MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24051
penysho
A Model Context Protocol server that provides an interface for AI models to int…
C 55 4⁄4 ◐ ⏳ 39 73 — 25 81 —
24052
ArchieIndian
44 plug-and-play skills for OpenClaw — self-modifying AI agent with cron schedu…
C 55 4⁄3 ◐ ⏳ 58 28 N/A 36 94 —
24053
ohm41321
A dual-server MCP system with PostgreSQL integration that provides financial to…
C 55 4⁄3 ◐ ⏳ 60 36 N/A 20 95 —
24054
arifazim
An intelligent document processing system that automatically classifies, extrac…
C 55 4⁄4 ◐ ⏳ 64 33 — 34 81 —
24055
TaylorTrz
MCP Adapter ⚡ Claim
Automatically converts OpenAPI specifications into Model Context Protocol appli…
C 55 4⁄4 ◐ ⏳ 54 53 — 28 78 —
24056
lucamilletti99
Enables discovery, registration, and management of external API endpoints throu…
C 55 4⁄4 ◐ ⏳ 60 35 — 36 83 —
24057
dotnet-presentations
ai-workshop Claim
Building GenAI Apps in C#: AI Templates, GitHub Models, Azure OpenAI & More
C 55 4⁄3 ◐ ⏳ 60 12 N/A 49 95 —
24058
ag2-mcp-servers
Provides Multi-Agent Conversation Protocol interface for the SoundCloud API, en…
C 55 4⁄4 ◐ ⏳ 60 50 — 21 81 —
24059
ZLeventer
Google Ads ⚡ Claim 3
MCP server for Google Ads — 22 tools for spend diagnosis, impression share, and…
C 55 3⁄3 ◐ ⏳ 45 N/A N/A 55 67 —
24060
Valerio357
amadeus_booking ⚡ Claim
C 55 3⁄3 ◐ ⏳ 42 N/A N/A 23 95 —
24061
leuzeus
A TypeScript-based MCP server scaffold designed for monitoring and interacting …
C 55 4⁄4 ◐ ⏳ 60 17 — 60 83 —
24062
walkingshamrock
Enables calculation of European option prices and Greeks (like Delta, Vega, The…
C 55 4⁄4 ◐ ⏳ 48 47 — 39 83 —
24063
dontsovcmc
wildberries ⚡ Claim 2
MCP server for Wildberries Seller API — products, orders, supplies, analytics, …
C 55 3⁄3 ◐ ⏳ 47 N/A N/A 32 83 —
24064
Rayyan9477
A server that enables AI assistants to interact with LinkedIn programmatically …
C 55 4⁄4 ◐ ⏳ 64 43 — 22 81 —
24065
JJRProDigital
MCP Server Claim
Provides custom tools for news search, user profile management, and mathematica…
C 55 4⁄3 ◐ ⏳ 42 60 N/A 19 95 —
24066
elena-kuznetsova-wh
Enables secure querying of analytics data stored in AWS Athena/S3 through natur…
C 55 4⁄4 ◐ ⏳ 48 61 — 24 81 —
24067
jasmin707kr
ngrok-docs Claim 1
C 55 4⁄3 ◐ ⏳ 56 17 N/A 53 92 —
24068
stevenyu113228
BloodHound MCP ⚡ Claim
An extension that allows Large Language Models to interact with and analyze Act…
C 55 4⁄4 ◐ ⏳ 72 27 — 27 81 —
24069
remotebrowser
Get Gather ⚡ Claim
A containerized service that enables MCP clients to interact with data and perf…
C 55 4⁄4 ◐ ⏳ 42 43 — 56 81 —
24070
JacobFV
A comprehensive operations platform providing browser automation, web search/cr…
C 55 4⁄4 ◐ ⏳ 72 30 — 23 81 —
24071
dev-muhammad
Enables AI agents to manage personal expenses through natural language conversa…
D 54 4⁄4 ◐ ⏳ 54 35 — 44 81 —
24072
jasong-03
SuiAgentic Claim
A FastAPI-based application that enables document embedding and semantic retrie…
D 54 4⁄4 ◐ ⏳ 42 68 — 16 82 —
24073
boltmcp
boltmcp Claim
Enterprise-grade MCP orchestration platform to create, deploy, and manage custo…
D 54 3⁄3 ◐ ⏳ 38 N/A N/A 27 95 —
24074
chumbalayaa
amiready-ai Claim
D 54 4⁄3 ◐ ⏳ 48 45 N/A 30 90 —
24075
omaidf
A Solana blockchain interaction server that allows AI tools to query blockchain…
D 54 4⁄4 ◐ ⏳ 48 58 — 21 81 —
24076
ag2-mcp-servers
A Multi-Agent Conversation Protocol Server that provides access to Google's Loc…
D 54 4⁄4 ◐ ⏳ 60 50 — 21 76 —
24077
Agience
Agience Claim
MCP-native workspace for turning live work into durable knowledge.
