MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 7 hours, 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19751 |
Manage Proxmox VE through AI assistants
|
B 80 4⁄3 | ||||||||
| 19752 |
Integrates with Linear project management system
|
B 80 4⁄4 | ||||||||
| 19753 |
Enables AI assistants to interact with WhatsApp through the WSAPI service, supp…
|
B 80 4⁄4 | ||||||||
| 19754 |
Local-first MCP server for Claude/Codex project wiki and graph workflows
|
B 80 3⁄3 | ||||||||
| 19755 |
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
|
B 80 3⁄3 | ||||||||
| 19756 |
An MCP server that connects Claude to the USAJobs API, enabling natural languag…
|
B 80 3⁄3 | ||||||||
| 19757 |
Analyze your MCP setup: token costs, grades, duplicates, and optimization tips
|
B 80 3⁄3 | ||||||||
| 19758 |
Persistent memory for AI coding tools via MCP. Remembers across sessions and ma…
|
B 80 3⁄3 | ||||||||
| 19759 |
Enables automated login and price monitoring for OZON seller platform using QQ …
|
B 80 3⁄3 | ||||||||
| 19760 |
Real-time GitHub Actions observability through VS Code with GitHub Copilot, pro…
|
B 80 4⁄3 | ||||||||
| 19761 |
Observe and operate Hatchet workflows from an AI agent — runs, logs, trigger, c…
|
B 79 3⁄3 | ||||||||
| 19762 |
Provides 15 tools covering OpenDART 83 APIs for disclosures, financials, equity…
|
B 79 3⁄3 | ||||||||
| 19763 |
Secure read-only MCP server for Slack workspaces
|
B 79 3⁄3 | ||||||||
| 19764 |
jsc-typescript-ast-mcp
Claim
AST for TypeScript, supports creating JSON representations of React components
|
B 79 3⁄3 | ||||||||
| 19765 |
MCP server for creating and managing SOPS-encrypted secret files using age encr…
|
B 79 3⁄3 | ||||||||
| 19766 |
Cross-surface persistent memory for Claude. Bridges context between Claude Chat…
|
B 79 3⁄3 | ||||||||
| 19767 |
AI-native Microsoft Teams integration — read chats, send messages, search people
|
B 79 3⁄3 | ||||||||
| 19768 |
A high-performance browser automation MCP server that provides AI agents with a…
|
B 79 3⁄3 | ||||||||
| 19769 |
aapl-ads-mcp
Claim
|
B 79 3⁄3 | ||||||||
| 19770 |
Run queries, explore schemas, and retrieve table data with ease. Diagnose perfo…
|
B 79 4⁄3 | ||||||||
| 19771 |
Feishu/Lark MCP server + CLI tool. 85 tools, 3 auth layers. Send as user via co…
|
B 79 3⁄3 | ||||||||
| 19772 |
Structural graph map of any codebase so LLMs navigate by structure, not guesswo…
|
B 79 3⁄3 | ||||||||
| 19773 |
MCP server for AI image generation, transformation, and style management via th…
|
B 79 4⁄3 | ||||||||
| 19774 |
python-utcp
Claim
Official python implementation of UTCP. UTCP is an open standard that lets AI a…
|
B 79 4⁄3 | ||||||||
| 19775 |
cdt-express-mcp
Claim
Interact with climate metrics via Riskthinking.AI's CDT Express API in supporte…
|
B 79 3⁄3 | ||||||||
| 19776 |
Runtime budget authority for autonomous agents - a set of tools to check, reser…
|
B 79 3⁄3 | ||||||||
| 19777 |
mcp-kubernetes-ro
Claim
Provides read-only access to Kubernetes clusters for AI assistants.
|
B 79 4⁄3 | ||||||||
| 19778 |
Local-first grocery price intelligence with a read-only MCP server.
|
B 79 3⁄3 | ||||||||
| 19779 |
MCP server for Obsidian vaults - AI tools with consistent canonical context. Lo…
|
B 79 4⁄3 | ||||||||
| 19780 |
Extract and process web content into clean, structured formats optimized for LL…
|
B 79 3⁄3 | ||||||||
| 19781 |
Enables AI-powered video-to-audio and text-to-audio generation using MMAudio's …
|
B 79 4⁄4 | ||||||||
| 19782 |
mcp-PostmanV3
|
B 79 4⁄3 | ||||||||
| 19783 |
Validate tool-call args before execution. Returns LLM-friendly retry hints.
|
B 79 3⁄3 | ||||||||
| 19784 |
Tautulli (Plex media server monitoring) with 11 read-only tools for activity, h…
|
B 79 3⁄3 | ||||||||
| 19785 |
attio-mcp-server
Claim
Provides seamless access to the Attio API for AI assistants like Claude and Cur…
|
B 79 4⁄3 | ||||||||
| 19786 |
Token-saving MCP proxy that intercepts oversized tool returns and replaces them…
|
B 79 3⁄3 | ||||||||
| 19787 |
AgentAnycast
Claim
P2P runtime for A2A protocol. Encrypted agent communication with zero-config NA…
|
B 79 3⁄3 | ||||||||
| 19788 |
|
B 79 3⁄3 | ||||||||
| 19789 |
git-courer
Claim
Full git MCP server for LLM agents — 17 tools, AST annotator, auto-backups, rea…
|
B 79 3⁄3 | ||||||||
| 19790 |
Access 1,500+ Murphy's Laws: search, browse by category, random, daily, submit.
|
B 79 3⁄3 | ||||||||
| 19791 |
stacklit
Claim
One command gives AI agents instant codebase context. ~250 tokens replaces 50,0…
|
B 79 3⁄3 | ||||||||
| 19792 |
A TypeScript-based MCP server that facilitates note management and weather quer…
|
B 79 3⁄3 | ||||||||
| 19793 |
Enables AI agents to read, search, and modify HWPX documents directly via MCP, …
|
B 79 4⁄3 | ||||||||
| 19794 |
Mobile device interaction automation via MCP
|
B 79 4⁄3 | ||||||||
| 19795 |
mcp-fusion
Claim
A TypeScript framework for building production-ready MCP servers with automatic…
|
B 79 3⁄3 | ||||||||
| 19796 |
Meta Ads MCP by ScaleForge — control Facebook & Instagram Ads via Graph API v24…
|
B 79 3⁄3 | ||||||||
| 19797 |
Crypto wallets, payments, and referral earnings for AI agents on Base L2
|
B 79 3⁄3 | ||||||||
| 19798 |
MCP server discovery - find and install MCP servers from Official Registry, Gla…
|
B 79 3⁄3 | ||||||||
| 19799 |
A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics…
|
B 79 4⁄3 | ||||||||
| 19800 |
linkedapi-mcp
Claim
MCP server that lets AI assistants control LinkedIn accounts and retrieve real-…
|
B 79 4⁄4 | ||||||||