MCP Server Quality Scores
Independent quality analysis of 33537 public MCP servers
Last updated 2 hours, 21 minutes ago
Grade Distribution
Score Distribution
Newly Added
toolstem-sec-mcp-server Hive Oracle GopherHole Agent Hub Akamai CDN Zyntra - Temp e-mails MCP| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21251 |
Enables AI assistants to generate and edit images through OpenAI's DALL-E model…
|
C 66 4⁄4 | ||||||||
| 21252 |
Provides intelligent retrieval capabilities for local files by scanning directo…
|
C 66 4⁄3 | ||||||||
| 21253 |
Provides intelligent code context and analysis through semantic compression, AS…
|
C 66 4⁄4 | ||||||||
| 21254 |
mcp-gateway
Claim
MCP OAuth Proxy incl. dynamic client registration (DCR), MCP prompt analytics a…
|
C 66 4⁄3 | ||||||||
| 21255 |
Unified MCP server combining hybrid search (vector + BM25 + code graph), struct…
|
C 66 4⁄3 | ||||||||
| 21256 |
Constitutional guardrails and loop detection for AI agents
|
C 66 3⁄3 | ||||||||
| 21257 |
Independent MCP client by swsistrip for Swiss Federal Railways (SBB/CFF/FFS) — …
|
C 66 3⁄3 | ||||||||
| 21258 |
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 | ||||||||
| 21259 |
Hard scope boundaries to prevent AI agent drift
|
C 66 3⁄3 | ||||||||
| 21260 |
smart-context-mcp
Claim
Reduces AI agent token usage by 90% via context compression and task checkpoint…
|
C 66 3⁄3 | ||||||||
| 21261 |
Yaver
Claim
P2P dev-machine MCP for phone-driven coding agents: hot reload, builds, deploys.
|
C 66 3⁄3 | ||||||||
| 21262 |
Enables semantic search across indexed documents using vector embeddings. Index…
|
C 66 4⁄3 | ||||||||
| 21263 |
A coordination layer for coding agents that provides identities, message thread…
|
C 66 4⁄4 | ||||||||
| 21264 |
Provides access to the Unusual Whales API for real-time financial data, options…
|
C 66 4⁄4 | ||||||||
| 21265 |
Pre-execution governance for AI agents. Validates tool calls before they execut…
|
C 66 4⁄3 | ||||||||
| 21266 |
MCP server for Intervals.icu — access training, wellness, and performance data …
|
C 66 3⁄3 | ||||||||
| 21267 |
MCP server discovery, indexing, and registration
|
C 66 3⁄3 | ||||||||
| 21268 |
ssh-mcp
Claim
MCP server exposing SSH control for Linux and Windows servers. Allows long runn…
|
C 66 4⁄3 | ||||||||
| 21269 |
Connects Claude to the Statonic video editor to enable vision-based reference v…
|
C 66 4⁄3 | ||||||||
| 21270 |
decipher-research-agent
Claim
Turn topics, links, and files into AI-generated research notebooks — summarize,…
|
C 66 4⁄3 | ||||||||
| 21271 |
python-ai-kit
Claim
Python boilerplate for creating AI agents, MCP servers, API microservices and m…
|
C 66 4⁄3 | ||||||||
| 21272 |
Enables AI assistants to interact with Attio CRM through natural language, prov…
|
C 66 4⁄4 | ||||||||
| 21273 |
A standalone server that enables programmatic interaction with Vendure CLI comm…
|
C 66 4⁄4 | ||||||||
| 21274 |
Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG p…
|
C 66 4⁄3 | ||||||||
| 21275 |
Model Context Protocol server that enables AI assistants like Claude to access …
|
C 66 4⁄4 | ||||||||
| 21276 |
Agent-to-agent communication bridge for multi-agent systems
|
C 66 3⁄3 | ||||||||
| 21277 |
A Model Context Protocol server that allows language models to manage Hetzner C…
|
C 66 4⁄4 | ||||||||
| 21278 |
Conduit
Claim
AI-powered connection manager with 60+ MCP tools for SSH terminal execution, RD…
|
C 66 3⁄3 | ||||||||
| 21279 |
A Model Context Protocol server that provides seamless integration with Mingdao…
|
C 66 4⁄4 | ||||||||
| 21280 |
A multi-agent orchestration platform for Claude Code providing 61 tools for aut…
|
C 66 4⁄3 | ||||||||
| 21281 |
Enables reading, searching, and sending iMessages directly from MCP-compatible …
|
C 66 4⁄3 | ||||||||
| 21282 |
Mnemo
Claim
Provides AI assistants with extended memory by loading large codebases, documen…
|
C 66 4⁄4 | ||||||||
| 21283 |
Twitter X Automation
Claim
Twitter X automation MCP - post schedule analytics engagement social media
|
C 66 4⁄3 | ||||||||
| 21284 |
Connects AI coding agents to Autodesk Fusion 360 for CAD automation, enabling n…
|
C 66 4⁄3 | ||||||||
| 21285 |
An MCP server that gives LLMs persistent, searchable semantic memory
|
C 66 3⁄3 | ||||||||
| 21286 |
A persistent memory server for AI agents that stores structured notes in a loca…
|
C 66 4⁄3 | ||||||||
| 21287 |
Coordinates up to 64 parallel expert agents for complex multi-agent orchestrati…
|
C 66 4⁄3 | ||||||||
| 21288 |
MCP server for Slurm workload management and HPC job scheduling
|
C 66 4⁄3 | ||||||||
| 21289 |
F5 Distributed Cloud Terraform provider docs, 270+ OpenAPI specs, and subscript…
|
C 66 4⁄3 | ||||||||
| 21290 |
golf-scanner
Claim
Discover and audit MCP servers for security vulnerabilities across Claude Code,…
|
C 66 4⁄3 | ||||||||
| 21291 |
Enables LLMs like Claude to securely execute Kubernetes CLI tools (kubectl, hel…
|
C 66 4⁄4 | ||||||||
| 21292 |
Provides spatial context and geographic data access for LLMs through France's G…
|
C 66 4⁄4 | ||||||||
| 21293 |
Hashfile MCP
Claim
Hash-anchored file editing with surgical precision over file editing and ironcl…
|
C 66 4⁄3 | ||||||||
| 21294 |
Take Wayland screenshots via grim/slurp. Full screen, region, or interactive cr…
|
C 66 3⁄3 | ||||||||
| 21295 |
MCP server for Greater China local life services: Meituan/Ele.me food delivery,…
|
C 66 4⁄4 | ||||||||
| 21296 |
Enables AI assistants to control and interact with BetterTouchTool on macOS, al…
|
C 66 4⁄3 | ||||||||
| 21297 |
Enables AI models to interact with AWS Lambda functions via the MCP protocol, a…
|
C 66 4⁄4 | ||||||||
| 21298 |
mcp_agent_mail_rust
Claim
Rust MCP server for multi-agent coordination: 34 tools, Git-backed archive, SQL…
|
C 66 4⁄3 | ||||||||
| 21299 |
Enables interaction with VibeDoge lottery system through comprehensive tools fo…
|
C 66 4⁄4 | ||||||||
| 21300 |
Constitutional AI governance server with 5-organ Trinity and enforced floors F1…
|
C 66 3⁄3 | ||||||||