MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◎ Verified Scores
17251
6figr-com
Job search automation, auto apply, resume builder, application tracking, and re…
C 66 4⁄4 ◎ ⏳ 61 70 N/A 49 82 —
17252
alcylu
MCP server for Tokyo nightlife event discovery, venue search, performer info, A…
C 66 5⁄5 ◎ ⏳ 100 72 0 69 82 —
17253
0xdirectping
escrow Claim
Agent-to-agent escrow on Base. Post quests with ETH/USDC bounties and settle on…
C 66 5⁄5 ◎ ⏳ 56 75 77 34 80 —
17254
wootock
OpenAI-compatible proxy with PII scrubbing, audit logging, and model routing. D…
C 66 5⁄5 ◎ ⏳ 96 46 64 27 81 —
17255
execufunction-mcp
ExecuFunction ⚡ Claim
AI executive function assistant — tasks, calendar, knowledge, code indexing, an…
C 66 5⁄3 ◎ ⏳ 96 67 0 63 95 —
17256
Frihet-io
Frihet ERP ⚡ Claim
AI-native business management — 52 tools for invoicing, CRM, accounting & tax.
C 66 4⁄4 ◎ ⏳ 96 10 — 73 81 —
17257
Elnora-AI
Elnora MCP Server ⚡ Claim
AI-powered bioprotocol optimization — generate, search, and manage lab protocol…
C 66 5⁄5 ◎ ⏳ 94 75 0 74 81 —
17258
IBM
A professional Model Context Protocol (MCP) server for LinkedIn content creatio…
C 65 4⁄4 ◎ ⏳ 72 46 — 57 82 —
17259
xiaobenyang-com
OECD-Search Claim
A model Context Protocol (MCP) server that provides comprehensive OECD statisti…
C 65 5⁄3 ◎ ⏳ 72 27 78 45 95 —
17260
Manavarya09
design-extract ⚡ Claim
Extract any website's complete design system with one command. DTCG tokens, sem…
C 65 4⁄4 ◎ ⏳ 90 0 N/A 91 81 —
17261
VKneider
Enables AI assistants to search, list, and retrieve documentation from the Slic…
C 65 4⁄4 ◎ ⏳ 60 82 — 30 81 —
17262
mctx-ai
Example App ⚡ Claim
Build complete Apps with our framework — study or fork this reference implement…
C 65 4⁄4 ◎ ⏳ 90 10 — 74 81 —
17263
15972289829
my-mcp-server ⚡ Claim 1
A Model Context Protocol server that allows integration with Claude Desktop by …
C 65 4⁄4 ◎ ⏳ 39 100 N/A 24 95 —
17264
bcharleson
Enables interaction with Instantly.ai email outreach platform through 31 tools …
C 65 4⁄4 ◎ ⏳ 72 72 — 24 81 —
17265
alex-ai-eu
Aiqaramba Claim
Browser-based QA testing for AI-built software. Agents open real browsers (via …
C 65 5⁄5 ◎ ⏳ 42 80 93 22 81 —
17266
log-bell
avakill ⚡ Claim
🔪 Open-source safety firewall for AI agents. Intercepts tool calls before they …
C 65 4⁄4 ◎ ⏳ 96 0 N/A 82 80 —
17267
watercrawl
WaterCrawl MCP ⚡ Claim
Provides AI systems with web crawling, scraping, and search capabilities throug…
C 65 4⁄4 ◎ ⏳ 72 70 — 49 64 —
17268
xiaobenyang-com
CookieR-Reward Claim 1
A model context protocol server that provides Cookie rewards for LLMS through g…
C 64 5⁄3 ◎ ⏳ 57 41 78 45 95 —
17269
Garblesnarff
A server that enables Claude Desktop to generate images using Google's Gemini A…
C 64 5⁄5 ◎ ⏳ 96 70 0 64 80 —
17270
KuchikiRenji
Vapi MCP Server ⚡ Claim
Enables integration with Vapi's voice AI platform to manage assistants, create …
C 64 5⁄5 ◎ ⏳ 94 71 0 64 82 —
17271
marmotdata
marmot Claim
The open-source context layer for your AI. Catalog your tables, topics, queues …
C 64 4⁄4 ◎ ⏳ 54 46 N/A 81 82 —
17272
fiet-kyo
Provides custom prompts for Amazon Q by serving markdown files from the local f…
C 64 4⁄4 ◎ ⏳ 50 80 N/A 25 95 —
17273
splx-ai
agentic-radar ⚡ Claim
A security scanner for your LLM agentic workflows
C 64 4⁄4 ◎ ⏳ 74 17 N/A 86 83 —
17274
freddie-manatal
Sentry Sensei MCP ⚡ Claim
Integrates Sentry error tracking and JIRA project management APIs, enabling use…
C 64 5⁄5 ◎ ⏳ 92 75 0 61 82 —
17275
useshortcut
A Model Context Protocol (MCP) server that integrates Shortcut project manageme…
