MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16201
preetrajdeo
autoapply-mcp Claim 1 2
AutoApply automates job applications using a real Playwright browser. Save your…
F 25 55 54 10 30 76 98
16202
semgrep
mcp Claim 1 2
Allow AI agents to scan code for security vulnerabilites using Semgrep.
F 25 55 63 72 83 82 99
16203
epicweb-dev
A workshop repository teaching advanced Model Context Protocol features for bui…
F 25 66 84 68 0 40 78 97
16204
yuru-sha
Enables LLMs to interact with Dify AI's chat completion API, including conversa…
F 25 55 86 55 57 76 80
16205
forwarder1121
PDF to DOCX Converter Claim 1
Convert PDF documents into editable DOCX files seamlessly. Enable your applicat…
F 25 54 60 53 N/A 22 87 95
16206
fengfengsu
e代驾 MCP Server Claim 1
A service that provides complete driver-for-hire functionality based on e代驾 ope…
F 25 55 50 42 23 74 93
16207
xiaobenyang-com
The MCP protocol server based on JSXGraph provides 13 mathematical visualizatio…
F 25 54 72 65 N/A 50 87 12
16208
hingaibm
Provides secure integration between MCP clients and IBM Data Intelligence servi…
F 25 55 48 70 58 80 92
16209
zwwz22
Xiaobai Print MCP Claim 1 2
An MCP server and local HTTP bridge designed to integrate remote upstream MCP t…
F 25 55 57 67 58 80 79
16210
agentskill-sh
agentskill-mcp Claim 2 3
MCP server for discovering and installing AI agent skills from agentskill.sh. S…
F 25 54 61 62 N/A 33 87 91
16211
quanticsoul4772
Analytical MCP Server Claim 1 3
Provides advanced analytical, research, and natural language processing capabil…
F 25 55 66 82 65 82 32
16212
Komorebi-yaodong
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
F 25 55 84 62 50 78 99
16213
rhylthyme
Enables the creation of interactive schedule visualizations on rhylthyme.com fe…
F 25 66 96 86 96 65 82 88
16214
hoklims
stacksfinder-mcp Claim 2 4
Deterministic tech stack recommendations with 6-dimension scoring. Analyze, com…
F 25 65 90 100 0 66 81 71
16215
sevalla-hosting
mcp Claim 1
Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote s…
F 25 55 90 10 74 70 89
16216
freelancernasimofficial
A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CL…
F 25 55 100 100 N/A 36 92 46
16217
OhSeongRak
Enables Claude to search for available meeting rooms, check reservation status,…
F 25 54 72 61 N/A 19 89 48
16218
cyanheads
mentor-mcp-server Claim 1 2
A Model Context Protocol server providing LLM Agents a second opinion via AI-po…
F 25 54 81 71 N/A 49 89 91
16219
barateza
Provides semantic search capabilities over the Plesk Extensions Guide documenta…
F 25 55 64 30 66 80 92
16220
FractionEstate
Midnight + Next.js MCP Claim 1 2
Unified MCP server for Midnight blockchain development and Next.js dApps.
