MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33968
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42251
marlonluo2018
Enables LLMs to safely execute pandas code for data analysis and generate inter…
— ○ ⏳ — N/A N/A — — —
42252
drleadflow
Enables AI agents to manage GoHighLevel workspaces through natural language, wi…
— ○ ⏳ — — — — — —
42253
ch-raph
Cache-first MCP server for Linear that provides tools to search, read, create, …
— ○ ⏳ — — — — — —
42254
CodeJonesW
An MCP server that lets an AI agent drive the iOS Simulator in a loop, enabling…
— ○ ⏳ — N/A N/A — — —
42255
CSOAI-ORG
EUDI Wallet MCP — EU Digital Identity Wallet under eIDAS 2.0 for AI agent authe…
— ○ ⏳ — — — — — —
42256
n0geegee
hermes-gpt Claim
Enables MCP-based interaction with a local Hermes Agent installation, providing…
— ○ ⏳ — — — — — —
42257
ice1x
drevo-mcp Claim
A self-contained FastMCP server that exposes a running drevo graph database to …
— ○ ⏳ — — — — — —
42258
214140846
Skillz Claim 1
An MCP server that transforms Claude-style skills and resources into callable t…
— ○ ⏳ — — — — 81 —
42259
sebastienrousseau
camt053-mcp Claim
MCP server that enables AI agents to parse, validate, and reverse ISO 20022 ban…
— ○ ⏳ — — — — — —
42260
pipeworx-io
Enables querying and searching Vilas County, Wisconsin open geospatial datasets…
— ○ ⏳ — — — — — —
42261
lyd123qw2008
Exposes a tool for understanding images via Codex app-server, enabling analysis…
— ○ ⏳ — N/A N/A — — —
42262
surajrsawat
MCP server for AI DevTool workflow, exposing tools and resources for code revie…
— ○ ⏳ — — — — — —
42263
lgrosales
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
42264
matematicsolutions
lt-eli-mcp Claim
Searches Lithuanian legislation by title and fetches full text from the Registe…
— ○ ⏳ — — — — 81 —
42265
doanhtuan123
mcp-opentym Claim
A lightweight MCP HTTP server giving AI assistants real tools to interact with …
— ○ ⏳ — N/A N/A — — —
42266
foreach-labs
eanscan-mcp Claim
MCP server for looking up EAN/UPC barcodes to get localized product details lik…
— ○ ⏳ — — — — — —
42267
Jolymmiles
fusion-mcp Claim
Local Fusion MCP: panel->judge->synthesis on the Claude CLI subscription, no Op…
— ○ ⏳ — N/A N/A — — —
42268
hostedmcp
Hosted MCP Claim
Provide a hosted environment for Model Context Protocol applications.
— ○ ⏳ — N/A N/A — 95 —
42269
txagscott
roon-mcp Claim
Controls music playback on a FiiO M23 device through Roon, allowing Claude to s…
— ○ ⏳ — N/A N/A — — —
42270
BitmapAsset
bitmap-mcp Claim
Provides real-time Bitcoin on-chain data including Bitmap districts, Ordinals i…
— ○ ⏳ — — — — — —
42271
m37335
Provides LLMs access to Japanese and international statistical data (e-Stat, Wo…
— ○ ⏳ — — — — — —
42272
varun123936
Enables natural language management of blog posts and comments through a decoup…
— ○ ⏳ — — — — — —
42273
sevalla-templates
A demonstration server implementing the Model Context Protocol with Server-Sent…
— ○ ⏳ — — — — — —
42274
Tankonyako
mcp-locator Claim
An MCP server that lets AI agents read and write locale JSON translation files …
— ○ ⏳ — N/A N/A — — —
42275
adelaidasofia
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapp…
— ○ ⏳ — N/A N/A — — —
42276
boris0024
MCP server for controlling Screaming Frog SEO Spider through AI assistants, ena…
— ○ ⏳ — N/A N/A — — —
42277
Mavis2103
Provides context-aware skill selection for AI agents, reducing token usage by 8…
— ○ ⏳ — — — — — —
42278
z2z23n0
MCP server that enables coding agents to search X/Twitter and the web through t…
— ○ ⏳ — N/A N/A — — —
42279
xiaoanran0602-pixel
Screenplay, film and story toolkit over MCP: PDF formatting, stats, diagnosis, …
— ○ ⏳ — — — — — —
42280
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
— ○ ⏳ — — — — — —
42281
veloper
pgmcp Claim
Enables AI agents to perform PostgreSQL administration, web crawling, and knowl…
— ○ ⏳ — N/A N/A — — —
42282
furkankoykiran
OmniWire-MCP Claim
Enables AI models to fetch and aggregate news from RSS, Atom, JSON, and HTML fe…
— ○ ⏳ — — — — — —
42283
oaslananka
ssh-mcp-pro Claim
ssh-mcp-pro is a secure Model Context Protocol (MCP) server for SSH automation,…
— ○ ⏳ — — — — — —
42284
yi-john-huang
An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs …
— ○ ⏳ — — — — — —
42285
ZCDeng
vimax-mcp Claim
Enables AI video generation from ideas or screenplays via ViMax, with job manag…
— ○ ⏳ — N/A N/A — — —
42286
Exorust
A lightweight semantic ad-matching engine for LLMs that serves relevant adverti…
— ○ ⏳ — N/A N/A — — —
42287
honeybadger-technologies
FinOpsGuard Claim
MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy…
— ○ ⏳ — — — — — —
42288
pipeworx-io
Enables querying GSA Per Diem rates for travel destinations, providing daily lo…
— ○ ⏳ — — — — — —
42289
universal-mcp
Provides a standardized interface for interacting with Tavily's tools and servi…
— ○ ⏳ — — — — — —
42290
fanb129
本地语雀 MCP 服务器,通过浏览器登录态访问语雀,支持读取、创建和编辑文档,具有知识库白名单和只读模式等安全特性。
— ○ ⏳ — N/A N/A — 95 —
42291
Vijay-2005
Enable direct access to Google's Gemini API from Claude Desktop for advanced co…
— ○ ⏳ — N/A N/A — 95 —
42292
haristariq
LSPSteer Claim
Compiler-in-the-loop steering for coding agents - Cursor and Claude Code. It ru…
— ○ ⏳ — N/A N/A — — —
42293
MMHK
A local MCP server enabling AI assistants to query and analyze data via DuckDB …
— ○ ⏳ — N/A N/A — — —
42294
blovett80
PixelDojo Claim
Generate images, video, audio and short films with 140+ AI models from any MCP …
— ○ ⏳ — — — — — —
42295
bblietz
brs-mcp Claim 1
An MCP server that scaffolds runnable Roku channels from a validated AppSpec, z…
— ○ ⏳ — N/A N/A — 95 —
42296
yskale
Enables LLMs and AI agents to query a biomedical knowledge graph stored in Redi…
— ○ ⏳ — N/A N/A — — —
42297
MrMartiniMo
Enables AI agents to search, create, modify, and organize documentation pages a…
— ○ ⏳ — — — — — —
42298
lorenzo-cambiaghi
lynx-mcp Claim
A 100% local MCP server for semantic and lexical search over your code, library…
— ○ ⏳ — N/A N/A — — —
42299
mgalbakri
Monitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto…
— ○ ⏳ — N/A N/A — — —
42300
keerthivanan
Enables natural language queries to a company database through the Model Contex…
— ○ ⏳ — N/A N/A — — —
Showing 42251–42300 of 69343 servers
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