MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19851 |
Validate, transform, and normalize structured data for AI agents.
|
B 79 3⁄3 | ||||||||
| 19852 |
AI-powered cascading development framework. Decompose complex projects into par…
|
B 79 4⁄3 | ||||||||
| 19853 |
Extract and process web content into clean, structured formats optimized for LL…
|
B 79 3⁄3 | ||||||||
| 19854 |
Stealth browser automation that actually works. Runs Camoufox (custom Firefox) …
|
B 79 3⁄3 | ||||||||
| 19855 |
A local-first MCP server that provides AI agents with safe codebase access thro…
|
B 79 4⁄3 | ||||||||
| 19856 |
Provides 15 tools covering OpenDART 83 APIs for disclosures, financials, equity…
|
B 79 3⁄3 | ||||||||
| 19857 |
Control Unity Editor from AI agents. 200+ MCP tools for GameObjects, Scenes, As…
|
B 79 3⁄3 | ||||||||
| 19858 |
AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, a…
|
B 79 3⁄3 | ||||||||
| 19859 |
python-utcp
Claim
Official python implementation of UTCP. UTCP is an open standard that lets AI a…
|
B 79 4⁄3 | ||||||||
| 19860 |
Japanese calendar API for AI agents. Provides Rokuyo, Rekichu, Eto, 24 Solar Te…
|
B 79 3⁄3 | ||||||||
| 19861 |
Enables AI-powered video-to-audio and text-to-audio generation using MMAudio's …
|
B 79 4⁄4 | ||||||||
| 19862 |
Validate and verify data from other agents before acting on it. Zero LLM costs.
|
B 79 3⁄3 | ||||||||
| 19863 |
ZKshare
Claim
ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /…
|
B 79 3⁄3 | ||||||||
| 19864 |
Gives AI agents memory, undo, and self-awareness by tracking file changes and e…
|
B 79 4⁄3 | ||||||||
| 19865 |
Parse and extract structured data from various document formats (PDF, Word, HTM…
|
B 79 3⁄3 | ||||||||
| 19866 |
Enables AI assistants to interact with the TreeBeam financial management and ac…
|
B 79 4⁄3 | ||||||||
| 19867 |
agentmako
Claim
Local-first codebase intelligence engine. Gives coding agents structured contex…
|
B 79 3⁄3 | ||||||||
| 19868 |
Enable AI assistants to seamlessly manage, create, execute, and monitor n8n wor…
|
B 79 4⁄3 | ||||||||
| 19869 |
Brain MCP
Claim
Enables inter-session communication and coordination for multiple Claude Code i…
|
B 79 3⁄3 | ||||||||
| 19870 |
Enables AI agents to read, search, and modify HWPX documents directly via MCP, …
|
B 79 4⁄3 | ||||||||
| 19871 |
semiotic
Claim
React data visualization MCP server with 30+ chart types. 5 tools: suggest char…
|
B 79 3⁄3 | ||||||||
| 19872 |
A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics…
|
B 79 4⁄3 | ||||||||
| 19873 |
Feishu/Lark MCP server + CLI tool. 85 tools, 3 auth layers. Send as user via co…
|
B 79 3⁄3 | ||||||||
| 19874 |
miro-mcp-server
Claim
MCP server for controlling Miro whiteboards with AI assistants
|
B 79 4⁄3 | ||||||||
| 19875 |
AINL helps turn AI from "a smart conversation" into "a structured worker." It …
|
B 79 3⁄3 | ||||||||
| 19876 |
figbridge
Claim
Free, local MCP bridge for Figma — HTML, CSS, Tailwind, tokens, agent handoff b…
|
B 78 3⁄3 | ||||||||
| 19877 |
Official MCP server for IP geolocation, security, ASN, abuse, timezone, astrono…
|
B 78 4⁄3 | ||||||||
| 19878 |
Agent-native product catalog API for Southeast Asia — search, compare prices, f…
|
B 78 3⁄3 | ||||||||
| 19879 |
|
B 78 4⁄3 | ||||||||
| 19880 |
213 RF & electronics calculators + 13 simulation tools for AI agents.
|
B 78 4⁄3 | ||||||||
| 19881 |
Connects AI assistants to the Tyme macOS app to manage time tracking, projects,…
|
B 78 3⁄3 | ||||||||
| 19882 |
kremis
Claim
Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding cal…
|
B 78 4⁄3 | ||||||||
| 19883 |
Trust infrastructure for the machine economy — non-custodial ERC-4337 smart acc…
|
B 78 4⁄4 | ||||||||
| 19884 |
Enables AI assistants to interact with Google Cloud Platform services for log a…
|
B 78 4⁄4 | ||||||||
| 19885 |
MCP server for fetching METAR and TAF aviation weather data for airports by ICA…
|
B 78 3⁄3 | ||||||||
| 19886 |
Android/KMM MCP server: logcat, ADB device control, Compose previews, network, …
|
B 78 3⁄3 | ||||||||
| 19887 |
|
B 78 3⁄3 | ||||||||
| 19888 |
skillboss-skills
Claim
MCP server & Claude Code skills for 100+ AI services (LLMs, image/video gen, TT…
|
B 78 3⁄3 | ||||||||
| 19889 |
Analyzes application crash dumps and extracts debug symbols, transforming Windo…
|
B 78 4⁄4 | ||||||||
| 19890 |
fiori-mcp-server
Claim
SAP Fiori - Model Context Protocol (MCP) server
|
B 78 3⁄3 | ||||||||
| 19891 |
Offline verification of signed artifacts -- receipts, manifests, audit bundles.…
|
B 78 3⁄3 | ||||||||
| 19892 |
Provides programmatic access to the Binance.US cryptocurrency exchange, enablin…
|
B 78 4⁄4 | ||||||||
| 19893 |
Automatically generates Architecture Decision Records (ADRs) from Claude Code c…
|
B 78 3⁄3 | ||||||||
| 19894 |
TheBrain MCP Server
Claim
Enables AI assistants to interact with TheBrain's knowledge management system f…
|
B 78 4⁄4 | ||||||||
| 19895 |
Enables flight planning and aviation operations through intelligent airport res…
|
B 78 4⁄4 | ||||||||
| 19896 |
MCP server for Google Sheets API integration with comprehensive reading, writin…
|
B 78 4⁄4 | ||||||||
| 19897 |
Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring …
|
B 78 4⁄3 | ||||||||
| 19898 |
Enables Claude to create, edit, run, and manage reusable skills stored locally,…
|
B 78 4⁄3 | ||||||||
| 19899 |
Local email connectivity for AI agents — read, draft, send, and organize Outloo…
|
B 78 3⁄3 | ||||||||
| 19900 |
Connects Claude Desktop to Garmin Connect, enabling natural language queries of…
|
B 78 4⁄4 | ||||||||