F 25 55 100 82 N/A 52 81 56
16221
deepfates
Replicate MCP Server Claim 2 3
Enables users to access and manage Replicate's AI models and predictions via th…
F 25 55 92 56 52 77 97
16222
DynamicEndpoints
This MCP server implements VariousPolicies according to CSA BOD 25-01 requireme…
F 25 55 96 68 29 78 100
16223
cti1650
ovice MCP Server Claim 1 2
Integrates with the ovice Public API to manage virtual office workspaces, group…
F 25 55 48 100 28 81 19
16224
trilogy-group
Enables AI applications to integrate with YouTube-Summarizer's APIs through the…
F 25 54 66 25 N/A 23 90 98
16225
TSavo
Unity-MCP Claim 1
A bridge between Unity and AI assistants that enables AI to interact with Unity…
F 25 55 90 58 44 76 73
16226
zhangzhongnan928
A secure system enabling AI assistants to interact with blockchain data and pre…
F 25 55 66 71 39 80 97
16227
g2dgaming
Spotify MCP Server Claim 1
Connects Claude with Spotify, allowing users to control playback, search for mu…
F 25 54 78 67 N/A 23 90 89
16228
SarimSiddd
Xano MCP Server Claim 1 2
Enables interaction with the Xano API through a Model Context Protocol (MCP) in…
F 25 55 78 68 19 80 99
16229
runkids
PackageFlow Claim 1 2
A visual DevOps hub for npm scripts, Git, workflows, and deploy — controllable …
F 25 54 78 65 N/A 76 90 62
16230
sgriffin-magnoliacap
MCP server for snowflake that doesn't allow write operations under any circumst…
F 25 55 69 63 57 80 100
16231
PSPDFKit
nutrient-dws-mcp-server Claim 1 2
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OC…
F 25 55 69 68 64 76 88
16232
facultidev42FacultiDevelopment
faculti Claim 1
Search academic expert insights, papers and contributions from Faculti
F 25 54 80 60 N/A 48 88 98
16233
ankur-1garg
Repo Analyzer MCP Server Claim 1 2
An MCP server that analyzes Git repositories and provides Dockerfile creation g…
F 25 54 45 38 N/A 18 89 88
16234
manamurah
An AI-optimized Model Context Protocol server for querying Malaysian consumer g…
F 25 55 92 58 41 80 90
16235
masx200
Enables the retrieval of subtitles, danmaku (bullet comments), and video commen…
F 25 55 72 41 45 80 94
16236
standup-coder
A smart commute assistant that monitors travel routes via the Amap API and send…
F 25 55 72 36 53 76 79
16237
funchs
Enables integration with iFlytek's SparkAgent Platform to invoke task chains an…
F 25 55 96 60 47 71 88
16238
symphonyno10
wholesale-mcp Claim 1 4
An MCP server that enables AI assistants to browse, analyze, and automate inter…
F 25 54 39 0 N/A 45 77 61
16239
SpanishST
Hue MCP Server Claim 1
Enables AI assistants to interact with Hadoop Hue for executing SQL queries usi…
F 25 55 60 65 29 76 92
16240
chasesaurabh
mcp-page-capture Claim 1
MCP server that captures webpage screenshots, with viewport or full-page option…
F 25 54 90 73 N/A 81 89 87
16241
detailobsessed
codereviewbuddy Claim 1 2
MCP server that helps AI coding agents interact with AI code reviewers on GitHu…
F 25 54 96 71 N/A 88 90 86
16242
markswendsen-code
kroger Claim 1 3
MCP server for Kroger - search products, manage cart, place grocery orders
F 25 54 75 65 N/A 32 87 99
16243
obaid
Integrates with Claude and Cursor using the Model Context Protocol to generate …
F 25 66 78 71 0 21 80 95
16244
Akrasia0
An MCP server that provides access to Stern, a philosophical AI mentor combinin…
F 25 55 57 63 20 76 83
16245
Doc-API-LLC
docapi Claim 2
Generate PDFs, screenshots, and documents via any MCP-compatible AI agent.
F 25 54 88 0 N/A 41 80 96
16246
emarco177
mcp-crash-course Claim 1
Hands-on crash course for the Model Context Protocol (MCP) with project-based b…
F 25 54 60 26 N/A 53 77 65
16247
martijnpieters
eduframe-mcp Claim 1 2
An MCP server that exposes Eduframe resources as tools, allowing users to manag…
F 25 55 51 72 81 82 94
16248
boettiger-lab
DuckDB MCP Server Claim 2
Enables AI assistants and IDEs to execute SQL queries on local DuckDB databases…
F 25 55 84 58 56 74 100
16249
ClickHouse
ClickHouse Claim 1
Official ClickHouse MCP server for querying and exploring ClickHouse clusters a…
F 25 55 66 40 N/A 73 80 94
16250
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
Showing 16201–16250 of 67226 servers
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