MCP Server Quality Scores
Independent quality analysis of 33593 public MCP servers
Last updated 1 hour, 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20001 |
Enables AI assistants to interact with local Obsidian vaults through direct fil…
|
B 76 4⁄3 | ||||||||
| 20002 |
GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or …
|
B 76 3⁄3 | ||||||||
| 20003 |
Indian financial headlines to sector trading signals and long/short ideas.
|
B 76 3⁄3 | ||||||||
| 20004 |
MCP server for email + calendar via classic Outlook on Windows (COM automation)…
|
B 76 3⁄3 | ||||||||
| 20005 |
Independent AI certification authority. Trust scores, search, comparison, and v…
|
B 76 3⁄3 | ||||||||
| 20006 |
Python intent tracing MCP: map specs to pytest tests, monitor implementation pr…
|
B 76 4⁄3 | ||||||||
| 20007 |
AI agent identity, permissions, trust scores, and tamper-evident audit trails v…
|
B 76 3⁄3 | ||||||||
| 20008 |
MCP server exposing Minuet's ERC-8004 agent relationship graph.
|
B 76 3⁄3 | ||||||||
| 20009 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 4⁄3 | ||||||||
| 20010 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 20011 |
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
|
B 76 4⁄3 | ||||||||
| 20012 |
wow-mcp
Claim
A comprehensive MCP server that wraps the complete World of Warcraft retail API…
|
B 76 4⁄3 | ||||||||
| 20013 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 20014 |
reshapr
Claim
The open source, no-code MCP Server for AI-Native API Access
|
B 76 3⁄3 | ||||||||
| 20015 |
Control NVIDIA Isaac Sim robotics simulator through MCP with 39 tools
|
B 76 3⁄3 | ||||||||
| 20016 |
Remote MCP Server
Claim
A server that implements the Model Context Protocol (MCP) on Cloudflare Workers…
|
B 76 4⁄4 | ||||||||
| 20017 |
graph-tool-call
Claim
When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%…
|
B 76 4⁄3 | ||||||||
| 20018 |
Event-sourced knowledge graph memory for AI coding agents with semantic search
|
B 76 4⁄3 | ||||||||
| 20019 |
MCP server for Shopify Admin API with a ComfyUI bridge for AI product image gen…
|
B 76 3⁄3 | ||||||||
| 20020 |
Open-source MCP server with browser automation and knowledge packs for AI agents
|
B 76 3⁄3 | ||||||||
| 20021 |
abcoder
Claim
deep, reliable and confidential coding-context
|
B 76 4⁄3 | ||||||||
| 20022 |
Memory Search MCP Server
Claim
Persistent memory system for AI agents that records episodic memories with care…
|
B 76 3⁄3 | ||||||||
| 20023 |
LinkedIn-native AI content creation, scheduling & analytics via MCP.
|
B 76 4⁄3 | ||||||||
| 20024 |
Enables Claude to interact with Super Productivity's local REST API for task, p…
|
B 76 3⁄3 | ||||||||
| 20025 |
kmcp
Claim
CLI tool and Kubernetes Controller for building, testing and deploying MCP serv…
|
B 76 4⁄3 | ||||||||
| 20026 |
Generate professional PDF reports from LLM output — cover, TOC, tables, charts,…
|
B 76 3⁄3 | ||||||||
| 20027 |
Manage WhatsApp Business templates and send messages via Meta Cloud API
|
B 76 3⁄3 | ||||||||
| 20028 |
MCP server exposing sigrok-cli functionality for logic analyzer hardware and pr…
|
B 76 3⁄3 | ||||||||
| 20029 |
Enables AI assistants to render 3D models from OpenSCAD code, generating single…
|
B 76 4⁄4 | ||||||||
| 20030 |
|
B 76 3⁄3 | ||||||||
| 20031 |
MCP server for Artillery 2.x — full flags, Fargate, raw-text parser, project la…
|
B 76 3⁄3 | ||||||||
| 20032 |
toolhive
Claim
ToolHive is an enterprise-grade platform for running and managing Model Context…
|
B 76 4⁄3 | ||||||||
| 20033 |
Rootcause
Claim
RootCause is a local-first MCP server that helps operators manage Kubernetes re…
|
B 76 4⁄3 | ||||||||
| 20034 |
150+ SAP HANA database tools as MCP tools for AI assistants
|
B 76 3⁄3 | ||||||||
| 20035 |
MCP server exposing cypari2 (PARI/GP) number theory library
|
B 76 3⁄3 | ||||||||
| 20036 |
Enables CRUD operations on WebDAV file systems with authentication support, all…
|
B 76 4⁄4 | ||||||||
| 20037 |
|
B 76 3⁄3 | ||||||||
| 20038 |
MCP server that exposes Pyright language server functionality
|
B 76 3⁄3 | ||||||||
| 20039 |
Local-first AI memory for developers. Watches your files, dreams while you code…
|
B 76 3⁄3 | ||||||||
| 20040 |
An MCP server for the Hudu IT documentation platform that provides 39 tools and…
|
B 75 4⁄4 | ||||||||
| 20041 |
pocketlantern
Claim
Blocker-aware decision layer for AI coding agents, grounded in source-linked, t…
|
B 75 3⁄3 | ||||||||
| 20042 |
Connect Claude to Microsoft Teams — read/send messages, list channels, search c…
|
B 75 3⁄3 | ||||||||
| 20043 |
mcp-chat-studio
Claim
A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Cl…
|
B 75 4⁄3 | ||||||||
| 20044 |
MCP server for App Store Connect & Google Play Console — iOS/Android app manage…
|
B 75 3⁄3 | ||||||||
| 20045 |
WordPress MCP Server
Claim
A comprehensive MCP server for managing WordPress sites through the REST API, f…
|
B 75 4⁄3 | ||||||||
| 20046 |
📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve…
|
B 75 4⁄3 | ||||||||
| 20047 |
13 specialized AI agents collaborating via SQLite. 44 MCP tools. One-command in…
|
B 75 3⁄3 | ||||||||
| 20048 |
Enables AI assistants to interact with Grafana dashboards, datasources, alerts,…
|
B 75 4⁄4 | ||||||||
| 20049 |
Obsidian vault structural health: broken links, orphans, missing frontmatter, s…
|
B 75 3⁄3 | ||||||||
| 20050 |
16 engines, 28 MCP tools for Python code quality. Zero external dependencies.
|
B 75 3⁄3 | ||||||||