MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

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59785
Discovered
→
29911
Scored
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2112
Verified
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16953
Complete
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Last updated 2 hours, 1 minute ago

Grade Distribution

Score Distribution

Newly Added

DeskCrew F Checkmails — Email Verification F portfolio F Siglume MCP Gateway F AFD Knowledge F

Biggest Gainers

DoorProfit Crime & Neighborhood Data +51 zobrx +40 library +9

Biggest Drops

Fintel Discovery — Financial Intelligence for AI Agents -7 zooidfund -6 370.ai — AI Gateway: Video (Seedance 2.0, Wan, HappyHorse), Image, Speech + 100+ Chat Models -6
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59601
aether-platform
Enables AI agents to manage Supervisord processes (start, stop, restart, view l…
 — ○ ⏳ — N/A N/A — — —
59602
healersfind-alt
USDA NOP organic compliance checks — operation websites vs live OID certificate…
 — ○ ⏳ — — — — — —
59603
laravel
Enables interaction with a read-later and link sharing social feed app, allowin…
 — ○ ⏳ — — — — — —
59604
LynkByte
ensemble-mcp Claim
An MCP server providing intelligence infrastructure for AI agent pipelines, inc…
 — ○ ⏳ — N/A N/A — — —
59605
catinair
Enables AI to execute RPA applications and workflows through the Model Context …
 — ○ ⏳ — — — — — —
59606
David-IABB
Enables insurance policy analysis, risk assessment, and policy comparison with …
 — ○ ⏳ — N/A N/A — — —
59607
jabbawocky
statuscraft Claim
MCP server that checks the live status of 3831 software services in real time. …
 — ○ ⏳ — N/A N/A — — —
59608
redhat-community-ai-tools
Enables users to interact with Prow CI/CD systems, retrieving build logs and di…
 — ○ ⏳ — — — — — —
59609
shantur
Jarvis MCP Claim
Enables voice conversations with AI assistants directly in the browser, support…
 — ○ ⏳ — N/A N/A — — —
59610
Paillat-dev
topgg-mcp Claim
Enables AI assistants to manage Top.gg bot or server listings, including updati…
 — ○ ⏳ — N/A N/A — — —
59611
verzth
Wraps the n8n self-hosted REST API to let Claude and MCP-compatible LLMs manage…
 — ○ ⏳ — N/A N/A — — —
59612
blackukulele-esf6
Zero-Based Budgeting tools that help AI assistants answer budgeting questions w…
 — ○ ⏳ — N/A N/A — 95 —
59613
sGuNk13
kuriflow-mcp Claim
Make AI tasks repeatable. Run with new data automatically — zero AI tokens per …
 — ○ ⏳ — N/A N/A — — —
59614
lklkxcxc
Model Context Protocol (MCP) server for Atlassian products (Confluence and Jira…
 — ○ ⏳ — — — — — —
59615
xiaohan815
A browser automation MCP server providing 30 tools for navigation, interaction,…
 — ○ ⏳ — N/A N/A — — —
59616
marshm3ll0Ic3
A remote MCP server deployed on Cloudflare Workers without authentication, enab…
 — ○ ⏳ — — — — — —
59617
ClaudiuIO
Enables LLMs to save recipes directly to a Mealie instance by converting schema…
 — ○ ⏳ — — — — — —
59618
Offline AI-powered local file search. BM25 + semantic hybrid search across all …
 — ○ — N/A N/A — 81 —
59619
Rumblingb
Enables AI agents to create, sign, and enforce binding agreements with delivera…
 — ○ ⏳ — N/A N/A — — —
59620
madaoQ
A Type 3 DAuth MCP server for Perplexity AI API that provides web search, chat,…
 — ○ ⏳ — — — — — —
59621
manza7014
tingyun-mcp Claim
Allows AI assistants to query Tingyun (Wukong) platform monitoring data for App…
 — ○ ⏳ — — — — — —
59622
monomcp
