MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1351
luciVuc
OpenAPI MCP Server Claim 1
A generic MCP server that dynamically converts OpenAPI-defined REST APIs into t…
B 80 55 96 65 65 82 86
1352
arclightdynamics
LumenCore Claim
Provides AI coding assistants with persistent project memory to retain architec…
B 80 54 90 60 N/A 53 95 98
1353
ForITLLC
Provides direct access to Microsoft Graph API with multi-tenant account managem…
B 80 55 100 66 47 81 96
1354
EnesCinr
Twitter MCP Server Claim 2
An MCP server that enables Claude to interact with Twitter, allowing for postin…
B 80 55 85 66 68 80 98
1355
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 54 94 63 N/A 45 90 99
1356
hendrickcastro
MCP CosmosDB Claim 1
A Model Context Protocol server for Azure CosmosDB database operations that pro…
B 80 55 63 100 58 81 94
1357
lofder
dsers-mcp-product Claim
Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via D…
B 80 54 71 80 53 95 96
1358
ragnar-johannsson
MCP SGF Server Claim
Enables processing of SGF (Smart Game Format) files to extract comprehensive ga…
B 80 55 92 66 56 82 98
1359
pranjalbishtadsk
APS ACC MCP Server Claim
Enables AI assistants to interact with Autodesk Construction Cloud (ACC) projec…
B 80 55 100 62 55 82 93
1360
zoharbabin
⚠️ DEPRECATED — Use https://github.com/zoharbabin/web-researcher-mcp instead
B 80 55 100 60 N/A 78 78 81
1361
chunlea
screenshot-mcp Claim
A cross-platform MCP server that allows AI agents to capture screenshots of spe…
B 80 54 90 66 N/A 50 90 98
1362
bunkerapps
Enables AI assistants to search products, compare prices, and find the best dea…
B 80 55 90 68 58 82 95
1363
n8daniels
RulesetMCP Claim 1
Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query …
B 80 54 90 66 N/A 52 92 95
1364
ainetwork-ai
Enables AI agents to seamlessly interact with Google Sheets through secure OAut…
B 80 55 96 75 46 81 93
1365
mintlineai
mintline-mcp Claim
Connect AI assistants to your Mintline receipts, transactions, and spending ana…
B 80 54 84 67 N/A 53 95 94
1366
TranChiHuu
MCP SQL Server Claim
Enables querying and managing PostgreSQL and MySQL databases through natural la…
B 80 55 84 100 29 81 89
1367
gabeosx
freedcamp Claim
freedcamp
B 80 55 88 73 60 81 92
1368
markheramis
Enables AI assistants to interact with Obsidian vaults via direct filesystem ac…
B 80 54 96 58 N/A 39 94 100
1369
wagnerlabs
A read-only Model Context Protocol server that enables LLMs to search, list, an…
B 80 54 82 72 53 92 96
1370
daedalus
mcp-epochs Claim
Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format t…
B 80 44 60 67 95 100
1371
aflekkas
reddit-mcp-server Claim
reddit-mcp-server
B 80 54 96 60 N/A 42 95 96
1372
cedricvidal
Memorious MCP Claim
Provides AI assistants with long-term semantic memory capabilities through loca…
B 80 55 76 82 N/A 50 95 89
1373
ericyangpan
Enables decoding QR codes from images provided as either base64 data URLs or HT…
B 80 55 86 100 43 81 75
1374
byul-ai
mcp-byul Claim
The Byul Finance MCP provides real-time financial data via the Byul API, includ…
B 80 54 92 71 N/A 43 95 90
1375
ClecknerT
Provides secure, policy-controlled wallet infrastructure for AI agents to auton…
B 80 55 84 71 65 78 99
1376
minbang930
YouTube Vision Claim
Analyze YouTube videos and extract insights using the Gemini Vision API. Get de…
B 80 54 84 77 N/A 46 90 94
1377
productdevbook
devir Claim
Manages multiple development services with colored logs, filtering, and MCP int…
B 80 54 72 62 N/A 74 94 100
1378
paperMoose
Dooist Claim 1
A task management MCP server that allows users to create, list, and organize ta…
B 80 54 94 58 N/A 55 92 96
1379
anzax
dockashell Claim
DockaShell is an MCP server that provides AI agents with isolated Docker contai…
B 80 54 94 46 N/A 70 95 91
1380
cyanheads
atlas-mcp-server Claim
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task managemen…
B 80 54 94 51 N/A 71 90 91
1381
4regab
agent-rules-mcp Claim
MCP server that enables your agents to use coding rules from any or your GitHub…
B 80 55 94 65 64 81 93
1382
1405942836
appium-mcp-server Claim
Enables AI assistants to perform mobile device automation testing via Appium th…
B 80 54 90 61 N/A 48 91 100
1383
pedrocid
Music MCP Claim
Enables AI assistants to control Apple Music on macOS using AppleScript for pla…
B 80 54 96 58 N/A 51 95 94
1384
ticktockbent
charlotte Claim
Renders web pages into structured, agent-readable representations using headles…
B 80 54 100 30 N/A 81 95 93
1385
massive-com
Provides an LLM-friendly interface to the Massive.com financial data API throug…
B 80 55 84 68 81 80 88
1386
img-src-io
mcp Claim 3
MCP server for img-src.io Image CDN - upload, transform, and deliver images thr…
B 80 55 71 100 N/A 76 78 75
1387
just-every
Fast screenshot capture tool optimized for Claude Vision API. Automatically til…
B 80 54 96 62 N/A 60 87 91
1388
delega-dev
delega-mcp Claim
Task management API built for AI agents. Create, delegate, and track tasks with…
B 80 54 76 72 83 81 94
1389
darshjoshi
Turn Claude into your F1 race engineer.
B 80 44 72 50 95 99
1390
peng-shawn
mermaid-mcp-server Claim
A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG ima…
B 80 55 96 60 73 78 93
1391
kubeflow
Exposes Spark History Server data as tools for AI agents, enabling natural lang…
B 80 54 69 67 85 90 96
1392
oabolade
Figma MCP Server Claim
MCP server enabling AI assistants to interact with Figma designs via natural la…
B 80 54 96 68 N/A 53 83 92
1393
mntlabs
Monitors development server logs in real-time and provides Claude with immediat…
B 80 54 94 71 N/A 23 95 99
1394
nendotools
Tree-Sitter MCP Claim
Enables fast semantic code search and analysis across 15+ programming languages…
B 80 54 100 37 N/A 80 95 89
1395
Ansvar-Systems
chilean-law-mcp Claim
Chilean legislation via MCP — full-text search across statutes and provisions
B 80 55 90 66 N/A 68 80 92
1396
lihongjie0209
DOCX MCP Server Claim 1
Enables creation, editing, and management of Word documents through JSON schema…
B 80 55 84 82 62 81 84
1397
LLMTooling
MDX MCP Server Claim
Enables LLMs to read, search, convert, and extract metadata from MDX files, pro…
B 80 54 90 67 N/A 35 94 100
1398
pathmodeio
Pathmode Claim 2
Socratic AI that turns vague problems into structured intent specs — objective,…
B 80 55 88 82 52 83 88
1399
joerup
Exa MCP Server Claim 1
Enables AI assistants to perform real-time web searches, company research, cont…
B 80 66 78 80 97 42 81 91
1400
domdomegg
Airtable database integration with schema inspection, read and write capabiliti…
B 80 54 78 63 N/A 78 87 97
Showing 1351–1400 of 59993 servers
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