MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54651
neozhehan
Read, create, and modify Figma designs programmatically via MCP, empowering AI …
N/A N/A
54652
shadab15github
crawler-mcp Claim
Web-crawler MCP server that fetches web pages with static parsing or headless b…
54653
mazhar480
Production-grade MCP server for enterprise Azure cost optimization, enabling sp…
54654
AlejandroLaraPolanco
Enables AI assistants to interact with Odoo ERP systems through natural languag…
81
54655
wadew
sonar-mcp Claim
A Model Context Protocol (MCP) server for interacting with SonarQube code quali…
81
54656
esp4ce
infra-mcp Claim
Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check servi…
N/A N/A
54657 N/A N/A 95
54658
Flightmussy
Europe's 478 best beaches: sea temperature, sand, best months, swimming, surf. …
54659
adamorad
airlock Claim
Local daemon giving AI agents named locks, shared state, events, and a task que…
N/A N/A
54660
PRUVALEX-Systems
Enables Claude Code to query codebase knowledge graphs directly, reducing token…
N/A N/A
54661
takaok5
Local repository memory for Codex that indexes TypeScript/JavaScript structure …
N/A N/A
54662
oaslananka
Production-grade Model Context Protocol server for Google NotebookLM that lets …
54663
AiAgentKarl
Enables AI agents to connect and interact with common business platforms like S…
81
54664
RVAILab
Enables AI agents to create, submit answers, and query profile questions from t…
N/A N/A
54665
dkasaj
Enables AI assistants to control the Tubist macOS menu bar player to play YouTu…
N/A N/A
54666
racy
r324 Claim
N/A N/A 95
54667
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
54668
krockxz
Enables AI assistants to browse, search, and retrieve source code of 129 Vengea…
N/A N/A
54669
Veedubin
Provides AI agents with professional-grade tools for expected value calculation…
54670
CyprianFusi
A research assistant server that enables saving, organizing, and retrieving res…
N/A N/A
54671 N/A N/A 95
54672
jin38324
Enables searching and reading OCI documentation using the Oracle Help Center Se…
54673
reidlo5135
Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …
54674
foxglovebrands
Acts as an intermediary between Claude Desktop and Amazon's MCP server to handl…
81
54675
chrisbray85
Query and edit your OpenCart store from Claude Code. Products, orders, customer…
N/A N/A
54676
bhattjaydev007-ai
An MCP server that indexes exam PDFs and HTML documents for semantic search, to…
N/A N/A
54677
Rushhaabhhh
MCP-Server Claim
A lightweight bridge connecting LLMs to real-world APIs like finance, weather, …
54678
uvaresearch
wrapper-mcp Claim
Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…
54679
saltyeg
cadkit Claim
An MCP server for parametric part modeling in Onshape, producing fully-defined,…
54680
pkronstrom
MCP Arena Claim
A multiplayer game engine where AI agents connect via Model Context Protocol to…
N/A N/A
54681
CristianoCiuti
RepoNova Claim
RepoNova is an MCP server that builds a persistent knowledge graph of your code…
N/A N/A
54682
easyzoom
An extensible MCP server with a plugin system, proxy forwarding, web dashboard,…
54683
NolanLT
A headless, agent-controllable real browser as an MCP server that enables AI ag…
N/A N/A
54684
jessie02park-creator
Prepares reminders for going out based on weather conditions and suggests meetu…
N/A N/A
54685
ProfRandom92
CompText MCP Claim
Pip-installable MCP bridge for OpenCode that provides safe tools to call the Co…
N/A N/A
54686
shaneAPT
yt-repurpose Claim
Enables AI assistants to extract YouTube transcripts and repurpose them into so…
54687
wu55246842
A local MCP server for code analysis and investigation, providing tools like co…
N/A N/A
54688
mrobi27
CyberMCP Claim
Enables AI assistants to perform cybersecurity analysis including RDAP lookup, …
54689
pghoya2956
Enables AI assistants to securely access and manage Google Drive files and Goog…
N/A N/A
54690
bevanding
signaldaemon Claim
Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source n…
54691
vincent-552x
CISSP certification exam prep from CISSPStudyGroup.com. 3,600+ practice questi…
81
54692
jphyqr
Enables submitting URLs to the Rapid URL Indexer API, tracking submissions acro…
N/A N/A
54693
riballes
Enables querying W\&B Weave traces and creating W\&B Reports with text and visu…
54694
BusyBee3333
Comprehensive MCP server providing 89 tools and 13 React UI apps for complete Z…
N/A N/A
54695
simonives
research_mcp Claim
An MCP server that mirrors the skills and workflows of an industry-leading rese…
N/A N/A
54696
mocchalera
A local stdio MCP server for managing files on XServer via SFTP, enabling secur…
N/A N/A
54697
tkvp023
Enables sending and drafting emails via Gmail and appending content to Google D…
N/A N/A
54698
Pcummings
Enables sending transactional emails, managing templates, suppression lists, se…
54699
xiagaohui
A local, open-source look‑alike of Claude Code's Artifacts feature, enabling pe…
N/A N/A
54700
xiaobenyang-com
public_promo Claim
N/A N/A 95
Showing 54651–54700 of 66502 servers