D 54 4⁄3 ◐ ⏳ 50 37 N/A 30 95 —
24078
chrishayuk
Enables comprehensive control of iOS simulators and real devices through AI ass…
D 54 4⁄3 ◐ ⏳ 60 28 N/A 29 92 —
24079
kzarov
Bytemine MCP Server – Search 130M+ B2B contacts and enrich profiles with verifi…
D 54 3⁄3 ◐ ⏳ 40 N/A N/A 21 95 —
24080
guercheLE
Enables LLMs to interact with Atlassian Jira Data Center through natural langua…
D 54 4⁄4 ◐ ⏳ 48 26 — 66 81 —
24081
rccyx
S3 MCP Server ⚡ Claim
Enables interaction with AWS S3 through MCP, supporting bucket and object manag…
D 54 4⁄4 ◐ ⏳ 60 25 — 49 81 —
24082
yubraaj11
ffmpeg-mcp ⚡ Claim
Enables comprehensive video and audio processing using FFmpeg, supporting tasks…
D 54 4⁄3 ◐ ⏳ 54 36 N/A 30 90 —
24083
harshapalnati
Enables AI assistants to interact with Raworc's agent runtime platform through …
D 54 4⁄4 ◐ ⏳ 42 46 — 48 81 —
24084 D 54 4⁄3 ◐ ⏳ 58 32 N/A 24 95 —
24085
SyncroIQ
MCP Server ⚡ Claim
A Multi-Agent Conversation Protocol server that provides a standardized interfa…
D 54 4⁄3 ◐ ⏳ 60 30 N/A 21 95 —
24086
MightyDillah
Apple Doc MCP ⚡ Claim 1
A Model Context Protocol server that provides AI coding assistants with direct …
D 54 4⁄4 ◐ ⏳ 49 31 — 54 82 —
24087
umbraco
Enables AI agents to manage Umbraco CMS content through natural language, inclu…
D 54 4⁄3 ◐ ⏳ 48 18 — 71 83 —
24088
yanjunz
mcp_search_images ⚡ Claim
A search service based on multiple image APIs and icon generation capabilities,…
D 54 4⁄4 ◐ ⏳ 54 36 — 48 78 —
24089
tim-smart
effect-mcp ⚡ Claim
Tools and resources for writing Effect code in Typescript.
D 54 4⁄4 ◐ ⏳ 44 17 — 78 86 —
24090
kvnpetit
An MCP server and CLI tool that transforms codebases into AI-ready context thro…
D 54 4⁄4 ◐ ⏳ 49 22 — 70 81 —
24091
randomm
Files-DB-MCP ⚡ Claim
A local vector database system that provides LLM coding agents with fast, effic…
D 54 4⁄3 ◐ ⏳ 48 27 N/A 43 95 —
24092
dwrtz
mcpterm Claim 1
An MCP tool server that provides stateful, TUI-compatible terminal sessions.
D 54 4⁄3 ◐ ⏳ 60 32 N/A 24 90 —
24093
o2-exchange
Enables AI agents to interact with the o2 Exchange on the Fuel Network to perfo…
D 54 4⁄4 ◐ ⏳ 60 41 — 27 81 —
24094
wesnermichel
A lightweight bridge extension that enables Claude Desktop to connect to VSCode…
D 54 4⁄3 ◐ ⏳ 56 26 N/A 35 95 —
24095
RMRanjit
Enables AI assistants to create, validate, and visualize ArchiMate 3.2 enterpri…
D 54 4⁄4 ◐ ⏳ 64 15 — 48 84 —
24096
kitwork
kitwork Claim
Automate kit workflows effortlessly with a lightweight, high-performance, fast,…
D 54 4⁄3 ◐ ⏳ 54 12 N/A 54 95 —
24097
LTS2
elasticsearch Claim 1
D 54 3⁄3 ◐ ⏳ 40 N/A N/A 23 95 —
24098
EaveLuo
1Panel MCP Server ⚡ Claim
Enables AI agents to manage server infrastructure through the 1Panel API, inclu…
D 54 4⁄4 ◐ ⏳ 86 0 — 53 69 —
24099
tusharpatil2912
Enables AI assistants to generate images, text, and audio content through the P…
D 54 4⁄4 ◐ ⏳ 66 37 — 22 81 —
24100
huazhengwang
A Multi-Agent Conversation Protocol server that enables interaction with the Cl…
D 54 4⁄4 ◐ ⏳ 60 47 — 21 80 —
Showing 24051–24100 of 69261 servers
« Prev 1 … 480 481 482 483 484 … 1386 Next »