MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23651
Fayeblade1488
Enables browser automation through Playwright with persistent sessions and cook…
C 58 4⁄3 ◐ ⏳ 48 43 N/A 46 95 —
23652
rigzindorje
An MCP (Model Context Protocol) server that enables interaction with the Cisco …
C 58 4⁄3 ◐ ⏳ 60 45 N/A 21 95 —
23653
longevity-genie
gget-mcp ⚡ Claim
MCP server providing a powerful bioinformatics toolkit for genomics queries and…
C 58 4⁄4 ◐ ⏳ 60 31 — 58 81 —
23654
rockywuest
Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP…
C 58 4⁄3 ◐ ⏳ 64 28 N/A 39 95 —
23655
guangxiangdebizi
Provides access to historical financial data for US, Hong Kong, and A-share mar…
C 58 4⁄4 ◐ ⏳ 54 58 — 30 82 —
23656
dequelabs
Official MCP server for Axe DevTools for Web.
C 58 3⁄3 ◐ ⏳ 48 N/A N/A 26 95 —
23657
inboundemail
Enables AI assistants to interact with the Inbound Email API to manage domains,…
C 58 4⁄4 ◐ ⏳ 48 70 — 27 82 —
23658
fiddlecube
compliant-llm ⚡ Claim
Build Secure and Compliant AI agents and MCP Servers. YC W23
C 58 4⁄3 ◐ ⏳ 54 22 N/A 65 95 —
23659
BACH-AI-Tools
Enables sentiment analysis of text blocks using the Api Ninjas API, returning s…
C 58 4⁄4 ◐ ⏳ 50 55 — 45 80 —
23660
abhiphile
fermat-mcp ⚡ Claim
The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful ser…
C 58 4⁄3 ◐ ⏳ 64 28 N/A 51 84 —
23661
vihanrs
Weather MCP Server ⚡ Claim
Provides AI assistants with tools to retrieve current weather, 7-day forecasts,…
C 58 4⁄4 ◐ ⏳ 60 56 — 27 82 —
23662
dot-do
MCP (dot-do) ⚡ Claim
A framework that provides search, fetch, and do primitives to enable AI agents …
C 58 4⁄4 ◐ ⏳ 48 45 — 55 84 —
23663
DiederichSolis
Enables analysis of datasets from CSV/Excel files, Google Sheets, and Google Dr…
C 58 4⁄4 ◐ ⏳ 50 68 — 27 81 —
23664
BACH-AI-Tools
Provides access to the API Ninjas Country API, allowing users to query detailed…
C 58 4⁄4 ◐ ⏳ 50 60 — 42 80 —
23665
SaqibHussain44
Connects AI agents to real-time cryptocurrency market data from CoinGecko API, …
C 58 4⁄4 ◐ ⏳ 72 43 — 24 81 —
23666
CatchNip
MCP Selenium Grid ⚡ Claim
Enables browser automation by managing Selenium Grid browser instances (Chrome,…
C 58 4⁄4 ◐ ⏳ 64 28 — 59 80 —
23667
aliyun
A universal interface that enables AI Agents to seamlessly communicate with Adb…
C 58 4⁄4 ◐ ⏳ 62 41 — 49 78 —
23668
sharmashivanand
Implements a Model Context Protocol server for WordPress that enhances VS Code …
C 58 4⁄3 ◐ ⏳ 60 33 N/A 40 95 —
23669
Mtehabsim
ScreenPilot Claim
enables AI to fully control and access GUI interactions by providing tools for …
C 58 4⁄3 ◐ ⏳ 78 28 N/A 24 90 —
23670
trsdn
PowerPoint automation for AI - Slides, Shapes, Text, Charts and more. Windows o…
C 58 4⁄3 ◐ ⏳ 66 0 N/A 79 91 —
23671
chalshik
mcp-infra ⚡ Claim
Enables AI assistants to identify processes listening on specific network ports…
C 58 3⁄3 ◐ ⏳ 48 N/A N/A 27 95 —
23672
Ibrahimogod
mcp-bitbucket ⚡ Claim
Access all major Bitbucket Cloud features—repositories, pull requests, issues, …
C 58 4⁄4 ◐ ⏳ 60 41 — 49 81 —
23673
AshwinSundar
Ever wonder what our (US) Congress is up to? Fed up with the news? Ask Congress…
C 58 4⁄4 ◐ ⏳ 60 42 — 45 81 —
23674
Havoc24k
AWS MCP Server ⚡ Claim
Enables Claude to interact with core AWS services like S3, EC2, RDS, and CloudW…
C 58 4⁄4 ◐ ⏳ 60 40 — 49 81 —
23675
0xjmp
mcp-tradovate Claim 2
MCP server for the Tradovate platform
C 58 4⁄3 ◐ ⏳ 41 40 N/A 59 95 —
23676
joandiazcapell
Shell Server ⚡ Claim
A lightweight MCP server that provides AI assistants with access to a system's …
