MCP Server Quality Scores
Independent quality analysis of 59385 public MCP servers
Last updated 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20201 |
A read-only MCP server connecting AI assistants to Azure DevOps Server (on-prem…
|
B 76 3⁄3 | ||||||||
| 20202 |
MCP server for Taskwarrior 3.x, TaskChampion, and Timewarrior task management.
|
B 76 3⁄3 | ||||||||
| 20203 |
attest-mcp
Claim
Credential enforcement middleware for MCP servers — verifies scoped tokens on e…
|
B 76 3⁄3 | ||||||||
| 20204 |
Bridges AI coding agents with the browser to provide visual debugging, real-tim…
|
B 76 4⁄3 | ||||||||
| 20205 |
parseflow
Claim
PDF parsing server with text extraction, metadata, search, images, and TOC via …
|
B 76 4⁄3 | ||||||||
| 20206 |
Content-addressed semantics: fail-closed handshakes over 452 cognitive patterns.
|
B 76 3⁄3 | ||||||||
| 20207 |
cadre-ai
Claim
Voice-driven AI professional agent. Real-time conversations powered by Gemini L…
|
B 76 4⁄3 | ||||||||
| 20208 |
An MCP server that connects AI assistants to a local Wolfram Engine, enabling s…
|
B 76 3⁄3 | ||||||||
| 20209 |
Agent Orchestrator MCP Server by MEOK AI Labs
|
B 76 3⁄3 | ||||||||
| 20210 |
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
|
B 76 4⁄3 | ||||||||
| 20211 |
Real Chrome profiles with site intelligence — already logged in, PII anonymizat…
|
B 76 3⁄3 | ||||||||
| 20212 |
GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (S…
|
B 76 3⁄3 | ||||||||
| 20213 |
Model Context Protocol (MCP) is a new, standardized protocol for managing conte…
|
B 76 4⁄4 | ||||||||
| 20214 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 20215 |
Provides semantic search and a tag-based knowledge graph for any project, auto-…
|
B 76 3⁄3 | ||||||||
| 20216 |
Restarts Claude Desktop with a debug port and injects JavaScript to enable gran…
|
B 76 3⁄3 | ||||||||
| 20217 |
A TypeScript-aware MCP server that provides coding agents with repository disco…
|
B 76 3⁄3 | ||||||||
| 20218 |
📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel p…
|
B 76 4⁄3 | ||||||||
| 20219 |
Manage your Plesk hosting server using AI assistants.
|
B 76 3⁄3 | ||||||||
| 20220 |
Connects AI coding assistants to Gaffer test history and coverage data to analy…
|
B 76 4⁄4 | ||||||||
| 20221 |
AI agent identity, permissions, trust scores, and tamper-evident audit trails v…
|
B 76 3⁄3 | ||||||||
| 20222 |
Enables natural language control of NVIDIA Isaac Sim through the Model Context …
|
B 76 3⁄3 | ||||||||
| 20223 |
MCP server giving AI agents eyes and hands inside Android devices via ADB
|
B 76 3⁄3 | ||||||||
| 20224 |
MCP Client which serves as bridge between mcp servers and local LLMs running on…
|
B 76 4⁄3 | ||||||||
| 20225 |
Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans growt…
|
B 76 3⁄3 | ||||||||
| 20226 |
MCP server for accessing VS Code/Cursor's Local History
|
B 76 4⁄3 | ||||||||
| 20227 |
Enables users to manage medical appointments by searching for doctors, checking…
|
B 76 3⁄3 | ||||||||
| 20228 |
memory-search-mcp
Claim
memory-search-mcp MCP server by MEOK AI Labs
|
B 76 3⁄3 | ||||||||
| 20229 |
Search Polish public tenders (BZP + TED) — 800k+ tenders, profiles, statistics,…
|
B 76 3⁄3 | ||||||||
| 20230 |
Enables AI agents to access affiliate marketing capabilities through AgentFuse'…
|
B 76 3⁄3 | ||||||||
| 20231 |
A multi-step academic figure agent harness that enables AI agents to plan, gene…
|
B 76 3⁄3 | ||||||||
| 20232 |
An MCP server for Minuet — the relationship layer for ERC-8004 AI agents.
Expo…
|
B 76 3⁄3 | ||||||||
| 20233 |
Manage Authentik through AI assistants
|
B 76 4⁄3 | ||||||||
| 20234 |
A universal gateway that aggregates multiple MCP servers into a single interfac…
|
B 76 4⁄4 | ||||||||
| 20235 |
Independent AI certification authority. Trust scores, search, comparison, and v…
|
B 76 3⁄3 | ||||||||
| 20236 |
MCP server for email + calendar via classic Outlook on Windows (COM automation)…
|
B 76 3⁄3 | ||||||||
| 20237 |
rootcause
Claim
RootCause is a local-first MCP server that turns natural-language requests into…
|
B 76 4⁄3 | ||||||||
| 20238 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 20239 |
Enables AI assistants to interact with local Obsidian vaults through direct fil…
|
B 76 4⁄3 | ||||||||
| 20240 |
Connects Claude directly to Godot 4 projects to read and manipulate scenes, nod…
|
B 76 4⁄3 | ||||||||
| 20241 |
graph-tool-call
Claim
When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%…
|
B 76 4⁄3 | ||||||||
| 20242 |
mcp-wordpress-instaWP
|
B 76 4⁄3 | ||||||||
| 20243 |
Calendar MCP
Claim
Production-grade Model Context Protocol server for Google Calendar with compreh…
|
B 76 4⁄3 | ||||||||
| 20244 |
mcp
Claim
Official PostHog MCP Server 🦔
|
B 76 4⁄4 | ||||||||
| 20245 |
Russian state registries EGRUL (legal entities) and EGRIP (individual entrepren…
|
B 76 3⁄3 | ||||||||
| 20246 |
|
B 76 3⁄3 | ||||||||
| 20247 |
Official MCP server for Anytype API - your encrypted, local and collaborative w…
|
B 76 4⁄3 | ||||||||
| 20248 |
UML-MCP
Claim
Generates UML and other diagrams (30+ types) via the Model Context Protocol, su…
|
B 76 4⁄3 | ||||||||
| 20249 |
Plan fieldwork with location-based weather insights and quick place lookups. Ca…
|
B 76 3⁄3 | ||||||||
| 20250 |
Enables AI assistants to interact with Sitecore CMS through GraphQL API, provid…
|
B 76 4⁄4 | ||||||||