MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54851
oriz-archive
Provides mental models, design patterns, debugging approaches, and structured t…
— ○ ⏳ — — — — — —
54852
rajgurung
Enforces team engineering standards across Git, code review, Rails, frontend, d…
— ○ ⏳ — N/A N/A — — —
54853
code1990
A MCP server that queries financial website tables using Playwright, enabling a…
— ○ ⏳ — N/A N/A — — —
54854
mike-whypred
Integrates the FRED (Federal Reserve Economic Data) API with MCP, enabling AI a…
— ○ ⏳ — N/A N/A — — —
54855
glatinone
BraveMCP Claim
A local-first browser extension and MCP server that captures your browsing hist…
— ○ ⏳ — N/A N/A — — —
54856
guptaprakhariitr
Enables access to Indian regulatory data including SEBI orders, RBI circulars, …
— ○ ⏳ — — — — — —
54857
prakharbhardwaj
Enables AI assistants to conduct phone interviews, deliver notifications, and m…
— ○ ⏳ — — — — — —
54858
parnajaswanth227
Enables users to manage personal finances—tracking expenses, income, budgets, a…
— ○ ⏳ — N/A N/A — — —
54859
Agents365-ai
MCP server that exposes 45 tools for Zotero reference management, enabling AI a…
— ○ ⏳ — N/A N/A — — —
54860
Yaskawa-Global
gui-user Claim
An MCP server for external computer-use that launches, observes, and interacts …
— ○ ⏳ — N/A N/A — — —
54861
ryancnelson
MCP server for tmux operations that provides comprehensive control over tmux se…
— ○ ⏳ — N/A N/A — — —
54862
Samix2026
Enables conversational querying of structured, source-linked datasets about inv…
— ○ ⏳ — N/A N/A — — —
54863
Beldangi-fax-Machine
Enables generating, rigging, animating, and converting 3D models via Tripo AI A…
— ○ ⏳ — N/A N/A — — —
54864
artvandelay
Enables AI assistants to access and query ARTPARK's public health datasets incl…
— ○ ⏳ — N/A N/A — — —
54865
SimonTarara62
Unofficial community MCP for the Capital.com Open API. Guarded two-phase trades…
— ○ ⏳ — N/A N/A — — —
54866
hugoheinzson
imap-2-mcp Claim
Enables AI clients to search IMAP mailboxes with live access and a full-text in…
— ○ ⏳ — — — — — —
54867
agentzeny
Private agent payments on Solana via ZK proofs: deposit, withdraw, list pools, …
— ○ ⏳ — N/A N/A — — —
54868
ilham98
simala-mcp Claim
A read-only MCP server for trending SIMALA lab parameters from production data,…
— ○ ⏳ — N/A N/A — — —
54869
Feixu2015
Enables AI models to interact with MySQL databases through MCP protocol, suppor…
— ○ ⏳ — — — — — —
54870
jaskirat1616
Fusion360MCP Claim
Enables AI-powered CAD automation in Autodesk Fusion 360 through natural langua…
— ○ ⏳ — N/A N/A — 95 —
54871
SVG-campus
Provides programmatic access to causal discovery, topological data analysis, Ga…
— ○ ⏳ — — — — — —
54872
sohaibt
Splera Claim
A/B testing for vibe coders: create, track, and ship experiments from your AI c…
— ○ ⏳ — N/A N/A — 83 —
54873
agentic-devops
AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, p…
— ○ ⏳ — — — — — —
54874
qsopht
A simple hello world MCP server with a greeting tool, deployable on Railway.
— ○ ⏳ — — — — — —
54875
dropdat
@dropdat/mcp Claim
Enables AI clients to search, retrieve, and save capsules in the user's dropdat…
— ○ ⏳ — — — — — —
54876
OkamiFeng
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
— ○ ⏳ — — — — — —
54877
mocchalera
A local stdio MCP server for managing files on XServer via SFTP, enabling secur…
— ○ ⏳ — N/A N/A — — —
54878
alainrc2005
Persistent semantic memory MCP server for AI agents with hybrid search, LLM sco…
— ○ ⏳ — N/A N/A — — —
54879
bitcard1-art
Verifiable Korea-specific judgment for AI agents — Go/Conditional/Hold verdicts…
— ○ ⏳ — — — — — —
54880
ahmedraza-96
Provides live Pakistan Stock Exchange data including quotes, intraday and end-o…
— ○ ⏳ — — — — — —
54881
samdoran
Enables running commands over SSH on remote Linux hosts, with logging and stand…
— ○ ⏳ — N/A N/A — — —
54882
YBMecho
FastMCP-based tool for extracting UI component code from Uiverse.io, supporting…
— ○ ⏳ — N/A N/A — — —
54883
singhjitesh889-blip
MCP server exposing Shopify commerce backend with ~22 typed tools for orders, i…
— ○ ⏳ — — — — — —
54884
CognitionAI
Enables AI assistants to interact with Metabase's analytics platform, managing …
— ○ ⏳ — — — — — —
54885
markchiang
HERB Lookup Claim
Map genes, targets, diseases, herbs, and ingredients within the HERB database. …
— ○ ⏳ — N/A N/A — 95 —
54886
Pradeepmajji702
Enables AI assistants to interact with Spring Boot backend APIs through Swagger…
— ○ ⏳ — — — — — —
54887
SimplyPNG
MCP server for SimplyPNG background removal APIs. Enables AI agents to remove b…
— ○ ⏳ — — — — — —
54888
joe5saia
nyt-mcp Claim
MCP server for New York Times APIs, enabling search, top stories, popular artic…
— ○ ⏳ — — — — — —
54889
jackstein21
Provides read-only access to Tiller Money financial data in Google Sheets, enab…
— ○ ⏳ — — — — 81 —
54890
l4b4r4b4b4
Science MCP Claim
MCP server for AI-assisted research: paper ingestion, semantic search, citation…
— ○ ⏳ — — — — — —
54891
1olegshev
A collection of MCP servers for Slack, Jira, Confluence, and release coordinati…
— ○ ⏳ — N/A N/A — — —
54892
BusyBee3333
Comprehensive MCP server for Wave Accounting, providing 45+ tools across invoic…
— ○ ⏳ — N/A N/A — — —
54893
kk520879
MCP server for converting images into sketch styles (classic, detailed, soft) w…
— ○ ⏳ — N/A N/A — — —
54894
weiting-tw
mcp-email Claim
MCP server that enables email management (send, read, search, delete, etc.) via…
— ○ ⏳ — N/A N/A — — —
54895
nickthelegend
molfi-mcp Claim
Enables LLM agents to trade private prediction markets on HashKey Chain, includ…
— ○ ⏳ — — — — — —
54896
borderlessboy
Enables natural language search and analysis of arXiv academic papers with AI-p…
— ○ ⏳ — — — — — —
54897
KhushalB25
Local-first encrypted key-value vault for securely storing and retrieving secre…
— ○ ⏳ — N/A N/A — — —
54898
TwelveTake-Studios
An MCP server that lets an AI assistant read, explain, and (soon) edit Line 6 H…
— ○ ⏳ — N/A N/A — — —
54899
iamalii27
Enables Claude Desktop to detect construction site hazards from photos, analyze…
— ○ ⏳ — — — — — —
54900
ChessMess
Lets AI assistants control the physical Return to Dark Tower board game tower v…
— ○ ⏳ — N/A N/A — — —
Showing 54851–54900 of 69153 servers