MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53151
pmort2222
StratProof Claim
StratProof runs honest backtests: real fees, real slippage, walk-forward valida…
— ○ ⏳ — — — — 81 —
53152
kaichen
Enables text-to-speech generation using the Groq API, supporting multiple audio…
— ○ ⏳ — — — — — —
53153
agentladle
mcp-dart Claim
Provides tools for discovering, downloading, parsing, and searching Korean DART…
— ○ ⏳ — — — — — —
53154
mkroo
adsense-mcp Claim
MCP server for Google AdSense management. Create ad units, generate framework-s…
— ○ ⏳ — N/A N/A — — —
53155
Acuris-GmbH
acuris-mcp Claim
Address validation & geocoding for AI agents: 240+ countries, UK PAF, free US/C…
— ○ ⏳ — — — — — —
53156
Baneado98
rug-check Claim
On-chain rug-pull & honeypot risk screen for ERC-20 tokens, providing a SAFE / …
— ○ ⏳ — — — — — —
53157
orchidautomation
Instantly Claim
This Model Context Protocol (MCP) server acts as a bridge between AI agents and…
— ○ ⏳ — N/A N/A — 95 —
53158
rlgjr1971
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
— ○ ⏳ — N/A N/A — — —
53159
nalugomesv
MCP server that provides book recommendation tools, allowing an AI agent to sea…
— ○ ⏳ — N/A N/A — — —
53160
waylaidwanderer
Enables LLMs to start, stop, and monitor long-running command-line processes in…
— ○ ⏳ — N/A N/A — — —
53161
ksturgeon-td
tdrest Claim
Enables making REST API calls to Teradata cloud services including Elastic Comp…
— ○ ⏳ — — — — — —
53162
reloadcz
mcp-csu Claim
Provides AI assistants direct access to 700+ statistical datasets about the Cze…
— ○ ⏳ — — — — — —
53163
iroh4-labs
Persists Claude Code sessions to Notion as team memory, enabling queryable reca…
— ○ ⏳ — — — — — —
53164
robzilla1738
Enables durable multi-agent workflow runs for Codex with a live terminal dashbo…
— ○ ⏳ — N/A N/A — — —
53165
mariia
mcp-1 Claim
— ○ ⏳ — N/A N/A — 95 —
53166
nullnumber1
Enables hybrid search over Telegram community message history, combining full-t…
— ○ ⏳ — N/A N/A — — —
53167
thehesiod
An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to…
— ○ ⏳ — N/A N/A — — —
53168
restkhz
Enables LLMs to automate reverse engineering tasks using Cutter, including func…
— ○ ⏳ — N/A N/A — 95 —
53169
qingshanyuluo
Provides tools to search, query, and visualize Prometheus metrics, returning re…
— ○ ⏳ — — — — — —
53170
daedalus
mcp-snap7 Claim
Enables MCP clients to connect to and interact with Siemens PLCs via python-sna…
— ○ ⏳ — N/A N/A — — —
53171
mashware
A local MCP server that accumulates the business-domain knowledge of a software…
— ○ ⏳ — N/A N/A — — —
53172
mikesmullin
mcp-zen Claim
Lets MCP clients control a live Zen/Firefox browser to navigate, click, fill fo…
— ○ ⏳ — N/A N/A — — —
53173
shigechika
gwsadm-mcp Claim
Google Workspace security-audit MCP server — read-only visibility into account …
— ○ ⏳ — — — — — —
53174
mindsurf0176-ui
PixelForge MCP provides a pipeline for converting AI-generated illustrations in…
— ○ ⏳ — N/A N/A — — —
53175
agentbodegastore
agentbodega Claim
Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, …
— ○ ⏳ — — — — — —
53176
rakuai-support
Enables text-to-speech generation through the Omotenashi QR API, supporting mul…
— ○ ⏳ — — — — 81 —
53177
zueai
An MCP server that visually reviews UI edit requests by comparing screenshots b…
— ○ ⏳ — N/A N/A — 95 —
53178
rifaterdemsahin
mcp_poc Claim
A PDF-to-Markdown converter built with the Model-View-Controller (MVC) pattern …
— ○ ⏳ — N/A N/A — — —
53179
ChangooLee
mcp-kr-g2b Claim
Enables AI assistants to query and analyze Korean public procurement data from …
— ○ ⏳ — — — — — —
53180
fastmcp-me
Enables real-time user intervention for MCP agents via a Web UI and interactive…
— ○ ⏳ — N/A N/A — — —
53181
sibaniacharya
Enables AI agents to send emails and append content to Google Docs using Gmail …
— ○ ⏳ — N/A N/A — — —
53182
wilfred-l-lee-jr
Agentic GEO-Lens Audit API: Specialized geospatial auditing and location-aware …
— ○ ⏳ — N/A N/A — 95 —
53183
heungmangoo-art
saju Claim
Korean Four Pillars (Saju) astrology — birth charts, Day Masters, Five Elements…
— ○ ⏳ — N/A N/A — 95 —
53184
fastmcp-me
Enables querying and analysis of stock and cryptocurrency data, including marke…
— ○ ⏳ — — — — — —
53185
JoeyMckenzie
questlog-mcp Claim
An MCP server that wraps the Taskwarrior CLI to allow AI assistants to create, …
— ○ ⏳ — N/A N/A — — —
53186
EremesNG
Enables AI assistants to browse, search, and extract code examples from the pub…
— ○ ⏳ — N/A N/A — — —
53187
timohaa
MCP server providing codebase analysis tools for AI assistants, including line …
— ○ ⏳ — N/A N/A — — —
53188
kd444
Enables secure read-only interactions with PostgreSQL databases through natural…
— ○ ⏳ — — — — 81 —
53189
v5tech
Enables IP address location and latitude/longitude address queries, providing d…
— ○ ⏳ — — — — 81 —
53190
qontinui
Enables AI to inspect and interact with UI elements, supporting control mode fo…
— ○ ⏳ — N/A N/A — — —
53191
shenyuexin
AI-safe mobile device control via MCP: a policy-guarded, session-oriented mobil…
— ○ ⏳ — N/A N/A — — —
53192
mdtahmidhossain
Enables interaction with Jenkins servers through HTTP APIs, allowing users to l…
— ○ ⏳ — — — — — —
53193
xiao98
An open-source MCP server that bridges AI models with industrial equipment, sup…
— ○ ⏳ — N/A N/A — — —
53194
pipeworx-io
Provides access to Canadian parliamentary data including debates, bills, votes,…
— ○ ⏳ — — — — — —
53195
universal-mcp
Provides a standardized interface for interacting with OpenAI's tools and servi…
— ○ ⏳ — — — — — —
53196
drewbeechler
A Model Context Protocol server that provides read-only access to Google Search…
— ○ ⏳ — N/A N/A — — —
53197
mfahadiqbalofcl
An MCP server that turns your Sell The Trend account into an AI-drivable produc…
— ○ ⏳ — N/A N/A — — —
53198
avallavall
Exposes optimization solver tools to AI agents via the Model Context Protocol, …
— ○ ⏳ — — — — — —
53199
aza-ali
MCP server that lets Claude Code fetch web content using real Chrome browsers. …
— ○ ⏳ — N/A N/A — — —
53200
ck0i
hashline-mcp Claim
An MCP server for precise, hash-referenced file editing that enables atomic edi…
— ○ ⏳ — N/A N/A — — —
Showing 53151–53200 of 69182 servers