C 64 4⁄4 ◎ ⏳ 86 10 — 80 80 —
17276
ramgeart
GitMCP ⚡ Claim
Transforms any GitHub repository or GitHub Pages site into a documentation hub …
C 64 5⁄5 ◎ ⏳ 54 40 97 49 81 —
17277
ryan-rbw
Production-ready MCP server providing GitLab integration with OAuth authenticat…
C 64 4⁄4 ◎ ⏳ 60 67 — 42 83 —
17278
amp-rh
A production-ready FastMCP server template with modular architecture for buildi…
C 64 4⁄4 ◎ ⏳ 54 82 — 35 81 —
17279
jfrog
mcp-jfrog ⚡ Claim
Model Context Protocol (MCP) Server for the JFrog Platform API, enabling reposi…
C 64 5⁄5 ◎ ⏳ 94 72 0 68 80 —
17280
ComplianceCow
Enables AI agents to interact with the ComplianceCow platform to retrieve compl…
C 64 4⁄4 ◎ ⏳ 84 37 — 44 82 —
17281
wonderwhy-er
DesktopCommanderMCP ⚡ Claim 1
A swiss-army-knife that can manage/execute programs and read/write/search/edit …
C 64 5⁄3 ◎ ⏳ 85 60 0 80 95 —
17282
creeai
Exposes tools from the Ecuro Light API for managing clinical appointments, pati…
C 64 4⁄4 ◎ ⏳ 60 72 — 35 82 —
17283
0xSteph
pentest-ai ⚡ Claim
Autonomous pentests from one command: real security tools, working PoCs, and au…
C 64 4⁄4 ◎ ⏳ 90 0 N/A 86 81 —
17284
ArcadeData
Built-in MCP server for ArcadeDB multi-model database (graph, document, vector,…
C 64 4⁄4 ◎ ⏳ 60 41 N/A 77 83 —
17285
SceneView
sceneview ⚡ Claim
3D & AR SDK for Android, iOS, Web — API docs, samples, validation, and code gen…
C 64 4⁄4 ◎ ⏳ 90 0 N/A 83 81 —
17286
bgauryy
octocode-mcp ⚡ Claim
AI-powered developer assistant that enables advanced research, analysis and dis…
C 64 4⁄4 ◎ ⏳ 64 46 — 80 70 —
17287
arian-gogani
nobulex Claim
Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (…
C 64 4⁄4 ◎ ⏳ 90 0 N/A 84 81 —
17288
Quantum3-Labs
ARBuilder ⚡ Claim
AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus s…
C 64 4⁄4 ◎ ⏳ 60 46 — 71 80 —
17289
openops-cloud
openops Claim
The batteries-included, No-Code FinOps automation platform, with the AI you tru…
C 64 4⁄4 ◎ ⏳ 50 57 N/A 75 82 —
17290
swarmclawai
swarmvault Claim
The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge ba…
C 63 4⁄4 ◎ ⏳ 88 0 N/A 83 81 —
17291
thorsten
phpMyFAQ Claim
phpMyFAQ - Open Source FAQ web application for PHP 8.3+ and MySQL, PostgreSQL a…
C 63 4⁄4 ◎ ⏳ 56 38 N/A 85 82 —
17292
productstein
holomime ⚡ Claim
Behavioral therapy for AI agents — self-diagnosis, alignment, and training via …
C 63 4⁄4 ◎ ⏳ 84 0 N/A 87 81 —
17293
nspady
Lets LLMs read and manage Google Calendar events.
C 63 5⁄5 ◎ ⏳ 100 43 0 93 77 —
17294
RadCod3
LamPyrid ⚡ Claim
A simple MCP server for Firefly III
C 63 4⁄4 ◎ ⏳ 50 57 — 70 80 —
17295
coinversaa
mcp-server ⚡ Claim
Crypto intelligence for AI agents. Hyperliquid trader analytics, cohorts, and l…
C 63 5⁄3 ◎ ⏳ 84 76 0 67 83 —
17296
AiDD-app
AiDD MCP Server ⚡ Claim
Integrates Apple Notes with AI-powered task extraction and prioritization, enab…
C 63 5⁄3 ◎ ⏳ 100 62 0 41 95 —
17297
guangxiangdebizi
FinanceMCP ⚡ Claim
这是一个金融领域相关的mcp,本项目通过集成 Tushare API 和 Binance API 为语言模型(如Claude)提供全面的实时金融数据访问能力,…
C 63 5⁄5 ◎ ⏳ 90 66 0 73 81 —
17298
bmorphism
Provides comprehensive access to Manifold Markets prediction platform through a…
C 63 5⁄5 ◎ ⏳ 96 73 0 53 81 —
17299
302ai
An MCP server that parses files for Claude Desktop, requiring a 302AI API key f…
C 63 4⁄4 ◎ ⏳ 33 92 N/A 38 89 —
17300
agentveil-protocol
AgentVeil Protocol ⚡ Claim
Trust, identity, and reputation infrastructure for AI agents. Register agents w…
C 63 4⁄4 ◎ ⏳ 90 0 — 78 81 —
Showing 17251–17300 of 69182 servers
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