MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23451
robcerda
google-mcp-server ⚡ Claim 1
MCP Server for Google Services, with the ability to define your own scopes and …
C 59 4⁄4 ◐ ⏳ 63 43 — 45 81 —
23452
raw-labs
MXCP ⚡ Claim
Enterprise-grade MCP framework for building production-ready AI tools with data…
C 59 4⁄3 ◐ ⏳ 54 41 N/A 56 87 —
23453
KorigamiK
A Model Context Protocol (MCP) server that converts various file formats to Mar…
C 59 4⁄3 ◐ ⏳ 60 26 N/A 54 95 —
23454 C 59 3⁄3 ◐ ⏳ 48 N/A N/A 30 95 —
23455
SalesforgeAI
forge-mcp Claim 3
MCP server for Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and M…
C 59 3⁄3 ◐ ⏳ 73 N/A N/A 37 58 —
23456
Junwoo-Seo-1998
BOJ MCP Server ⚡ Claim
Enables AI assistants to access solved.ac user profiles and search Baekjoon Onl…
C 59 4⁄4 ◐ ⏳ 50 67 — 32 81 —
23457
MCP-Pipeline
MCPStack ⚡ Claim
Stack & Orchestrate MCP Tools — The Scikit-Learn-Pipeline Way , For LLMs
C 59 4⁄3 ◐ ⏳ 60 25 N/A 57 95 —
23458
MattyPe
pms-docker Claim
C 59 3⁄3 ◐ ⏳ 54 N/A N/A 18 95 —
23459
africa-api
africa-api-mcp ⚡ Claim 1
MCP server for Africa API — access data on all 54 African countries through Cla…
C 59 3⁄3 ◐ ⏳ 45 N/A N/A 52 83 —
23460
Ray0907
git-mcp-server ⚡ Claim 1
MCP server for GitLab and GitHub
C 59 4⁄3 ◐ ⏳ 65 35 N/A 50 83 —
23461
danielsobrado
Create the prompts you need to write your Novel using AI
C 59 4⁄3 ◐ ⏳ 58 33 N/A 48 95 —
23462
bsahane
MCP Proxmox Server ⚡ Claim
Enables comprehensive management of Proxmox virtualization infrastructure throu…
C 59 4⁄4 ◐ ⏳ 78 41 — 23 81 —
23463
HC010602
MasterMCP Claim
MasterMCP
C 59 4⁄3 ◐ ⏳ 54 48 N/A 34 95 —
23464
vijitdaroch
Provides AI assistants with access to comprehensive financial data including re…
C 59 4⁄4 ◐ ⏳ 64 40 — 49 81 —
23465
hey-granth
codectx ⚡ Claim
Codebase context compiler for AI agents. Graph-ranked, token-budgeted, tier-com…
C 59 4⁄3 ◐ ⏳ 60 15 N/A 69 95 —
23466
gattjoe
ACMS ⚡ Claim
Apple Container MCP Server (ACMS) provides access to Apple's container CLI tool…
C 59 4⁄3 ◐ ⏳ 56 38 N/A 54 87 —
23467
p-meier
NorthData API for German company, owner, and financial data — with a built-in c…
C 59 3⁄3 ◐ ⏳ 60 N/A N/A 26 83 —
23468
aryahadii
A Model Context Protocol server that provides read-only access to Slack data in…
C 59 4⁄3 ◐ ⏳ 41 66 N/A 34 95 —
23469
darrenjrobinson
untappd-mcp-server ⚡ Claim
A Model Context Protocol (MCP) server that exposes the Untappd API as tools for…
C 59 3⁄3 ◐ ⏳ 54 — — 37 83 —
23470 C 59 3⁄3 ◐ ⏳ 48 N/A N/A 28 95 —
23471
dylanmarriner
Kaiza MCP Server ⚡ Claim
Enables secure, audited file operations with LLMs by enforcing implementation p…
C 59 4⁄3 ◐ ⏳ 42 43 N/A 62 95 —
23472
amilcar-laniakea
Enables automated blog post creation and management for Astro blogs deployed on…
C 59 4⁄4 ◐ ⏳ 50 72 — 26 81 —
23473
agsinghmac
BOM-MCP Claim
Provides access to an Electric Submersible Pump (ESP) parts and Bill of Materia…
C 59 4⁄4 ◐ ⏳ 90 30 — 25 76 —
23474
zebbern
claude-code-mcp ⚡ Claim
Model Context Protocol (MCP) servers with Claude Code. These tools dramatically…
C 59 3⁄3 ◐ ⏳ 54 N/A N/A 18 95 —
23475
linggen
Local, privacy-focused RAG service for code search via MCP. https://linggen.dev
C 59 3⁄3 ◐ ⏳ 42 N/A N/A 38 95 —
23476
CyranoB
duckduckgo-mcp ⚡ Claim
Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…
C 59 4⁄3 ◐ ⏳ 64 12 N/A 68 95 —
23477
marianosalinas
wrds-mcp ⚡ Claim
Provides AI assistants with natural language access to WRDS financial data for …
C 59 4⁄4 ◐ ⏳ 48 62 — 45 81 —
23478
makesh-kumar
Spotify MCP Server ⚡ Claim
Enables AI assistants to control Spotify playback, search for music, manage pla…
C 59 4⁄4 ◐ ⏳ 60 50 — 37 83 —
23479
dontsovcmc
Integrates with Yandex Market Partner API, providing search and execute tools f…
C 59 3⁄3 ◐ ⏳ 63 — — 32 75 —
23480
BACH-AI-Tools
Enables retrieval of random inspirational quotes from various categories includ…
C 59 4⁄4 ◐ ⏳ 50 60 — 45 80 —
23481
byndcloud
An MCP server that integrates the Dex personal CRM API with AI assistants to ma…
C 59 4⁄4 ◐ ⏳ 45 71 — 35 82 —
23482
aiatamai
Provides up-to-date, version-specific documentation and code examples for softw…
C 59 4⁄4 ◐ ⏳ 54 67 — 27 81 —
23483
veloper
Enables AI agents to manage and interact with Apache AGE graph databases throug…
C 59 4⁄4 ◐ ⏳ 50 51 — 57 81 —
23484
VedantRGosavi
UE5-MCP Claim
MCP for Unreal Engine 5
C 59 3⁄3 ◐ ⏳ 50 N/A N/A 27 95 —
23485
uchinx
MCP Atlassian ⚡ Claim
Model Context Protocol server that integrates with Atlassian Confluence and Jir…
C 59 4⁄3 ◐ ⏳ 48 43 N/A 54 92 —
23486
cdtait
A Model Context Protocol (MCP) server that provides tools, resources, and promp…
C 59 4⁄3 ◐ ⏳ 56 42 — 45 90 —
23487
commiegod
AI agent access to Commoner's DAO — auction, governance, treasury, and discussi…
C 59 4⁄3 ◐ ⏳ 60 41 N/A 34 95 —
23488
Fatmike-GH
MCPDebugger Claim
A MCP Debugger Server for Windows executables (x86 and x64). Exposes debugger f…
C 59 3⁄3 ◐ ⏳ 44 N/A N/A 37 95 — C
23489
freedanfan
MCP Server Claim
A FastAPI-based implementation of the Model Context Protocol that enables stand…
C 59 4⁄4 ◐ ⏳ 60 58 — 38 74 —
23490
satstream
A Model Context Protocol server that enables querying Bitcoin blockchain data, …
C 59 4⁄4 ◐ ⏳ 47 65 — 42 82 —
23491
ansua79
KISTI-MCP ⚡ Claim
Integrates with KISTI's ScienceON, NTIS, and DataON APIs to search and retrieve…
C 59 4⁄3 ◐ ⏳ 54 42 — 49 89 —
23492
SylphxAI
CodeRAG ⚡ Claim
A high-performance MCP server providing lightning-fast hybrid code search using…
C 59 4⁄4 ◐ ⏳ 58 30 — 69 82 —
23493
runablehq
mcp_ctl Claim
A package manager to manage all your mcp servers across platforms
C 59 4⁄3 ◐ ⏳ 58 41 N/A 44 90 —
23494
groundlight
mcp-vision Claim
An MCP server that exposes HuggingFace computer vision models for zero-shot obj…
C 59 4⁄3 ◐ ⏳ 68 21 N/A 49 95 —
23495
Agonx402
agon-protocol Claim 1
MCP server for Agon Protocol state reads and prepare-only payment-channel actio…
C 59 3⁄3 ◐ ⏳ 53 N/A N/A 23 95 —
23496
context-foundry
Recursive Claude spawning for autonomous project builds with self-healing test …
C 59 4⁄3 ◐ ⏳ 56 26 N/A 79 80 —
23497
dandeliongold
MCP (Model Context Protocol) Configuration Editor
C 59 4⁄3 ◐ ⏳ 56 28 N/A 63 92 —
23498 C 59 3⁄3 ◐ ⏳ 54 N/A N/A 19 95 —
23499
EmilLindfors
Browser automation for Claude via WebDriver and MCP. Support for Chrome/Firefox…
C 59 4⁄3 ◐ ⏳ 60 32 N/A 53 90 —
23500
alejoair
Provides cross-platform terminal access through MCP, enabling AI assistants to …
C 59 4⁄4 ◐ ⏳ 54 58 — 40 81 —
Showing 23451–23500 of 69236 servers
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