MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1501
PuroDelphi
MCPFirebird Claim
Connect to Firebird databases to query data, explore schemas, and understand ta…
B 80 54 96 32 N/A 86 92 100
1502
nitish-raj
SearXNG MCP Bridge Claim 1
An MCP server that acts as a bridge to SearXNG instances, allowing AI models to…
B 80 55 75 71 82 80 96
1503
drunnells
Enables LLMs to interact with and control the Pulsar text editor through a vari…
B 80 54 86 70 N/A 48 90 96
1504
florinel-chis
Provides instant, offline access to comprehensive PrestaShop development docume…
B 80 55 84 82 49 81 96
1505
utensils
mcp-nixos Claim
MCP server providing accurate information about NixOS packages, system options,…
B 80 54 84 66 N/A 75 90 85
1506
ludmila-omlopes
MCP stdio server for analyzing YouTube videos with Google Gemini
B 80 44 84 N/A N/A 55 83 93
1507
blakeyoder
Provides AI assistants with instant access to TypeScript type definitions from …
B 80 54 96 58 N/A 47 95 92
1508
gilberth
Enable AI assistants to seamlessly interact with your Home Assistant smart home…
B 80 55 88 72 N/A 49 81 100
1509
mpzarde
fabric-mcp Claim 2
MCP server for Fabric AI patterns
B 80 55 69 100 N/A 70 87 69
1510
pilat
DataLink Claim 2
MCP server for secure database access (PostgreSQL, MySQL, SQLite)
B 80 54 85 61 N/A 64 92 96
1511
xynehq
jaf-py Claim
Functional Python agent framework with MCP support, enterprise security, immuta…
B 80 54 90 40 N/A 78 95 100
1512
trillboards
DOOH advertising via AI agents. 5,000+ screens with edge AI audience intelligen…
B 80 66 96 70 92 50 82 81
1513
SwamiRama
A production-ready MCP server that provides secure, delegated access to Microso…
B 80 55 100 46 76 81 98
1514
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Con…
B 80 55 94 70 65 80 84
1515
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
1516
asume21
webear Claim
Give your AI coding assistant ears — capture, analyze, and describe live audio.
B 80 44 76 N/A N/A 61 83 98
1517
ppetru
Provides AI assistants with access to TiddlyWiki wikis via HTTP API, supporting…
B 80 55 86 72 68 82 91
1518
kazuph
Model Context Protocol server for Task Management. This allows Claude Desktop (…
B 80 55 78 82 N/A 44 95 90
1519
thebasedcapital
brainbox Claim
Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves …
B 80 54 82 62 N/A 71 90 95
1520
kj455
mcp-kibela Claim
📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
B 80 54 94 51 N/A 66 90 96
1521
lininn
GitLab Review MCP Claim
Enables code review operations on GitHub and GitLab, including fetching pull/me…
B 80 55 84 100 77 81 52
1522
better-auth
Better Icons Claim
Provides access to over 200,000 icons from 150+ collections with features for s…
B 80 55 82 65 76 82 94
1523
rodgomesc
A VSCode and Cursor extension that captures real-time terminal output and expos…
B 80 54 90 51 N/A 63 95 98
1524
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
1525
DownAtTheBottomOfTheMoleHole
infracost Claim 2
MCP server for Infracost CLI integration - cloud cost estimates for Infrastruct…
B 80 55 81 100 N/A 82 95 38
1526
shuji-bonji
xcomet-mcp-server Claim
Translation quality evaluation using xCOMET models. Provides quality scoring (0…
B 80 54 78 65 N/A 77 92 90
1527
h3ro-dev
An MCP server that provides AI assistants with team analytics capabilities for …
B 80 55 75 77 69 81 98
1528
rog0x
git Claim
Git log, diff, blame, branch stats for AI agents
B 80 44 72 N/A N/A 55 95 93
1529
Hannes221
kali-mcp Claim
Provides an MCP interface to a full Kali Linux environment running in Docker, e…
B 80 44 70 N/A N/A 53 95 99
1530
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
1531
lionkiii
rss-feeds-mcp Claim
RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds…
B 80 44 70 N/A N/A 53 95 99
1532
tanis2010
Yuque MCP Server Claim
Enables interaction with Yuque (语雀) knowledge base platform through their API. …
B 80 55 80 71 68 82 99
1533
jasondk
Clangaroo Claim
Provides fast C++ code intelligence for LLMs by combining Tree-sitter parsing w…
B 80 54 96 57 N/A 55 90 94
1534
malloryai
Mallory MCP Server Claim
A robust Model Control Protocol server that enables AI agents to access real-ti…
B 80 55 74 82 68 81 96
1535
Michael-Obele
shadcn-svelte-mcp Claim
Mastra MCP server and tooling for the shadcn-svelte component docs and develope…
B 80 55 90 61 N/A 77 80 93
1536
ajtgjmdjp
estat-mcp Claim 1
MCP server for Japan's e-Stat (Government Statistics Portal). Search statistica…
B 80 54 69 75 N/A 73 94 89
1537
debtstack-ai
debtstack-python Claim 1
Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds …
B 80 55 90 68 61 82 93
1538
dsgarage
ReviewMCP Claim 1
Enables automatic validation and correction of Re:VIEW manuscript files by chec…
B 80 55 78 82 N/A 33 95 100
1539
viktorlarsson
openfigi Claim
Map financial identifiers (ISIN, CUSIP, SEDOL, Ticker) to FIGIs via OpenFIGI API
B 80 54 84 62 N/A 71 83 100
1540
JonathanJude
Enables AI agents to analyze and understand images using OpenRouter's vision mo…
B 80 55 100 71 46 81 91
1541
UI5
mcp-server Claim 2
MCP server for SAPUI5/OpenUI5 development
B 80 55 51 100 N/A 84 95 75
1542
anzax
dockashell Claim
DockaShell is an MCP server that gives AI agents isolated Docker containers to …
B 80 54 94 46 N/A 70 95 91
1543
growilabs
growi-mcp-server Claim
Official MCP Server to integrate with GROWI APIs.
B 80 55 88 72 60 82 91
1544
Justice219
roblox-studio-mcp Claim 1
Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools
B 80 55 82 100 N/A 32 95 75
1545
mcp-use
mcp-use Claim
The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Serv…
B 80 55 90 62 N/A 82 78 89
1546
vinbg
Connects Claude AI to Interactive Brokers accounts to enable real-time portfoli…
B 80 64 96 63 95 25 95 91
1547
Rookie0x80
DOCX-MCP Claim
Enables comprehensive Microsoft Word document manipulation through the Model Co…
B 80 55 84 82 N/A 28 95 99
1548
moonray
Figma MCP Server Claim 1
Facilitates the analysis of Figma file structures by extracting node hierarchie…
B 80 55 100 71 40 82 92
1549
JustasMonkev
MCP server for automated web accessibility scanning with Playwright and Axe-cor…
B 80 54 79 70 N/A 74 95 82
1550
anggasct
MCP-Insomnia Claim
Enables AI agents to create, manage, and execute API collections, requests, and…
B 80 55 96 51 77 76 99
Showing 1501–1550 of 30006 servers
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