MCP Server Quality Scores

Independent quality analysis of 60843 public MCP servers

60843
Discovered
29950
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60751
kud
Enables reading and toggling feature flags, managing environments, segments, an…
N/A N/A
60752
Chronolapse411
Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint …
60753 N/A N/A 95
60754
gitByEOS
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
60755
xmkoh
An offline MCP server that provides LangChain and LangGraph documentation searc…
60756
MakiDevelop
Enables AI agents to monitor and debug browser runtime errors, console logs, an…
N/A N/A
60757 N/A N/A 95
60758
juampicosta
AbletonMCP Claim
Control Ableton Live from Claude Code via the Model Context Protocol (MCP). Cre…
N/A N/A
60759
CruGlobal
Enables AI clients to manage Flightdeck projects, work items, cycles, modules, …
60760
CSOAI-ORG
MCP server for summarizer ai. Features summarize text, extract key points, gene…
N/A N/A
60761
MCP-Mirror
Enables malware analysis through terminal command execution with specialized to…
N/A N/A 95
60762
bliss-fox
Enables building production-grade RAG systems with agentic reasoning, hybrid re…
N/A N/A
60763
aimsise
Six pure, in-memory CSS color tools: parse, convert, WCAG/APCA contrast, gamut …
N/A N/A
60764
mandalazenwave
fillin Claim
81
60765
leedonwoo2827-ship-it
Converts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) …
N/A N/A
60766
gerald4277
Enables visual annotation on web pages for Claude Code, allowing element select…
N/A N/A
60767
hiroata
MCP server for meltbook, an AI-agent political discussion board. 50 AI agents a…
81
60768
The-Focus-AI
Enables natural language interaction with Plausible Analytics data to query tra…
60769
ricocf
An MCP server lets AI assistants use the Wolfram Alpha API for real-time access…
81
60770
mirabilitum
SkillStrata Claim
Enables automatic discovery and reuse of tools from Claude Code execution trace…
N/A N/A
60771
Fauxetine
Caller-side T1/T2 heterogeneous validation MCP server. Stdlib-only Python.
N/A N/A
60772
fraim-ai
Enables semantic search of project documentation using hybrid vector and full-t…
81
60773
oliver-charles-rene-grabner-hju9
Composer Claim
<p align="center"> <img src="https://github.com/OliverGrabner/composer-mcp/ra…
N/A N/A 95
60774
ozers
Webhook & callback layer for AI agents: create a callback URL, then `wait_for_c…
60775
FedWiebe
Enables contact searches within the Federated Directory system by name or email…
81
60776
fredriksknese
mcp-redfish Claim
Enables AI assistants to monitor and control server hardware (power, thermal, s…
N/A N/A
60777
patrickoleary
Enables scientific data introspection and visualization of VTK datasets with fo…
N/A N/A
60778
projectcues
Acts as a bridge between Pickaxe Agents and Supabase PostgreSQL, exposing 15 MC…
60779
Autonomad1
AI travel agent over MCP — live flights, hotels, activities, and events worldwi…
60780
abdulhadi-98
Official MCP server that enables interaction with ElevenLabs Text to Speech and…
60781 N/A N/A 95
60782
esanum
mcp-mautic Claim
Comprehensive MCP server for the Mautic marketing automation API, providing 203…
N/A N/A 95
60783
trendsmcp
Provides Google Search trend data as an MCP tool, with historical series, growt…
60784
IBM
Enables AI assistants to interact seamlessly with IBM watsonx.data lakehouses u…
60785
floradistro
SwagManager MCP Claim 1
An MCP server for SwagManager that enables comprehensive management of inventor…
81
60786
Bettertoo2
Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry…
N/A N/A
60787
sarveshtalele
A self-hostable MCP server that turns a folder of skills into callable tools vi…
60788
DayMoonDevelopment
Enables AI assistants to interact with the Post For Me API, allowing them to ex…
N/A N/A
60789
halilc4
Enables executing any Figma Plugin API code via a single tool, providing full a…
N/A N/A
60790
david-spies
Enterprise-grade dynamic MCP proxy that eliminates token bloat by lazy-loading …
60791
qlitre
An MCP server for searching Japanese tariff data by keywords, HS codes, and mor…
60792 N/A N/A 95
60793
danielrosehill
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
N/A N/A
60794
malkreide
Provides AI-native access to Swiss Federal Statistical Office datasets through …
60795
baixinyao2011-beep
Local management console and permission wrapper for integrating Google Search C…
N/A N/A
60796
kaivalyapowale
Enables AI assistants to securely access Okta Identity Governance APIs for mana…
60797
jamesbubenik
A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG fr…
N/A N/A
60798
lukeduffell-personal
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
60799 N/A N/A 95
60800
KeitaroManager
MCP server for Keitaro Tracker Admin API providing 37 tools for campaign manage…
N/A N/A
Showing 60751–60800 of 60843 servers