MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20601
tolmachov
MCP Telegram Claim
Telegram MTProto-based MCP server with 19 tools for reading, searching, sending…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 48 95 —
20602
kiyoung8
Simulate M/M/1, M/M/c, and manufacturing (MPS) systems to forecast wait times, …
B 74 3⁄3 ◐ ⏳ 78 N/A N/A 40 95 —
20603
rogelioRuiz
On-device AI agent engine for mobile apps — embedded Node.js worker with Claude…
B 74 4⁄3 ◐ ⏳ 96 22 N/A 79 95 —
20604
IBM
Enables AI assistants to interact with IBM i systems through SQL tools and auth…
B 74 4⁄4 ◐ ⏳ 92 43 — 77 81 —
20605
IQAIcom
MCP-BAMM ⚡ Claim 1
A Model Context Protocol server that enables interaction with Borrow Automated …
B 74 4⁄4 ◐ ⏳ 75 70 — 71 81 —
20606
Habinar
MCP Paradex Server ⚡ Claim
A bridge between AI assistants and the Paradex perpetual futures trading platfo…
B 74 4⁄4 ◐ ⏳ 94 62 — 48 81 —
20607
microsoft
playwright-mcp ✓ ⚡ Claim
Official Microsoft Playwright MCP server, enabling LLMs to interact with web pa…
B 74 4⁄3 ◐ ⏳ 86 32 N/A 81 95 —
20608
mdlopresti
Mealie MCP Server ⚡ Claim
Enables AI assistants to interact with Mealie for recipe management, meal plann…
B 74 4⁄4 ◐ ⏳ 100 38 — 76 76 —
20609
mixelpixx
KiCAD-MCP-Server ⚡ Claim
KiCAD-MCP-Server
B 74 4⁄3 ◐ ⏳ 96 31 N/A 72 90 —
20610
CREIntel
NDI-MCP-Server ⚡ Claim
Commercial real estate deal search, comp lookup, and scoring for the Northeast …
B 74 3⁄3 ◐ ⏳ 94 N/A N/A 30 83 —
20611
lazyants
hetzner-mcp-server ⚡ Claim 1
MCP server for the Hetzner Cloud API. Manage servers, networks, volumes, firewa…
B 74 4⁄3 ◐ ⏳ 63 66 — 74 94 —
20612
kcsoukup
Enables management of ASUS routers running Asuswrt-Merlin firmware via SSH/SCP.…
B 74 4⁄3 ◐ ⏳ 96 51 N/A 42 95 —
20613
marianfoo
ARC-1 ⚡ Claim 2
MCP server for SAP ABAP systems
B 74 3⁄3 ◐ ⏳ 69 — — 69 83 —
20614
sonic0002
imagic-mcp ⚡ Claim 1
About MCP server for image conversion, resizing, and merging — runs locally, no…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 48 95 —
20615
jfuginay
TAK Server MCP Claim 1
A Model Context Protocol server that integrates TAK Server with AI systems, pro…
B 74 4⁄4 ◐ ⏳ 75 71 — 66 81 —
20616
broisnischal
Azure Boards MCP ⚡ Claim
Azure DevOps Boards work items over MCP (stdio). Requires Bun, org, project, an…
B 74 3⁄3 ◐ ⏳ 84 N/A N/A 29 95 —
20617
andresharpe
dotbot Claim
Structured, auditable AI-assisted development for teams. Zero-dependency MCP se…
B 74 3⁄3 ◐ ⏳ 60 N/A N/A 68 95 — PO
20618
erwanpaccard
irpp-mcp ⚡ Claim
A Python MCP server that calculates French income tax using the official DGFiP …
B 74 3⁄3 ◐ ⏳ 66 N/A N/A 60 95 —
20619
hendronf
Instapaper MCP Server ⚡ Claim 1
Enables Claude and other MCP clients to manage Instapaper accounts by reading, …
B 74 4⁄4 ◐ ⏳ 92 65 — 62 71 —
20620
Bzcasper
Enable AI-assisted development with integrated workflow automation, Python host…
B 74 4⁄3 ◐ ⏳ 96 68 N/A 31 84 —
20621
UI5
MCP server for UI5 Web Components for React - Developer documentation and API a…
B 74 3⁄3 ◐ ⏳ 45 N/A N/A 95 95 —
20622
2b3pro
calibre-mcp Claim
Enables searching, reading, and managing a Calibre ebook library through natura…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 50 95 —
20623
peakmojo
applescript-mcp ⚡ Claim 1
MCP server that execute applescript giving you full control of your Mac
B 74 4⁄3 ◐ ⏳ 75 65 N/A 58 95 —
20624
orobsonn
Self-hosted personal knowledge graph running on Cloudflare, connecting to Claud…
B 74 3⁄3 ◐ ⏳ 78 — — 38 95 —
20625
knowall-ai
Model Context Protocol (MCP) server for Microsoft Dynamics 365 Business Central…
