MCP Server Quality Scores

Independent quality analysis of 66913 public MCP servers

66913
Discovered
32116
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65651
jobsbase
Jobs Base Claim
Builder roles like founding engineers, solo builders, and "0 to 1" positions ar…
65652
zhuyansen
Enables AI agents to search, audit, and install open-source AI skills and MCP s…
65653
globalpocket
mcp-reranker Claim
A generic Model Context Protocol (MCP) server for high-accuracy document rerank…
65654
andreysparish
toolweave Claim
One MCP endpoint for Claude, GPT & Gemini: 100+ tools + no-code connectors + ag…
65655
md-riaz
Enables querying Google Search Console and Google Analytics 4 through natural l…
65656
SashaYerashoff
Provides web browsing, multi-engine search, and news retrieval tools for local …
65657
fastmcp-me
Provides web, image, and news search capabilities via the 4get meta search engi…
65658
vgiri2015
An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
65659
gonzalo-cordova-pou
Enables users to search restaurants, view menus, place orders, and check order …
65660
toddschilling
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
65661
AgentTanuki
agent-guild Claim
Free self-serve Agent Passports for AI agents: signed, portable, offline-verifi…
65662
cyxg66au
Enables eBay sellers to manage inventory, view orders, handle messages, and bro…
81
65663
itsbigdill
Converts X (Twitter) posts into JSON, PDF, PNG, Markdown, or Slack/Discord mess…
N/A N/A
65664
syunnrai123
Enables control of Microsoft Edge browser via the DevTools protocol, supporting…
N/A N/A
65665
dtz-labs
zesarux-mcp Claim
Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memo…
N/A N/A
65666
BigStationW
Enables tool-calling LLMs to search the internet, capture website images, extra…
N/A N/A
65667
sqr
datadog-mcp Claim
Retrieves logs from Datadog for a specified Kubernetes cluster and namespace, e…
65668
stoneHee99
velog-mcp Claim
Enables AI assistants to read, search, and write Velog blog posts. Supports pos…
65669
beepboop2025
A comprehensive MCP server with 37 tools for PDF operations including reading, …
N/A N/A
65670
pasie15
Integrates with the Neptime.io video platform, providing 39 tools for video man…
65671
TrueLineCollective
sentou Claim
Enables publishing and updating Claude artifacts or HTML to private, access-con…
65672
rsiraj0
governed-mcp Claim
MCP server that enforces governance on agentic decisions with auditable evidenc…
N/A N/A
65673
SaiNarayana-B
Scan any codebase, generate CONVENTIONS.md, expose conventions as MCP tools for…
N/A N/A
65674
deermakov
MCP server that provides tools to read JSON files and query data using jsonPath…
N/A N/A
65675
iamperegrine
dub-mcp Claim
A Model Context Protocol server for Dub that enables creating, updating, deleti…
N/A N/A
65676
likerberi
Enables ridge-based accounting anomaly analysis in Claude Desktop, allowing use…
N/A N/A
65677
sqlitecloud
Enables AI models to interact with SQLite Cloud databases, supporting SQL queri…
65678
AnCode666
ine-esp-mcp Claim
N/A N/A 95
65679
chirikuuka
Enables LLMs to search and retrieve Japanese real estate data through unified a…
N/A N/A
65680
AraneaDev
Chaos-MCP Claim
On-demand micro-mutation sandbox for AI test verification that maps weaknesses …
N/A N/A
65681
mkammes
An MCP server that lets Claude control a Vizrt TriCaster via its HTTP API, enab…
N/A N/A
65682
halexandra45
Enables AI agents to access Instagram Business account analytics and insights, …
65683
longevitycoach
A comprehensive health coaching system that combines blood test analysis with e…
N/A N/A
65684
jeroenvdmeer
Enables natural language querying of Feyenoord football match data, converting …
N/A N/A
65685
mohtamimad
MCP server for the Moroccan Open Data portal (data.gov.ma) enabling search and …
65686
brunosrz
vectora Claim
AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Cla…
N/A N/A
65687
devjourney
Enables AI assistants to control Music Assistant for music search, library brow…
65688
sigvardt
MCP server for LinkedIn automation that enables AI agents to perform LinkedIn a…
N/A N/A
65689
caravanglory
Enables AI assistants to directly control the Cocos Creator 3.8.x editor via MC…
N/A N/A
65690
tylerjhayden
Model Context Protocol (MCP) server implementation demonstrating production-rea…
65691
jmavid
Timezone converter, world clock, date math & meeting scheduler for AI agents. N…
65692
wasim-development
Enables ChatGPT to interact with the Unity Editor via MCP, using a PowerShell c…
N/A N/A
65693
uwek
An MCP server for storing and retrieving thoughts, notes, and ideas with semant…
N/A N/A
65694
nextdev-labs
Nextdev MCP Claim
Recommends APIs to AI agents based on agent-readiness and use-case keyword over…
65695
IT-Learning-Consulting
MCP server + Foundry VTT module for WFRP4e that lets AI clients interact with a…
N/A N/A
65696
JameZUK
Arkana Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
65697
igun997
A foundation for developing custom Model Context Protocol servers in TypeScript…
N/A N/A 95
65698
sibaniacharya
Enables AI agents to send emails and append content to Google Docs using Gmail …
N/A N/A
65699
avotsai
avots-mcp Claim
Hosted multi-model AI media + chat MCP server. Generates images, video, audio, …
65700
Kemosabe0x
Provides a sequentialthinking tool for dynamic, reflective problem-solving via …
Showing 65651–65700 of 66913 servers