MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43551
ahmad-act
Provides a framework for running multiple MCP servers using FastAPI, stdio, and…
43552
girste
Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST …
N/A N/A 95
43553
askaudience
Ask 10,000+ synthetic European personas grounded in real survey data (ESS & WVS…
81
43554
JerryWhites
Enables AI-moderated interviews that become cited, searchable transcripts, with…
43555
kokohbudi
Enables AI agents to securely authenticate with Google Tasks and perform full C…
N/A N/A
43556
shimmerjordan
A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fu…
N/A N/A
43557
onmokoworks
WizTree MCP Claim
Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analys…
N/A N/A
43558
tron-infinex
Enables delegation of immediate conversational messages and long-running backgr…
81
43559
kevinLiJ
An MCP server that enables fetching YApi interface details via a tool, allowing…
43560
vocab-voyage
20 MCP tools + 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, qui…
81
43561
naft3r-101
Enables Claude Code to read and write issues on the Testing Platform via natura…
43562
Poppify
Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a capt…
43563
conductor-oss
Enables AI agents to create, execute, and analyze workflows on a Conductor inst…
43564
paolino
MCP server for memory management with process inspection and cleanup tools.
N/A N/A
43565
RhysSullivan
executor Claim
An integration layer for AI agents that provides a catalog of tools from variou…
N/A N/A
43566
la1av1a
Queries and compares non-covered medical fees by hospital, region, and procedur…
N/A N/A
43567
tzangms
shopline-mcp Claim
MCP server for the Shopline Open API. Exposes 140+ tools for querying and manag…
43568
YuSahrov
MCP server for Redmine integration, enabling AI assistants to manage issues, up…
N/A N/A
43569
pelaris
Pelaris Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
81
43570
ddavidgao
resume-mcp Claim
MCP server for maintaining a professional profile database and generating tailo…
N/A N/A
43571
VonderVuflya
Yggdrasil Claim
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pur…
N/A N/A
43572
ziyarago
Bridges a RisalDash ESP32/ESP8266 device to MCP — every dashboard widget become…
N/A N/A
43573
CSOAI-ORG
EU AI Act Article 50 watermarking + C2PA 2.1 compliance. NEW: 2 December 2026 d…
N/A N/A
43574
SaiKrishnan-Bilue
Enables adding, reading, updating tasks via Claude with a SQLite backend.
N/A N/A
43575
pipeworx-io
Provides a Luhn check-digit validation tool for numeric strings such as credit …
43576
teacat99
提供交互式反馈MCP服务器,通过Web UI实现AI与用户的确认流程,提高开发效率并节省平台成本。
43577
inkan-tech
DebugPilot Claim
Enables AI agents to inspect debug state, control execution, and set breakpoint…
N/A N/A
43578
beatshon
MCP server that wraps VS Auto Trend API to provide trend data and concept brief…
43579
AiAgentKarl
MCP server for enterprise authentication and authorization — JWT validation, OI…
43580
atilcan
Enables real-time stock and options market data retrieval from Interactive Brok…
N/A N/A 95
43581
Ap0c123
WAHA MCP Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
N/A N/A 95
43582
AINative-Studio
Zero-config Postgres MCP with auto-provisioning — drop-in for server-postgres.
N/A N/A
43583
nthankas
Enables natural language management of a Trello board for Fortis robotics, incl…
43584
vkuprin
site-spy Claim 1
MCP server for Site Spy — lets AI agents monitor websites for changes
N/A N/A 83
43585
meilSop
Provides tools for AI assistants to list, search, and get details of YApi inter…
N/A N/A
43586
achuthprince004
A powerful MCP server that enables AI agents to perform structured, multi-step …
43587
baxishrey
A TypeScript MCP server that connects AI agents to Black Duck Coverity Connect …
N/A N/A
43588
MO2k4
An MCP server that gives Claude live access to Azure pricing and cost data — re…
43589
GetDial-AI
Dial Claim
Communication stack for AI agents: SMS, AI voice calls, phone numbers, and acco…
43590
groupdocs-redaction
MCP server for GroupDocs.Redaction — redact text, metadata, annotations, image …
N/A N/A
43591
nludd25
FastAPI-MCP Claim
Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preservin…
81
43592
praseodeveloper
Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or…
81
43593
handsomejustin
Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) …
43594
platformatic
Enables running Node.js scripts and npm commands with permission prompts via no…
N/A N/A
43595
theastraway
Oscar Claim
Enables users to ask questions about Neo4j, Cypher, GraphRAG, and ontology engi…
43596
fpytloun
mnemory Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
43597
Kennie12345
joshua421 Claim
Enables users to reflect on their day with an LLM and write structured notes in…
N/A N/A
43598
contactout
ContactOut MCP unlocks instant access to verified professional emails and phone…
N/A N/A 95
43599
smithery-ai
GitLab Claim
Enable project management and file operations with GitLab.
N/A N/A 95
43600
teaguesterling
woollama Claim
woollama is an MCP and OpenAI-compatible router that orchestrates AI clients wi…
Showing 43551–43600 of 66534 servers
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