C 58 3⁄3 ◐ ⏳ 48 N/A N/A 27 95 —
23677
adamwattis
An MCP server that connects to the Resource Hub, allowing centralized configura…
C 58 4⁄4 ◐ ⏳ 49 73 — 24 81 —
23678
leoncuhk
MCP Yahoo Finance ⚡ Claim
Provides tools to get financial data (stock prices, company information) and ge…
C 58 4⁄4 ◐ ⏳ 92 22 — 20 81 —
23679
hope1026
Roblox MCP ⚡ Claim 1
MCP server and plugin for Roblox Studio — control scripts, terrain, assets, and…
C 58 4⁄3 ◐ ⏳ 54 20 N/A 62 96 —
23680
feamster
Paymo MCP Server ⚡ Claim 1
An MCP server for the Paymo platform that enables AI assistants to manage time …
C 58 4⁄4 ◐ ⏳ 73 41 — 25 80 —
23681
thienntdev
MCP Atlassian ⚡ Claim
Integration server that connects AI assistants to Atlassian products (Confluenc…
C 58 4⁄3 ◐ ⏳ 48 42 N/A 49 95 —
23682
ArkVex
Native_MCP ⚡ Claim
An extensible Model Context Protocol server that enables AI assistants like Cla…
C 58 4⁄4 ◐ ⏳ 72 31 — 41 81 —
23683
huuh-me
huuh ⚡ Claim
huuh.me is AI-native Youtube - dead easy AI for people with stuff to do - colla…
C 58 4⁄4 ◐ ⏳ 48 68 — 33 81 —
23684
hmjz100
Z.ai2api Claim
将 Z.ai Chat 代理为 OpenAI/Anthropic Compatible 格式,支持多模型列表映射、免令牌、智能处理思考链、图片上传等功能;Z.…
C 58 4⁄3 ◐ ⏳ 54 38 N/A 46 90 —
23685
BACH-AI-Tools
Enables querying WhatsApp OSINT API to gather intelligence on WhatsApp numbers,…
C 58 4⁄4 ◐ ⏳ 50 60 — 45 76 —
23686
Partha-SUST16
MCP Monitor Claim
An observability tool for agentic AI pipelines that intercepts MCP and Python t…
C 57 4⁄4 ◐ ⏳ 76 28 — 32 81 —
23687
teknologika
Creates professional PowerPoint presentations from Markdown or JSON with intell…
C 57 4⁄4 ◐ ⏳ 56 28 — 63 81 —
23688
marias1lva
Automatically discovers GraphQL APIs through introspection and generates table-…
C 57 4⁄4 ◐ ⏳ 64 37 — 39 81 —
23689
huandao-gonglu
local-stdio-mcp ⚡ Claim
A minimal and extensible local MCP server that provides core utilities like pin…
C 57 3⁄3 ◐ ⏳ 42 N/A N/A 30 95 —
23690
OpenLinkSoftware
mcp-server-jdbc Claim 1
An MCP server for generic Database Management System (DBMS) Connectivity via th…
C 57 3⁄3 ◐ ⏳ 39 N/A N/A 36 95 —
23691
ProbonoBonobo
MCP RAG Server ⚡ Claim
A Machine Conversation Protocol server that enables AI agents to perform Retrie…
C 57 4⁄3 ◐ ⏳ 48 58 N/A 20 95 —
23692
fabio-rovai
open-ontologies ⚡ Claim
AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. …
C 57 4⁄4 ◐ ⏳ 64 27 N/A 59 78 —
23693
Azure-Samples
Sample to create an AI Agent using OpenAI models with any MCP server running on…
C 57 4⁄3 ◐ ⏳ 64 20 N/A 46 92 —
23694
allenday
Solr MCP Claim
A Python server that enables AI assistants to perform hybrid search queries aga…
C 57 4⁄4 ◐ ⏳ 64 26 — 55 80 —
23695
motebus
Ultra MCP-SS Claim
A FastAPI-based MCP server that integrates with smartscreen.tv, allowing you to…
C 57 4⁄4 ◐ ⏳ 42 66 — 36 81 —
23696
ag2-mcp-servers
An auto-generated MCP server that enables interaction with the OpenAI API, allo…
C 57 4⁄4 ◐ ⏳ 60 55 — 21 81 —
23697
cabra-lat
Tuya MCP Server ⚡ Claim 1
Provides a note storage system with a custom URI scheme and includes tools for …
C 57 4⁄3 ◐ ⏳ 60 27 N/A 40 95 —
23698
free-free-6
A Node.js service that provides spot trading functionality through the LnExchan…
C 57 4⁄4 ◐ ⏳ 62 55 — 27 76 —
23699
sandraschi
OCR-MCP ⚡ Claim
Provides advanced OCR capabilities with multiple state-of-the-art backends (Dee…
C 57 4⁄4 ◐ ⏳ 60 28 — 61 81 —
23700
Jeamee
MCPHub-Desktop Claim 1
Desktop APP for Discover and Install MCP Servers
C 57 4⁄3 ◐ ⏳ 46 30 N/A 68 89 —
Showing 23651–23700 of 69261 servers
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