MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33788
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60751
rohitkhatana
An MCP server for controlling and automating Google Chrome browser operations u…
— ○ ⏳ — N/A N/A — — —
60752
RJTPP
An MCP server that enables file system search and inspection, including directo…
— ○ ⏳ — N/A N/A — — —
60753
lehre-labs
Auto-discovers llms.txt documentation from project dependencies and exposes it …
— ○ ⏳ — N/A N/A — — —
60754
ZDOSS
A local, file-based bridge that lets an AI client read, draft, validate, and sa…
— ○ ⏳ — N/A N/A — — —
60755
nikkomiu
incus-mcp Claim 1
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
— ○ ⏳ — N/A N/A — 95 —
60756
monotykamary
Provides AI-driven development tools including file system operations, multi-la…
— ○ ⏳ — N/A N/A — — —
60757
mauriziomocci
mcp-cronos Claim
MCP server for structured daily work diary management, enabling entries, standu…
— ○ ⏳ — N/A N/A — — —
60758
augwalts
SkyBrain Claim
Provides a shared MCP memory layer for AI clients, backed by Cloudflare Workers…
— ○ ⏳ — — — — — —
60759
dylansumser
Enables AI agents to remotely access and interact with Obsidian vaults via MCP,…
— ○ ⏳ — — — — — —
60760
Lubodi-Code
Enables Claude to query Binance Spot market data, account balances, and execute…
— ○ ⏳ — — — — — —
60761
valter-tonon
A MCP server for integrating with self-hosted Jira Server, enabling issue searc…
— ○ ⏳ — N/A N/A — — —
60762
Zhong-y-j
Agent-Cortex Claim
An OpenAPI-driven MCP agent hub that dynamically generates MCP tools from Swagg…
— ○ ⏳ — — — — — —
60763
lalit9168
Enables AI agents to perform web searches, extract webpage content, and conduct…
— ○ ⏳ — — — — — —
60764
RadonUmar
ctalk Claim
Enables coworkers to register profiles, ask questions, check inboxes, propose d…
— ○ ⏳ — — — — — —
60765
ayush-s-tomar
An MCP server that exposes an AI project portfolio as queryable tools, allowing…
— ○ ⏳ — N/A N/A — — —
60766
nielspeter
Enables real-time code analysis for JavaScript, TypeScript, and Python through …
— ○ ⏳ — N/A N/A — — —
60767
BitingSnakes
pytorch-mcp Claim
A full-featured MCP server for PyTorch documentation workflows, providing tools…
— ○ ⏳ — — — — — —
60768
eh24905-wiz
gcal-mcp Claim
A Model Context Protocol (MCP) server for read-only Google Calendar integration…
— ○ ⏳ — — — — — —
60769
sercant
Enables reading Slack channels, messages, and threads using the web interface v…
— ○ ⏳ — N/A N/A — — —
60770
pratishank05
Enables natural language search over indexed codebases with source citations an…
— ○ ⏳ — — — — — —
60771
codingmachineedge
A low-level computer-use MCP server that exposes raw desktop control (mouse, ke…
— ○ ⏳ — — — — — —
60772
jgauffin
Persistent, structured memory server for AI agents using the Model Context Prot…
— ○ ⏳ — N/A N/A — — —
60773
wpz666hhh
Enables Claude Agent to control Microsoft Word through COM automation, allowing…
— ○ ⏳ — N/A N/A — — —
60774
dkmaker
A TypeScript-based MCP server that implements a simple notes system with resour…
— ○ ⏳ — N/A N/A — — —
60775
TheHexaflux
基于高德天气API的MCP服务器,可通过adcode查询实时天气和未来3天预报。
— ○ ⏳ — — — — — —
60776
AjithJS99
solana-mcp Claim
Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
— ○ ⏳ — N/A N/A — — —
60777
Saml1211
Bridges AI assistants with Rubberduck VBA to enable code analysis, module manag…
— ○ ⏳ — N/A N/A — — —
60778
fastmcp-me
Enables natural language querying and management of Snowflake databases, includ…
— ○ ⏳ — — — — — —
60779
FarhanUllah382
QuestMCP Claim
Enables AI agents to post real-world tasks, match them to people, and release p…
— ○ ⏳ — N/A N/A — — —
60780
jtperkins
Connects Claude Desktop to Evernote, enabling you to list notebooks/notes and c…
— ○ ⏳ — — — — — —
60781
Golden0Voyager
A lightweight Garmin Model Context Protocol server with 12 curated endpoints fo…
— ○ ⏳ — N/A N/A — 95 —
60782
cmudrc
tigl-mcp Claim
Provides MCP tools for CPACS-oriented TiGL workflows, enabling lifecycle manage…
— ○ ⏳ — — — — — —
60783
SanctumSec
Credential vault for AI agents — encrypted storage, lease-based access, CRP sup…
— ○ ⏳ — N/A N/A — 95 —
60784
ohneben
Enables AI assistants to manage a LearnWorlds school via the full public API, c…
— ○ ⏳ — — — — — —
60785
ravigarg27
Enables querying Cisco CX Assistant (production and stage) directly from Cursor…
— ○ ⏳ — N/A N/A — — —
60786
JiaweiLin
Manages #TODO comments in source code files, enabling you to add and query TODO…
— ○ ⏳ — N/A N/A — — —
60787
jasich
An MCP server that enables AI coding agents to capture screenshots of macOS win…
— ○ ⏳ — N/A N/A — — —
60788
cyanheads
Countries, timezones, elements, constants, HTTP status codes, unit conversion, …
— ○ ⏳ — N/A N/A — — —
60789
pipeworx-io
who-gho Claim
Enables querying World Health Organization Global Health Observatory data via n…
— ○ ⏳ — — — — — —
60790
Dissipative-ATLAS
Bridges JLCPCB/Lichuang EDA Pro with MCP clients to export and analyze schemati…
— ○ ⏳ — N/A N/A — — —
60791
mark-sivill
MCP Spectral Claim
An MCP server that wraps Spectral to lint OpenAPI specifications, enabling LLMs…
— ○ ⏳ — N/A N/A — — —
60792
PYmili
Enables AI assistants to search and retrieve content from the Chinese Minecraft…
— ○ ⏳ — — — — — —
60793
AiAgentKarl
Local document intelligence for AI agents — extract text, detect tables, read m…
— ○ ⏳ — N/A N/A — — —
60794
rwinkler0112
Enables remote MCP access to math tools with OAuth authentication, deployable o…
— ○ ⏳ — — — — — —
60795
fkesheh
Enables AI assistants like Claude to interact with Jira for project management …
— ○ ⏳ — — — — — —
60796
smithery
Scheduler Claim
Create cron triggers that fire at specific intervals and alarms to wake up your…
— ○ ⏳ — — — — — —
60797
ros-claw
MCP server for controlling Universal Robots arms and Robotiq grippers via RTDE …
— ○ ⏳ — N/A N/A — — —
60798
morinooji
ls-news-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
60799
carminelau
Enables multi-tier AI-detection screening on academic papers by extracting text…
— ○ ⏳ — N/A N/A — — —
60800
adologyai
Adology AI Claim
Perplexity for social: ask what competitors are running across social and get a…
— ○ ⏳ — — — — — —
Showing 60751–60800 of 69070 servers