A unified MCP layer that serves organization toolkits as MCP endpoints with per…
 — ○ ⏳ — — — — — —
59623
aitools420
An MCP server for coordinating a permissionless swarm of AI agents to discover,…
 — ○ ⏳ — — — — — —
59624
sewon-supernova
relation-mcp Claim
Enables to interact with Re:lation support tickets via MCP. Allows searching, u…
 — ○ ⏳ — — — — — —
59625
varadfromeast
An MCP bridge that lets Codex delegate long-running agent work to the Antigravi…
 — ○ ⏳ — N/A N/A — — —
59626
Lina11-00
Integrates Perplexity API into Claude/Cowork as MCP tools for search, trend sco…
 — ○ ⏳ — — — — — —
59627
DonghwanJeong
Read-only MCP server for finding Discord messages. It enables searching guild m…
 — ○ ⏳ — — — — — —
59628
tr4m0ryp
Enables testing AI safety classifier robustness against query decomposition, ob…
 — ○ ⏳ — — — — — —
59629
letya999
Enables PM radar analysis of Jira projects, providing daily, sprint, and backlo…
 — ○ ⏳ — — — — — —
59630
rcoscali
Enables GUI automation by capturing screen, controlling mouse/keyboard, and tar…
 — ○ ⏳ — N/A N/A — — —
59631
M4GNV5
Enables AI agents to edit and serve a static website via natural language, prov…
 — ○ ⏳ — — — — — —
59632
dawkim
— ○ ⏳ — N/A N/A — 95 —
59633
eaglebooth
Enables local npm supply-chain inspection through tools for repository scanning…
 — ○ ⏳ — — — — — —
59634
phillipboesger
A TypeScript MCP server that turns the Polarion ALM REST API into a tool-based …
 — ○ ⏳ — — — — — —
59635
Unaacceptable297
kali-mcp Claim
Enables AI assistants to run Kali Linux security tools in an isolated Docker co…
 — ○ ⏳ — N/A N/A — — —
59636
Krishna89287
A Model Context Protocol server that advertises tools with JSON schemas and exe…
 — ○ ⏳ — — — — — —
59637
Lyncee
proxmox-mcp Claim
Provides tools to manage Proxmox VE clusters via Claude Code, enabling listing …
 — ○ ⏳ — — — — — —
59638
Rukhsar24081998
Integrates with Google Docs and Gmail for AI-driven document editing and email …
 — ○ ⏳ — N/A N/A — — —
59639
yowmamasita
Enables AI assistants to send prompts to and receive responses from the ChatGPT…
 — ○ ⏳ — N/A N/A — — —
59640
Pyroxin
A simple MCP server that provides tools for generating unique IDs in several fo…
 — ○ ⏳ — — — — — —
59641
nerpatech
Enables AI agents to manage Trac projects with full CRUD operations on tickets,…
 — ○ ⏳ — — — — — —
59642
minhasaatish
An MCP server that lets recruiters and AI assistants explore your profile, skil…
 — ○ ⏳ — N/A N/A — — —
59643
dummie21
A lightweight MCP server enabling web search and content fetching via TinyFish …
 — ○ ⏳ — — — — — —
59644
Lianye-Scythe
Local code context engine for Codex App/CLI that indexes code with SQLite/sqlit…
 — ○ ⏳ — N/A N/A — — —
59645
wxxuan2000-gif
A local MCP server that enables AI assistants to control Origin/OriginPro on Wi…
 — ○ ⏳ — N/A N/A — — —
59646
parkseokjune
Provena Claim
Enables tracking and querying the provenance of AI-generated code, showing whic…
 — ○ ⏳ — N/A N/A — — —
59647
print-one
mcp-server Claim
An MCP server to send personalised direct mail.
 — ○ ⏳ — — — — — —
59648
pepuscz
Enables extraction and analysis of candidate profiles from Recruitee recruitmen…
 — ○ ⏳ — — — — — —
59649
jjm7271985
ship-it-mcp Claim
Enables to interact with GitHub repositories directly from Claude, supporting a…
 — ○ ⏳ — N/A N/A — — —
59650
Vinksj
Connect multiple Gmail accounts to any MCP client, enabling search, read, draft…
 — ○ ⏳ — N/A N/A — — —
Showing 59601–59650 of 59785 servers
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