MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25427
Scored
1446
Verified
16957
Complete

Last updated 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23201
testdino-hq
testdino-mcp Claim 1
Connects your TestDino testrun/testcase data to AI agents so you can review run…
F 25 44 84 67 51 78
23202
mifactory-bot
mifactory-contratos Claim 1
Freelance contracts via API for any country. AI-generated or PDF. Pay-per-use: …
F 25 43 24 36 N/A 25 70
23203
brs077
CNCjs MCP Server Claim 1 2
Bridges Claude Code to CNCjs to enable remote control and monitoring of GRBL-ba…
F 25 43 78 61 N/A 32 87
23204
preloop
preloop Claim 1 2
MCP proxy & AI automation platform with a human approval layer
F 25 43 60 46 N/A 76 90
23205
kimtth
mcp-aoai-web-browsing Claim 2
A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
F 25 43 54 30 N/A 45 84
23206
AxoRm
MCP-MCSTATUS Claim 1
Provides tools for retrieving Minecraft Java and Bedrock server status via the …
F 25 44 48 41 30 80
23207
AuraFriday
Control Fusion 360 with any AI through Model Context Protocol (MCP)
F 25 43 84 36 N/A 45 78
23208
schimmmi
n8n Workflow Builder Claim 1
Enables AI-powered building, optimization, debugging, and management of n8n wor…
F 25 44 90 22 74 81
23209
laica-ayudavets
Enables interaction with the Inmovilla real estate CRM platform to manage prope…
F 25 44 90 70 29 74
23210
kaipanytool3
Enables AI assistants to interact with Feishu/Lark platform APIs for automation…
F 25 44 66 66 54 76
23211
Pyx-Corp
spectrawl Claim 1
Unified web layer for AI agents. Search across 8 engines, stealth browse with C…
F 25 43 100 0 67 84
23212
garc33
Facilitates interaction with Bitbucket Server for pull request management using…
F 25 44 84 68 60 80
23213
Beat-YT
omnivox-mcp Claim 1 2
MCP server for the Omnivox platform used by Quebec CEGEPs. Enables AI agents to…
F 25 44 69 67 65 78
23214
Scofieldfree
Excalidraw MCP Server Claim 1
Enables AI agents to programmatically generate, edit, and view Excalidraw diagr…
F 25 44 66 65 77 82
23215
settlemint
SettleMint Claim 1
Leverage SettleMint's Model Context Protocol server to seamlessly interact with…
F 25 44 50 37 53 82
23216
samarora837
Enables the analysis of GitHub Pull Requests to extract metadata, commits, and …
F 25 43 34 35 N/A 27 87
23217
ag2-mcp-servers
An MCP server that enables natural language interaction with Google's Discovery…
F 25 44 45 50 21 78
23218
Charley-Forey-AI
mcp-builder-mcp Claim 1
Provides OpenAPI validation and analysis tools to assist developers in building…
F 25 44 70 0 30 74
23219
beverm2391
An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Q…
F 25 44 75 22 27 76
23220
hamflx
imagen3-mcp Claim 1
A powerful image generation tool using Google's Imagen 3.0 API through MCP. Gen…
F 25 43 48 56 N/A 48 87
23221
uproc-io
UProc MCP Claim 1
Official UProc Model Context Protocol server that enables AI assistants to refe…
F 25 44 68 70 28 78
23222
nickustinov
Better App Store Connect
F 25 43 60 0 N/A 86 89
23223
handaas
Provides comprehensive access to Chinese bidding and tendering data, enabling u…
F 25 44 60 37 18 76
23224
mim1012
turafic Claim 2
F 25 43 42 66 N/A 34 84
23225
arvindand
maven-tools-mcp Claim 2
JVM dependency intelligence for AI assistants via Maven Central
F 25 43 60 43 N/A 75 84
23226
HookbaseApp
Hookbase MCP Server Claim 1 2
Exposes the Hookbase webhook relay API as tools for AI assistants to manage sou…
F 25 44 88 68 49 77
23227
Vizioz
Teamwork MCP Claim 1 2
An MCP server that connects to the Teamwork API, providing a simplified interfa…
F 25 44 81 68 75 76
23228
allvoicelab
All Voice Lab MCP Server
F 25 44 54 46 47 80
◔ Limited Scores
23229
Mermaid-Chart
mermaid-mcp Claim 1
MCP server for Mermaid diagram validation and rendering
A 93 35 100 97 81
23230
ronrey
Multi-tenant MCP gateway for AI commerce. One connection, every store.
A 93 35 100 97 81
23231
CodeReclaimers
Caliper Claim
Geometry and CAD file metadata extraction for STL, OBJ, PLY, PCD, LAS/LAZ, glTF…
A 92 35 100 94 81
23232
irmasemma
JSONlify Claim
Validate and convert JSONL fine-tuning data across 11 AI providers. 13 tools.
A 92 35 100 95 81
23233
ako2345
MCP server for static security analysis of Android source code
A 92 35 95 100 81
23234
partstable
PartsTable Claim 1
MCP server for IT hardware parts research: normalize PNs, search listings, get …
A 92 35 100 96 81
23235
ndl-systems
Agentic identity trust: precision decisioning, cryptographic release tokens, ha…
A 92 35 100 94 81
23236
filaebot
Search ATProto writing, annotations, identity, agents, and forum posts. 12 read…
A 92 35 96 98 81
23237
Kujirafu
AgentLore Claim
AI-verified knowledge base with trust scoring, temporal facts, and skill cards.
A 92 35 98 96 81
23238
codymcc4
fuelcenter Claim
Marathon fueling, pace, hydration, heat, carb-loading, and gel-comparison calcu…
A 92 35 100 96 81
23239
jhibird
server Claim
Search and discover local businesses. 30+ categories with verified contact info…
A 91 35 93 100 81
23240
causehacker
quicksign Claim
E-signatures for contracts and NDAs. Draft with AI, review, and send for signat…
A 91 35 100 93 81
23241
irmasemma
Threads tools for AI — generate viral posts, download videos, export profiles
A 91 35 100 91 81
23242
xbt786
HIPAA Agent Claim
HIPAA compliance AI agent — scan, grade, SRA, and generate compliance docs.
A 91 35 100 93 81
23243
davidmosiah
delx-mcp-a2a Claim
Free public witness protocol for AI agents — care, witness, continuity. MCP ove…
A 90 35 100 89 81
23244
razashariff
Protect and verify digital content with cryptographic signing and proof of owne…
A 90 35 100 88 81
23245
nathangrotticelli
AI commerce for Shopify: product search, comparison, recommendations, and check…
A 90 35 96 92 81
23246
tdavidson
Hemrock MCP Claim
Hemrock financial modeling prompts: context primers, task prompts, checks, and …
A 90 35 93 96 81
23247
nicks-sidehustle
Smart home product intelligence: 1,080+ products with expert consensus scores a…
A 90 35 96 93 81
23248
docfork
docfork-mcp Claim
Up-to-date documentation to 10,000+ libraries for AI agents.
A 89 35 90 95 81
23249
sigaihealth
Search and analyze 5,600+ companies across 30 technology verticals.
A 89 35 86 99 81
23250
Karl-Keller
Motion capture, rehab biomechanics, and threat intel datasets. USDC payments. M…
A 89 35 88 98 81
Showing 23201–23250 of 33379 servers
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