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
1551
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
1552
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
1553
tushar-badhwar
NLSQL MCP Server Claim
A Node.js package that provides a Model Context Protocol server for converting …
B 80 54 92 62 N/A 46 95 94
1554
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
1555
Angry-Robot-Deals
Sys8 MCP Server Claim
Provides deterministic system information and developer utilities including dat…
B 80 55 78 100 50 81 80
1556
mastrophot
MCP smart contract scanner with NEAR-focused security context.
B 80 54 78 63 N/A 74 94 93
1557
burakdirin
Manage Opsgenie alerts efficiently by listing, creating, acknowledging, and clo…
B 80 55 94 72 N/A 49 81 92
1558
FosterG4
Extracts minimal, relevant code context from multiple programming languages whi…
B 80 54 100 58 N/A 43 95 90
1559
blackaxgit
ssh-mcp Claim
Enables AI assistants to execute shell commands and transfer files via SFTP acr…
B 80 54 82 68 N/A 60 90 98
1560
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
1561
jordanburke
reddit-mcp-server Claim 2
Reddit MCP server with full read/write - posts, comments, search, and content c…
B 80 54 84 72 N/A 81 67 99
1562
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
1563
metareflection
Enables LLMs to run rule-based molecular interaction simulations using the Kapp…
B 80 66 84 86 88 40 81 91
1564
arabold
docs-mcp-server Claim
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Too…
B 80 54 84 43 N/A 91 94 94
1565
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
1566
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
1567
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Con…
B 80 55 94 70 65 80 84
1568
blakeyoder
Provides AI assistants with instant access to TypeScript type definitions from …
B 80 54 96 58 N/A 47 95 92
1569
pilat
DataLink Claim 2
MCP server for secure database access (PostgreSQL, MySQL, SQLite)
B 80 54 85 61 N/A 64 92 96
1570
nickweedon
Enables AI assistants to create, read, edit, and manage Google Docs and Drive f…
B 80 55 90 100 32 82 78
1571
Skeyelab
Directus MCP Server Claim 1
Enables comprehensive management of Directus instances through tools for schema…
B 80 55 84 71 65 83 94
1572
opgginc
opgg-mcp Claim
Access real-time gaming data across popular titles like League of Legends, TFT,…
B 80 66 78 66 95 77 81 86
1573
gilberth
Enable AI assistants to seamlessly interact with your Home Assistant smart home…
B 80 55 88 72 N/A 49 81 100
1574
xynehq
jaf-py Claim
Functional Python agent framework with MCP support, enterprise security, immuta…
B 80 54 90 40 N/A 78 95 100
1575
winsthuang
Home Controller Claim
A unified smart home automation system that enables control and monitoring of M…
B 80 54 94 71 N/A 35 87 99
1576
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
1577
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
1578
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
1579
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
1580
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
1581
shwetank-dev
mcp-calendly Claim
Enables interaction with Calendly to manage event types, scheduled events, and …
B 80 55 84 65 72 82 99
1582
d3v1an
SSH MCP Server Claim
Enables remote server administration via SSH, supporting command execution, SFT…
B 80 54 78 68 71 87 99
1583
spranab
brainstorm-mcp Claim
Multi-model AI brainstorming debates with code review and quick perspectives
B 80 54 72 70 N/A 76 92 94
1584
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
1585
mpzarde
fabric-mcp Claim 2
MCP server for Fabric AI patterns
B 80 55 69 100 N/A 70 87 69
1586
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
1587
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
1588
utensils
mcp-nixos Claim
MCP server providing accurate information about NixOS packages, system options,…
B 80 54 84 66 N/A 75 90 85
1589
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
1590
josharsh
mcp-jest Claim 1
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
B 80 54 90 61 N/A 72 87 86
1591
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
1592
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
1593
h3ro-dev
An MCP server that provides AI assistants with team analytics capabilities for …
B 80 55 75 77 69 81 98
1594
kazuph
Model Context Protocol server for Task Management. This allows Claude Desktop (…
B 80 55 78 82 N/A 44 95 90
1595
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
1596
huangfeng19820712
Enable AI models to interact with MySQL databases through a standardized interf…
B 80 55 96 58 N/A 63 81 99
1597
rog0x
git Claim
Git log, diff, blame, branch stats for AI agents
B 80 44 72 N/A N/A 55 95 93
1598
ludmila-omlopes
MCP stdio server for analyzing YouTube videos with Google Gemini
B 80 44 84 N/A N/A 55 83 93
1599
jonigl
ollama-mcp-bridge Claim
Extend the Ollama API with dynamic AI tool integration from multiple MCP (Model…
B 80 54 96 35 N/A 84 92 98
1600
SourceParts
Enables Claude to search and manage electronic components, PCB parts, and manuf…
B 80 55 84 82 56 81 90
Showing 1551–1600 of 30006 servers
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