MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22201 |
A production-ready MCP server built with FastAPI, providing an enhanced tool re…
|
C 66 4⁄4 | ||||||||
| 22202 |
guardrly-mcp
Claim
Non-invasive AI Agent monitoring — audit every API call to Shopify, Meta Ads, a…
|
C 66 3⁄3 | ||||||||
| 22203 |
Enables AI models to interact with AWS Lambda functions via the MCP protocol, a…
|
C 66 4⁄4 | ||||||||
| 22204 |
Enables interaction with Azure DevOps through natural language in Cursor IDE. S…
|
C 66 4⁄3 | ||||||||
| 22205 |
An MCP server that connects Claude to Trello, enabling comprehensive management…
|
C 66 4⁄3 | ||||||||
| 22206 |
聚合55+平台热门榜单数据的AI工具，支持微博、知乎、B站、GitHub等平台。适用于LLM/RAG场景。
|
C 66 3⁄3 | ||||||||
| 22207 |
flapi
Claim
API Framework heavily relying on the power of DuckDB and DuckDB extensions. Rea…
|
C 66 4⁄3 | ||||||||
| 22208 |
MCP server for Growi Finance — programmatic interaction with the GrowiHFVault o…
|
C 66 3⁄3 | ||||||||
| 22209 |
Context window token analysis and budget management
|
C 66 3⁄3 | ||||||||
| 22210 |
MCP server for Node-RED — safe deploy, optimistic locking, smart search, 13 too…
|
C 66 3⁄3 | ||||||||
| 22211 |
An MCP server that provides secure access to 1Password secrets and item managem…
|
C 66 3⁄3 | ||||||||
| 22212 |
Provides access to 50+ Amadeus Travel APIs for AI assistants to search and book…
|
C 66 4⁄4 | ||||||||
| 22213 |
A high-performance TypeScript server that enables interaction with Obsidian vau…
|
C 66 4⁄3 | ||||||||
| 22214 |
A comprehensive Model Context Protocol server that provides AI assistants with …
|
C 66 4⁄4 | ||||||||
| 22215 |
sharplens-mcp
Claim
58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find us…
|
C 66 3⁄3 | ||||||||
| 22216 |
e18e
Claim
The official e18e MCP server keeping your agent in check from installing bloate…
|
C 66 4⁄3 | ||||||||
| 22217 |
MCP server for Slurm workload management and HPC job scheduling
|
C 66 4⁄3 | ||||||||
| 22218 |
foo-ai
Claim
MCP control for foobar2000. Control your music player with an AI assistant!
|
C 66 3⁄3 | ||||||||
| 22219 |
XActions MCP Server
Claim
Enables AI agents to automate Twitter/X interactions with over 140 tools, requi…
|
C 66 4⁄3 | ||||||||
| 22220 |
Enables Claude Desktop to securely access Amazon WorkMail email and calendar fu…
|
C 66 3⁄3 | ||||||||
| 22221 |
An MCP server for the BTSE Futures API that allows AI agents to query market da…
|
C 66 4⁄3 | ||||||||
| 22222 |
Constitutional AI governance server with 5-organ Trinity and enforced floors F1…
|
C 66 3⁄3 | ||||||||
| 22223 |
Enables Claude to interact directly with Figma Desktop for creating UI componen…
|
C 66 3⁄3 | ||||||||
| 22224 |
Debug your Container and Kubernetes workloads with an AI interface powered by e…
|
C 66 4⁄4 | ||||||||
| 22225 |
Run Safe -> Run Fast -> Run Cheap
Vouch- we are an advanced Ai Deterministic l…
|
C 66 3⁄3 | ||||||||
| 22226 |
local-mcp-gateway
Claim
Aggregate multiple MCP servers into a single endpoint with web UI, OAuth 2.1, a…
|
C 66 4⁄3 | ||||||||
| 22227 |
Crypto market intelligence MCP — pay-per-tool-call in USDC on Base via the x402…
|
C 66 3⁄3 | ||||||||
| 22228 |
Yaver
Claim
P2P dev-machine MCP for phone-driven coding agents: hot reload, builds, deploys.
|
C 66 3⁄3 | ||||||||
| 22229 |
Aluvia
Claim
The Aluvia MCP server exposes browser session management, geo-targeting, and ac…
|
C 66 3⁄3 | ||||||||
| 22230 |
A server that connects Unity with local large language models through Ollama, e…
|
C 66 4⁄3 | ||||||||
| 22231 |
Conduit
Claim
AI-powered connection manager with 60+ MCP tools for SSH terminal execution, RD…
|
C 66 3⁄3 | ||||||||
| 22232 |
supabase
Claim
|
C 66 4⁄3 | ||||||||
| 22233 |
Record and replay AI agent execution for debugging
|
C 66 3⁄3 | ||||||||
| 22234 |
Organize your MCP servers in local workspaces, share them as Yet-Another-MCP th…
|
C 66 4⁄3 | ||||||||
| 22235 |
Connects Claude to the Statonic video editor to enable vision-based reference v…
|
C 66 4⁄3 | ||||||||
| 22236 |
Run sudo commands with a Fernet-encrypted password bound to machine-id + user.
|
C 66 3⁄3 | ||||||||
| 22237 |
seq-mcp-server
Claim
A Model Context Protocol (MCP) server providing AI assistants with tools to sea…
|
C 66 3⁄3 | ||||||||
| 22238 |
Tools to interact with the Camunda 7 Community Edition Engine using the Model C…
|
C 66 3⁄3 | ||||||||
| 22239 |
F5 Distributed Cloud Terraform provider docs, 270+ OpenAPI specs, and subscript…
|
C 66 4⁄3 | ||||||||
| 22240 |
|
C 66 3⁄3 | ||||||||
| 22241 |
An MCP server that enables Claude Code and other MCP clients to take screenshot…
|
C 66 3⁄3 | ||||||||
| 22242 |
A Model Context Protocol server for removing backgrounds from images using AI-p…
|
C 66 3⁄3 | ||||||||
| 22243 |
Provides spatial context and geographic data access for LLMs through France's G…
|
C 66 4⁄4 | ||||||||
| 22244 |
Enables AI agents to interact with Kubernetes clusters through progressive disc…
|
C 66 4⁄3 | ||||||||
| 22245 |
Enables LLMs like Claude to securely execute Kubernetes CLI tools (kubectl, hel…
|
C 66 4⁄4 | ||||||||
| 22246 |
Provides Korean corporate tax-based fixed asset depreciation calculations and t…
|
C 66 3⁄3 | ||||||||
| 22247 |
Eclipse IDE as an MCP Server for AI Agents
|
C 66 3⁄3 | ||||||||
| 22248 |
Independent MCP client by swsistrip for Swiss Federal Railways (SBB/CFF/FFS) — …
|
C 66 3⁄3 | ||||||||
| 22249 |
A standalone server that enables programmatic interaction with Vendure CLI comm…
|
C 66 4⁄4 | ||||||||
| 22250 |
An MCP server that enables LLMs to interact with MISP for threat intelligence s…
|
C 66 4⁄4 | ||||||||