MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39551
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
81
39552
KarthikSKumar98
Enables AI assistants to query HPE Aruba Networking Central data (sites, device…
39553
tinmancoding
TDD-MCP Claim
Guides developers through disciplined Test-Driven Development cycles with sessi…
N/A N/A
39554
tsoernes
Exposes Anthropic Claude Agent Skills as MCP tools for discovery, search, and r…
N/A N/A
39555
cureonics
Mevzuat MCP Claim
mevzuat.gov.tr (T.C. Mevzuat Bilgi Sistemi) için MCP sunucusu. Kanun, KHK, Cumh…
81
39556
FullStackCraft
youtube-mcp Claim
A local-first MCP server for inspecting and managing a creator-owned YouTube ch…
N/A N/A
39557
sdntechforum
A community MCP server for Cisco Secure Access that exposes the Secure Access R…
39558
Rinava
umbryn-mcp Claim
Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, n…
N/A N/A
39559
Stefan-Nitu
Enables AI agents to present interactive code walkthroughs with voice narration…
N/A N/A
39560
lxnewayfarer
Enables AI agents to interact with GitLab via a restricted set of 9 tools using…
39561
middlefieldgs
List, read, create, and edit JupiterSignup sign-up and payment forms. API key r…
39562
DasClown
Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA …
39563
clauxel
Approval receipts for AI browser purchases.
39564
wanadev
Provides full control over GitLab epics, issues, merge requests, pipelines, and…
39565
rickicode
Exposes Steel Browser automation over HTTP, providing MCP clients with tools fo…
N/A N/A
39566
peteretelej
largefile Claim
Navigate, search, and edit large codebases, logs, and data files that exceed AI…
N/A N/A
39567
marlian
Enables multi-tenant RAG with Qdrant, LM Studio embeddings and summaries, and a…
39568
ecoclaw
ecoclaw-mcp Claim
Manages local AI skills for Claude Desktop, enabling listing, running, tuning, …
N/A N/A
39569
qtsone
Run YAML workflows as MCP tools so agents can automate real tasks with one serv…
N/A N/A
39570
SnipMCP
thinchain Claim
MCP server that sanitizes bad broker data and compresses options chains 95% for…
N/A N/A
39571
closermethod
MCP server for AI agents selling into APAC. 7 tools: country briefs (Japan/Sing…
39572
pipeworx-io
Enables querying Switzerland's federal open-data portal (opendata.swiss) via a …
39573
cessda
Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer …
N/A N/A
39574
hanselhansel
aeo-cli Claim
Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD sche…
N/A N/A 95
39575
GoPlasmatic
orion Claim
Build and operate declarative REST/Kafka services on Orion: 46 tools over the f…
N/A N/A
39576
guyru
Provides AI assistants with access to Linux man pages for searching, retrieving…
N/A N/A
39577
Northy9
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
39578
applicate2628
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
N/A N/A
39579
hyennnnnnn
Enables automated cell type annotation in scRNA-seq analysis using CellTypist m…
39580
guanweiqiang
Converts documents between Markdown, PDF, DOCX, and HTML locally with AI-friend…
N/A N/A
39581
peterkrueck
Enables Claude Code to consult Gemini for complex coding problems with session …
N/A N/A
39582
andrewcraigmorgan
An enhanced MCP server for Zoho Projects API integration, enabling AI assistant…
39583
alxgmpr
serial-mcp Claim
MCP server that lets LLMs talk to serial devices: microcontrollers, routers, mo…
N/A N/A
39584
moustafaezzeldeen-73
Gemini MCP Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
39585
KAIKAKU-AI
Public, anonymous, read-only MCP server for the Epicure ingredient-embedding mo…
39586
lmaag182
Controls a running KiCad 9+ instance via the official IPC API, enabling board e…
N/A N/A
39587
kolourr
Trading card prices and grading ROI for 1.5M+ Pokémon, Magic, Yu-Gi-Oh! and spo…
39588
lyzetam
mcp-n8n Claim
MCP server for n8n workflow automation, enabling management of workflows, execu…
39589
faizbawa
mcp-beaker Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
39590
ckbk
A comprehensive New York City subway information portal providing riders with r…
N/A N/A 95
39591
jules-tnk
Provides tools for AI assistants to interact with the Hedera blockchain, enabli…
39592
lama-assaf
A design-intelligent MCP server for Figma with 201 tools and built-in design ru…
N/A N/A
39593 N/A N/A 95
39594
RoyserVillanueva
A TypeScript-based MCP server that connects with MCP clients like Claude, VS Co…
N/A N/A
39595
vivek081166
Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2…
N/A N/A
39596
smplkit
Operate smplkit from your agent: feature flags, config, logging, audit, and sch…
39597
aline-delmain
Enables querying Google Analytics 4 properties using natural language through M…
39598
edkdev
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
39599
gredevelopment
arca-mcp Claim
Enables LLMs to interact with Arca workspaces, tasks, lists, folders, comments,…
N/A N/A
39600
closermethod
Domain-expert SMB sales playbooks for AI agents. Discovery questions, objection…
Showing 39551–39600 of 67181 servers
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