MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43151
sunnsten
Provides persistent, searchable memory for AI agents across sessions using a fo…
43152
getsquish
squish Claim
Converts video into timestamped contact sheets, enabling AI agents to navigate …
N/A N/A
43153
giorgio44
Search 2,756+ verified AI tools, generate step-by-step AI workflows, compare to…
43154
Echoes0302
A text-based cat hotel management game for AI, where you act as a temporary man…
N/A N/A
43155
MauricePutinas
Enables Claude to control Unity Hub and Editor headlessly, allowing automated g…
N/A N/A
43156
encoded-evolution
A lightweight MCP server that accepts event envelopes, maps them to configurabl…
N/A N/A
43157
PanGan21
A Model Context Protocol (MCP) server that retrieves the latest documentation o…
43158
jtxmp
Gives AI assistants image generation and editing capabilities through OpenRoute…
43159
ebullient
Vault as MCP Claim
An Obsidian plugin that runs an MCP server, enabling external LLM tools to read…
N/A N/A
43160
Kreminskaya
MCP server that lets AI agents produce print-ready, typographically correct PDF…
N/A N/A
43161
dapooleygmailcom
MCP server for high-fidelity code audits, refactoring, and architectural analys…
N/A N/A
43162
guifreballester-seranking
Enables querying the SE Ranking API for SEO data and analytics using natural la…
N/A N/A
43163
caleb-love
foxhound Claim 1
MCP server for querying Foxhound traces from Claude Code, Cursor, and other MCP…
N/A N/A 83
43164
swigerb
Enables interaction with Microsoft Copilot Studio Agents through the Direct Lin…
N/A N/A
43165
m-reynaldo35
Post-quantum document anchoring for AI agents. Anchor any SHA-256 hash to Algor…
43166
T-Rzeznik
reaper-mcp Claim
An MCP server that gives Claude Code (or any MCP client) full control of Reaper.
N/A N/A
43167
tlubben
Enables AI to create and manage Apache Superset dashboards, including adding ch…
43168
LukasHaas
Flighty MCP Claim
Enables AI assistants to access and manage your Flighty flight data directly fr…
N/A N/A
43169
Nickalus12
PSKit Claim
Neural-safe PowerShell automation server for AI agents, enabling file managemen…
43170
NatiCha
MCP server for controlling Meticulous espresso machines via Claude and other AI…
N/A N/A
43171
gak4u
kanban-agent Claim
Attaches a file-based kanban workflow to any project, allowing agents to create…
N/A N/A
43172
MaartenSmeets
Enables LLMs to fetch and extract web content using browser automation, OCR, an…
N/A N/A
43173
SkyTechNerds
Enables natural language time tracking and booking for WorkTracker via MCP tool…
N/A N/A
43174
vaibhavGoyal1096
Okta-MCP Claim
A production-ready MCP server for Identity and Access Management with Okta inte…
N/A N/A
43175
ElvinBayramov
OmniDocs RAG Claim
Enables AI agents to index and search local files, websites, GitHub repos, and …
N/A N/A
43176
Growth-Management
Read-only MCP tools for TROCCO API, enabling workflow and BigQuery datamart aud…
43177
markchiang
Wraps the gpt-researcher tool as an MCP server, enabling automated web research…
43178
JeonJunYeong
sample-mcp Claim
A sample MCP server built with NestJS and TypeScript, demonstrating a ping tool…
N/A N/A
43179
0x1D-1983
MCP server that exposes book management tools for AI assistants, enabling CRUD …
43180
albert850904
Enables generating images from text prompts using OpenAI's GPT-Image-2 model wi…
N/A N/A
43181
jarvislee90s-dot
将akshare、yfinance、wbgapi、arxiv等免费公开接口封装为4个标准MCP工具,使支持MCP的智能体无需第三方账号和云额度即可直接查询金融…
N/A N/A
43182
ctxinf
Enables key-value storage operations using multiple backends (memory, filesyste…
43183
pipeworx-io
Enables access to Marion County, Oregon open geospatial data (parcels, addresse…
43184
mocartlex-wq
Enables AI agents with persistent, multi-layer memory, multi-agent collaboratio…
43185
pipeworx-io
Provides access to Darlington County, South Carolina open geospatial data via A…
43186
UditMahaldar
Enables AI agents to interact with HP ALM / Quality Center for QA workflows inc…
43187
liquid1982
Provides read-only access to TrustLayer's public API, enabling users to query a…
81
43188
Gowindude
Connects Claude to the Canvas LMS REST API, enabling natural language queries a…
81
43189
Groupthink-dev
Local-first Starlink dish monitoring and control via the Model Context Protocol…
N/A N/A
43190
cloudtypej
MCP server providing calculator, user list, and statistics tools with Bearer To…
43191
affteamgit
Wraps bitcoincasinokings.com APIs to enable natural language queries for casino…
43192
TrialAndErrorAI
attio-mcp Claim
Enables interaction with Attio CRM through natural language, using a Code Mode …
43193
pete-builds
A safety gate for agent-proposed NixOS configuration changes, grading security-…
N/A N/A
43194
kptdobe
An MCP server that provides tools for interacting with the Document Authoring A…
43195
sselvara
MCP server built with Mastra that analyses all URLs of a website from a given U…
N/A N/A
43196
jsilets
An MCP server that enables agent-driven LinkedIn outreach across multiple accou…
43197
jus1-c
Enables AI agents to analyze PCAP files for network forensics using Wireshark/t…
N/A N/A
43198
Yunjihun-n
Enables natural language management of Binance USDS-margin futures trading, inc…
43199
brahimbattou
Unified MCP server providing AI-agent-ready access to AlphaFold, PubMed, ChEMBL…
43200
adityakhuteta05
Enables deep web research, verification, and structured report generation with …
N/A N/A
Showing 43151–43200 of 66534 servers
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