MCP Server Quality Scores
Independent quality analysis of 48850 public MCP servers
Last updated 1 hour, 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20151 |
Enables AI systems to securely interact with self-hosted Bitbucket repositories…
|
B 77 4⁄3 | ||||||||
| 20152 |
400+ ServiceNow tools across all modules — ITSM, CMDB, HRSD, CSM, SecOps, and m…
|
B 77 4⁄3 | ||||||||
| 20153 |
srefix-diagnosis
Claim
A toolkit of 256 MCP servers for SRE incident diagnosis with Claude. One agent …
|
B 77 3⁄3 | ||||||||
| 20154 |
MCP server to control Gemini web interface via CDP for AI image generation, cha…
|
B 77 3⁄3 | ||||||||
| 20155 |
MCP server for academic papers, citations, authors, ECOS dossiers, and Federal …
|
B 77 3⁄3 | ||||||||
| 20156 |
Developer logbook MCP server. Notes, TODOs, standups, decisions, debug sessions…
|
B 77 3⁄3 | ||||||||
| 20157 |
Integrates Firecrawl web scraping capabilities to extract, crawl, search, and a…
|
B 77 4⁄4 | ||||||||
| 20158 |
On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, Volatility) f…
|
B 77 3⁄3 | ||||||||
| 20159 |
archestra
Claim
Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator
|
B 77 4⁄3 | ||||||||
| 20160 |
Local OCR & image analysis via Apple Vision — no cloud, no API keys, ~97% fewer…
|
B 77 3⁄3 | ||||||||
| 20161 |
Model Context Protocol server for CiviCRM — AuthX-first, schema-introspected, w…
|
B 77 3⁄3 | ||||||||
| 20162 |
A Python-based MCP server that automates WhatsApp Web using Playwright to manag…
|
B 77 3⁄3 | ||||||||
| 20163 |
ns-mcp-server
Claim
Access Dutch Railways (NS) travel information, schedules, and real-time updates
|
B 77 4⁄4 | ||||||||
| 20164 |
Sunsama MCP Server
Claim
Enables AI assistants to manage tasks in Sunsama, including creating tasks, rea…
|
B 77 4⁄4 | ||||||||
| 20165 |
pituitary
Claim
Catch spec drift before it catches you. Detect overlap, stale docs, and code dr…
|
B 77 3⁄3 | ||||||||
| 20166 |
Enables delegation of agentic sessions to Kubernetes-hosted Claude agents runni…
|
B 77 4⁄4 | ||||||||
| 20167 |
Provides comprehensive administrator-level control for Minecraft Java Edition s…
|
B 77 3⁄3 | ||||||||
| 20168 |
Enables LLM applications to interact with OpenProject for project management, w…
|
B 77 4⁄3 | ||||||||
| 20169 |
Search 41K+ nonprofits, get impact data, submit enrichments, donate USDC via x4…
|
B 77 3⁄3 | ||||||||
| 20170 |
Stdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers
|
B 77 3⁄3 | ||||||||
| 20171 |
OTC crypto trading with HTLC atomic settlement on Ethereum and Bitcoin
|
B 77 3⁄3 | ||||||||
| 20172 |
AI agent orchestrator with Architect AI. Multi-team, web dashboard, 35+ MCP too…
|
B 76 3⁄3 | ||||||||
| 20173 |
Official MCP server for Anytype API - your encrypted, local and collaborative w…
|
B 76 4⁄3 | ||||||||
| 20174 |
🧠 High-performance persistent memory system for Model Context Protocol (MCP) po…
|
B 76 4⁄3 | ||||||||
| 20175 |
Calendar MCP
Claim
Production-grade Model Context Protocol server for Google Calendar with compreh…
|
B 76 4⁄3 | ||||||||
| 20176 |
picocalc-mcp
Claim
AI assistant access to PicoCalc MicroPython hardware over USB.
|
B 76 3⁄3 | ||||||||
| 20177 |
Plan fieldwork with location-based weather insights and quick place lookups. Ca…
|
B 76 3⁄3 | ||||||||
| 20178 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 4⁄3 | ||||||||
| 20179 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 20180 |
kmcp
Claim
CLI tool and Kubernetes Controller for building, testing and deploying MCP serv…
|
B 76 4⁄3 | ||||||||
| 20181 |
Scaffolds MERN CRUD resources into existing Express and React codebases.
|
B 76 3⁄3 | ||||||||
| 20182 |
A universal gateway that aggregates multiple MCP servers into a single interfac…
|
B 76 4⁄4 | ||||||||
| 20183 |
📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel p…
|
B 76 4⁄3 | ||||||||
| 20184 |
rootcause
Claim
RootCause is a local-first MCP server that turns natural-language requests into…
|
B 76 4⁄3 | ||||||||
| 20185 |
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
|
B 76 3⁄3 | ||||||||
| 20186 |
abcoder
Claim
deep, reliable and confidential coding-context
|
B 76 4⁄3 | ||||||||
| 20187 |
Policy-based governance for AI agent tool calls. YAML policy, approval gates, a…
|
B 76 3⁄3 | ||||||||
| 20188 |
|
B 76 3⁄3 | ||||||||
| 20189 |
AgentFlow is a next-generation, premium agentic workflow system built on the Mo…
|
B 76 3⁄3 | ||||||||
| 20190 |
MCP server for email + calendar via classic Outlook on Windows (COM automation)…
|
B 76 3⁄3 | ||||||||
| 20191 |
On-device documentation search for agents
|
B 76 3⁄3 | ||||||||
| 20192 |
graph-tool-call
Claim
When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%…
|
B 76 4⁄3 | ||||||||
| 20193 |
Enables AI agents to read, write, and edit Office documents via LibreOffice wit…
|
B 76 3⁄3 | ||||||||
| 20194 |
Bridges AI coding agents with the browser to provide visual debugging, real-tim…
|
B 76 4⁄3 | ||||||||
| 20195 |
memory-search-mcp
Claim
memory-search-mcp MCP server by MEOK AI Labs
|
B 76 3⁄3 | ||||||||
| 20196 |
Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, …
|
B 76 3⁄3 | ||||||||
| 20197 |
MCP server for Prometheus metrics and observability. Give Claude (or any MCP-ca…
|
B 76 3⁄3 | ||||||||
| 20198 |
UML-MCP
Claim
Generates UML and other diagrams (30+ types) via the Model Context Protocol, su…
|
B 76 4⁄3 | ||||||||
| 20199 |
A Model Context Protocol (MCP) server for accessing Productive.io API endpoints…
|
B 76 4⁄3 | ||||||||
| 20200 |
webfetch-mcp
Claim
Drop-in MCP replacement for the built-in WebFetch tool. Adds domain-scoped cust…
|
B 76 3⁄3 | ||||||||