B 74 4⁄3 ◐ ⏳ 90 61 — 38 95 —
20626
nsphung
A Snowflake MCP server — SQL queries, schema exploration, and data insights for…
B 74 3⁄3 ◐ ⏳ 92 — — 74 53 —
20627
crazyrabbitLTC
Twitter MCP Server ⚡ Claim 1
Enables interaction with Twitter through a Model Context Protocol, allowing lar…
B 74 4⁄4 ◐ ⏳ 94 58 — 48 83 —
20628
ardyfeb
gitlab-mcp ⚡ Claim
B 74 4⁄3 ◐ ⏳ 78 65 N/A 60 88 —
20629
airano-ir
MCP Hub ⚡ Claim
An AI-native management hub that enables users to control WordPress, WooCommerc…
B 74 4⁄4 ◐ ⏳ 88 46 — 81 80 —
20630
ykshah1309
A TypeScript MCP server for financial data aggregation that connects AI assista…
B 74 3⁄3 ◐ ⏳ 78 — — 68 75 —
20631
FerryZhaoHui
linear-mcp-aaa ⚡ Claim 2
B 74 3⁄3 ◐ ⏳ 90 N/A N/A 21 95 —
20632
zyntarasystems
human-dispatch-mcp ⚡ Claim 1
MCP server that dispatches physical-world tasks to humans through a unified API
B 74 3⁄3 ◐ ⏳ 84 N/A N/A 58 75 —
20633
chriswu727
Argus ⚡ Claim
AI-powered exploratory QA agent. Explores web apps like a real user — 18 MCP to…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 49 95 —
20634
Pantheon-Security
medusa ⚡ Claim
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo p…
B 74 4⁄3 ◐ ⏳ 100 17 N/A 85 92 —
20635
StevenStavrakis
MCP Server Starter ⚡ Claim 1
A production-ready template for creating Model Context Protocol servers with Ty…
B 74 4⁄3 ◐ ⏳ 84 67 N/A 41 95 —
20636
EtanHey
brainlayer ⚡ Claim
Local-first persistent memory layer for AI agents. Provides hybrid search (FTS5…
B 74 3⁄3 ◐ ⏳ 70 N/A N/A 52 95 —
20637
delorenj
mcp-server-trello ⚡ Claim 1
MCP server for Trello boards with rate limiting, type safety, and comprehensive…
B 74 4⁄3 ◐ ⏳ 69 71 N/A 93 71 —
20638
mcp-servers-for-revit
🔥💧🤖 Sparx fork of the mcp-servers-for-revit/revit-mcp project
B 74 4⁄3 ◐ ⏳ 78 58 N/A 60 95 —
20639
lumiclip
mcp-lumiclip ⚡ Claim
AI Video Clipping MCP Server
B 74 3⁄3 ◐ ⏳ 78 — — 55 83 —
20640
Zackriya-Solutions
MCP-Markdown-RAG ⚡ Claim
A Model Context Protocol (MCP) server that provides a local-first RAG engine fo…
B 74 3⁄3 ◐ ⏳ 70 N/A N/A 53 95 —
20641
vdalhambra
Personal finance calculators — mortgage payments, compound interest, FIRE retir…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 48 95 —
20642
grayson-sys
Search federal government contract opportunities from SAM.gov via Claude
B 74 3⁄3 ◐ ⏳ 96 N/A N/A 25 83 —
20643
danialadzhar
Gives Claude Desktop read-only access to your WhatsApp chats and message histor…
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 50 95 —
20644
bleedmode
Dear User ⚡ Claim
Tells you how you and your Claude agent actually work together. Local-only, no …
B 74 3⁄3 ◐ ⏳ 72 N/A N/A 49 95 —
20645
wvfp
Gear ⚡ Claim 1
An MCP server that enables AI assistants to directly run, inspect, modify, and …
B 74 3⁄3 ◐ ⏳ 63 N/A N/A 63 95 —
20646
masx200
A bridge server that converts stdio protocol to streamable-http protocol, allow…
B 74 4⁄4 ◐ ⏳ 80 66 — 67 81 —
20647
ajaystream
HubSpot MCP Server ⚡ Claim
Enables AI clients to seamlessly take HubSpot actions and interact with HubSpot…
B 74 4⁄4 ◐ ⏳ 86 75 — 41 81 —
20648
edgee-ai
Edgee MCP Server ⚡ Claim
Enables interaction with the Edgee API for managing organizations, projects, do…
B 74 4⁄4 ◐ ⏳ 72 67 — 76 81 —
20649
chopmob-cloud
AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-cha…
B 74 3⁄3 ◐ ⏳ 100 N/A N/A 29 75 —
20650
macrat
Allows you to explore and manipulate kintone data using AI tools such as Claude…
B 74 4⁄3 ◐ ⏳ 92 38 N/A 62 95 —
Showing 20601–20650 of 69224 servers
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