation, Ada…
— ○ ⏳ — N/A N/A — — —
54558
FilippTrigub
Enables AI assistants to read, write, and manage Google Sheets spreadsheets thr…
— ○ ⏳ — — — — — —
54559
scopeblind
protect-mcp Claim
Security gateway for MCP servers. Shadow-mode logs, per-tool policies, optional…
— ○ ⏳ — N/A N/A — 95 —
54560
Birdiz
MCP Trello Claim
Enables Claude to interact with Trello boards, lists, cards, and labels through…
— ○ ⏳ — — — — — —
54561
channel3-ai
Let your agent discovery any product on the internet. Earn commissions when you…
— ○ ⏳ — N/A N/A — 95 —
54562
danchev
openmarkets Claim
A Model Context Protocol (MCP) server for agentic retrieval of financial data f…
— ○ ⏳ — — — — — —
54563
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
— ○ ⏳ — — — — 81 —
54564
ThinkneoAI
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
— ○ ⏳ — — — — 81 —
54565
yonghwan1106
Safety middleware for AI computer use agents that monitors, enforces policies, …
— ○ ⏳ — N/A N/A — — —
54566
palimkarakshay
abap-mcp Claim
An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud re…
— ○ ⏳ — N/A N/A — — —
54567
imdeniil
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
— ○ ⏳ — — — — — —
54568
willorn
Enables AI assistants to query YashanDB using natural language through SQL oper…
— ○ ⏳ — — — — — —
54569
codeCrack-01
Overleaf MCP Claim
Enables LLM agents to read and update Overleaf LaTeX papers via git, with tools…
— ○ ⏳ — N/A N/A — — —
54570
Gonzih
Search companies, officers, and filing history across 140+ jurisdictions worldw…
— ○ ⏳ — — — — — —
54571
MCP-Mirror
Enables MCP client agents to play the classic Minesweeper game by connecting to…
— ○ ⏳ — N/A N/A — 95 —
54572
PhillyUrbs
mcparr Claim
A self-hosted MCP gateway that lets AI assistants drive your media services lik…
— ○ ⏳ — — — — — —
54573
Microtechusa
Enables interaction with the HaloPSA API for managing tickets, clients, assets,…
— ○ ⏳ — N/A N/A — — —
54574
Termi24
eyeot ERP Claim
ERP français avec serveur MCP natif : plus de 1 800 actions métier auto-générée…
— ○ ⏳ — — — — — —
54575
dick571
suna Claim
— ○ ⏳ — N/A N/A — 95 —
54576
elevend0g
cont3xt Claim
Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling c…
— ○ ⏳ — N/A N/A — — —
54577
Ingholt-Consult
TimeLog MCP Claim
A localhost server that enables Claude to administer a firm's TimeLog account v…
— ○ ⏳ — N/A N/A — — —
54578
asgard-ai-platform
Enables searching and retrieving Taiwan judicial judgments, including full-text…
— ○ ⏳ — — — — — —
54579
sigee-min
outline-mcp Claim
Connects MCP clients to Outline workspaces, enabling agents to safely read, upd…
— ○ ⏳ — — — — — —
54580
Bandwidth
Official MCP server for interacting with Bandwidth APIs (messaging, voice, numb…
— ○ ⏳ — — — — — —
54581
sanshanjianke
MCP server for scientific computing with multiple backends (Mathematica, Octave…
— ○ ⏳ — N/A N/A — — —
54582
serdarkaracay
An MCP server that provides AI coding assistants with comprehensive browser aut…
— ○ ⏳ — — — — — —
54583
xiazhe-xz
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
— ○ ⏳ — — — — 81 —
54584
FuJiGraphics
UniMCP Claim
Unity Editor MCP SDK that exposes Unity Editor capabilities as MCP tools, enabl…
— ○ ⏳ — N/A N/A — 95 —
54585
wlu03
Enable seamless interaction with Alpaca's trading API through a standardized pr…
— ○ ⏳ — N/A N/A — 95 —
54586
muslus
BioCite-MCP Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
— ○ ⏳ — — — — — —
54587
yushuqiu1
Recommend a song, generate a greeting message, or help you add some numbers
— ○ ⏳ — N/A N/A — 95 —
54588
chris
jules-orc Claim
— ○ ⏳ — N/A N/A — 95 —
54589
amxkifir
Enables users to search, compare, and retrieve detailed information about World…
— ○ ⏳ — — — — 81 —
54590
BuyWhere
catalog-api Claim
Agent-native product catalog: 300M+ products across US+SEA. Search, compare, de…
— ○ ⏳ — — — — — —
54591
monte-carlo
Monte Carlo Claim
Data + AI observability — monitor and troubleshoot production-grade agents and …
— ○ ⏳ — — — — 81 —
54592
ApacheBin
xb-test Claim
131242424
— ○ ⏳ — N/A N/A — 95 —
54593
tzenderman
Enables AI to dynamically discover and invoke any Cin7 Core API endpoint using …
— ○ ⏳ — — — — — —
54594
ai-mcp-garage
Provides timezone-aware date and time information with configurable time format…
— ○ ⏳ — — — — 81 —
54595
TechAIInsights
MCP server providing tools to manage Linear projects and issues, including crea…
— ○ ⏳ — — — — — —
54596
kimduksoo
Enables querying and searching for real estate listings, complexes, prices, and…
— ○ ⏳ — — — — — —
54597
yanqiw
An append-only coordination memory for multi-agent and human work, backed by SQ…
— ○ ⏳ — N/A N/A — — —
54598
Olddun
MCP and x402 starter audit for legal AI agent revenue routes and payout verific…
— ○ ⏳ — — — — — —
54599
davidphc
telegram-mcp Claim
An MCP server that connects to a Telegram group chat, persists messages to a lo…
— ○ ⏳ — — — — — —
54600
dangvusontung
Integrates AI assistants with GitLab API to manage projects, issues, merge requ…
— ○ ⏳ — N/A N/A — — —
Showing 54551–54600 of 69153 servers