MCP Server Quality Scores
Independent quality analysis of 33593 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19951 |
Independent AI certification authority. Trust scores, search, comparison, and v…
|
B 76 3⁄3 | ||||||||
| 19952 |
An MCP server that connects AI assistants to a local Wolfram Engine, enabling s…
|
B 76 3⁄3 | ||||||||
| 19953 |
Generate professional PDF reports from LLM output — cover, TOC, tables, charts,…
|
B 76 3⁄3 | ||||||||
| 19954 |
reshapr
Claim
The open source, no-code MCP Server for AI-Native API Access
|
B 76 3⁄3 | ||||||||
| 19955 |
Enables AI assistants to manage Todoist tasks, projects, sections, and labels t…
|
B 76 4⁄4 | ||||||||
| 19956 |
Discover and connect your agents with other agents via A2A protocol. Share res…
|
B 76 3⁄3 | ||||||||
| 19957 |
cadre-ai
Claim
Voice-driven AI professional agent. Real-time conversations powered by Gemini L…
|
B 76 4⁄3 | ||||||||
| 19958 |
Enables AI assistants to interact with Odoo ERP systems through natural languag…
|
B 76 4⁄4 | ||||||||
| 19959 |
An MCP server for stealth browser automation that uses human-like interaction p…
|
B 76 3⁄3 | ||||||||
| 19960 |
Rootcause
Claim
RootCause is a local-first MCP server that helps operators manage Kubernetes re…
|
B 76 4⁄3 | ||||||||
| 19961 |
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
|
B 76 4⁄3 | ||||||||
| 19962 |
wow-mcp
Claim
A comprehensive MCP server that wraps the complete World of Warcraft retail API…
|
B 76 4⁄3 | ||||||||
| 19963 |
A TypeScript-aware MCP server that provides coding agents with repository disco…
|
B 76 3⁄3 | ||||||||
| 19964 |
Enables AI assistants to control Commodore 64 Ultimate hardware via REST API, s…
|
B 76 4⁄4 | ||||||||
| 19965 |
mcp-wordpress-instaWP
|
B 76 4⁄3 | ||||||||
| 19966 |
Connect AI agents to MATLAB — execute code, run async jobs with progress report…
|
B 76 3⁄3 | ||||||||
| 19967 |
MCP server fetches URL through a real Chromium browser, returns main content as…
|
B 76 3⁄3 | ||||||||
| 19968 |
|
B 76 3⁄3 | ||||||||
| 19969 |
parseflow
Claim
PDF parsing server with text extraction, metadata, search, images, and TOC via …
|
B 76 4⁄3 | ||||||||
| 19970 |
Enables AI agents to control the Google Chrome browser through a Node.js WebSoc…
|
B 76 3⁄3 | ||||||||
| 19971 |
attest-mcp
Claim
Credential enforcement middleware for MCP servers — verifies scoped tokens on e…
|
B 76 3⁄3 | ||||||||
| 19972 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 19973 |
Connects AI coding assistants to Gaffer test history and coverage data to analy…
|
B 76 4⁄4 | ||||||||
| 19974 |
Semore K-product MCP server: search K-beauty/fashion/pop, cross-border carts, A…
|
B 76 3⁄3 | ||||||||
| 19975 |
paperless-mcp
|
B 76 4⁄4 | ||||||||
| 19976 |
Enables Claude to interact with Super Productivity's local REST API for task, p…
|
B 76 3⁄3 | ||||||||
| 19977 |
mcp
Claim
Sapiom MCP server — authentication, verification, and API tools
|
B 76 4⁄3 | ||||||||
| 19978 |
devtap
Claim
Bridge build/dev process output to AI coding sessions via MCP — supports Claude…
|
B 76 4⁄3 | ||||||||
| 19979 |
A Model Context Protocol (MCP) server for accessing Productive.io API endpoints…
|
B 76 4⁄3 | ||||||||
| 19980 |
Empowers AI agents to securely read and extract information (text, metadata, pa…
|
B 76 4⁄3 | ||||||||
| 19981 |
MCP server exposing pwntools 4.15.0 functionality for binary exploitation
|
B 76 3⁄3 | ||||||||
| 19982 |
Prometheus MCP — query metrics, inspect alerts, and explore scrape targets (rea…
|
B 76 3⁄3 | ||||||||
| 19983 |
Indian financial headlines to sector trading signals and long/short ideas.
|
B 76 3⁄3 | ||||||||
| 19984 |
MCP server exposing Minuet's ERC-8004 agent relationship graph.
|
B 76 3⁄3 | ||||||||
| 19985 |
Remote MCP Server
Claim
A server that implements the Model Context Protocol (MCP) on Cloudflare Workers…
|
B 76 4⁄4 | ||||||||
| 19986 |
AI agent identity, permissions, trust scores, and tamper-evident audit trails v…
|
B 76 3⁄3 | ||||||||
| 19987 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 4⁄3 | ||||||||
| 19988 |
Python intent tracing MCP: map specs to pytest tests, monitor implementation pr…
|
B 76 4⁄3 | ||||||||
| 19989 |
kmcp
Claim
CLI tool and Kubernetes Controller for building, testing and deploying MCP serv…
|
B 76 4⁄3 | ||||||||
| 19990 |
MCP server that exposes Pyright language server functionality
|
B 76 3⁄3 | ||||||||
| 19991 |
150+ SAP HANA database tools as MCP tools for AI assistants
|
B 76 3⁄3 | ||||||||
| 19992 |
Enables control and management of Coolify self-hosted PaaS instances, allowing …
|
B 76 4⁄4 | ||||||||
| 19993 |
🧠 High-performance persistent memory system for Model Context Protocol (MCP) po…
|
B 76 4⁄3 | ||||||||
| 19994 |
Content-addressed semantics: fail-closed handshakes over 452 cognitive patterns.
|
B 76 3⁄3 | ||||||||
| 19995 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 19996 |
Generate styled QR codes, manage dynamic short links with analytics, and publis…
|
B 76 3⁄3 | ||||||||
| 19997 |
LinkedIn-native AI content creation, scheduling & analytics via MCP.
|
B 76 4⁄3 | ||||||||
| 19998 |
Enables AI assistants to interact with local Obsidian vaults through direct fil…
|
B 76 4⁄3 | ||||||||
| 19999 |
Bridges AI coding agents with the browser to provide visual debugging, real-tim…
|
B 76 4⁄3 | ||||||||
| 20000 |
A universal gateway that aggregates multiple MCP servers into a single interfac…
|
B 76 4⁄4 | ||||||||