MCP Server Quality Scores
Independent quality analysis of 59386 public MCP servers
Last updated 1 hour, 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20251 |
Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete p…
|
B 76 4⁄4 | ||||||||
| 20252 |
MCP server for Artillery 2.x — full flags, Fargate, raw-text parser, project la…
|
B 76 3⁄3 | ||||||||
| 20253 |
MCP server for Alembica validation, extraction, cost estimation, and schema que…
|
B 76 3⁄3 | ||||||||
| 20254 |
Discover and connect your agents with other agents via A2A protocol. Share res…
|
B 76 3⁄3 | ||||||||
| 20255 |
Real Chrome profiles with site intelligence — already logged in, PII anonymizat…
|
B 76 3⁄3 | ||||||||
| 20256 |
WhatsApp Business API template management via Meta Cloud API. Create, validate,…
|
B 76 3⁄3 | ||||||||
| 20257 |
LinkedIn-native AI content creation, scheduling & analytics via MCP.
|
B 76 4⁄3 | ||||||||
| 20258 |
Enables AI assistants to control Blender 3D modeling software through a stable,…
|
B 76 3⁄3 | ||||||||
| 20259 |
AI agent identity, permissions, trust scores, and tamper-evident audit trails v…
|
B 76 3⁄3 | ||||||||
| 20260 |
MCP server that exposes SymPy's symbolic mathematics functionality
|
B 76 3⁄3 | ||||||||
| 20261 |
MCP server exposing pwntools 4.15.0 functionality for binary exploitation
|
B 76 3⁄3 | ||||||||
| 20262 |
Manage your Plesk hosting server using AI assistants.
|
B 76 3⁄3 | ||||||||
| 20263 |
IBM Cloud CLI MCP server
|
B 76 4⁄3 | ||||||||
| 20264 |
Provides comprehensive integration with the Clockify time tracking API, enablin…
|
B 76 4⁄4 | ||||||||
| 20265 |
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
|
B 76 3⁄3 | ||||||||
| 20266 |
abcoder
Claim
deep, reliable and confidential coding-context
|
B 76 4⁄3 | ||||||||
| 20267 |
Equilibrium-aware primitives for AI agents — negotiation, auctions, mechanism d…
|
B 76 3⁄3 | ||||||||
| 20268 |
parseflow
Claim
PDF parsing server with text extraction, metadata, search, images, and TOC via …
|
B 76 4⁄3 | ||||||||
| 20269 |
37-tool MCP server: context health, memory, reasoning, truthfulness & research …
|
B 76 3⁄3 | ||||||||
| 20270 |
|
B 76 3⁄3 | ||||||||
| 20271 |
Enables AI assistants to control Commodore 64 Ultimate hardware via REST API, s…
|
B 76 4⁄4 | ||||||||
| 20272 |
Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle teleme…
|
B 76 3⁄3 | ||||||||
| 20273 |
AgentFlow is a next-generation, premium agentic workflow system built on the Mo…
|
B 76 3⁄3 | ||||||||
| 20274 |
An MCP server for Minuet — the relationship layer for ERC-8004 AI agents.
Expo…
|
B 76 3⁄3 | ||||||||
| 20275 |
Agent Orchestrator MCP Server by MEOK AI Labs
|
B 76 3⁄3 | ||||||||
| 20276 |
MCP Client which serves as bridge between mcp servers and local LLMs running on…
|
B 76 4⁄3 | ||||||||
| 20277 |
McpMux
Claim
McpMux — configure MCP servers once, connect every AI client through one local …
|
B 76 4⁄3 | ||||||||
| 20278 |
A multi-step academic figure agent harness that enables AI agents to plan, gene…
|
B 76 3⁄3 | ||||||||
| 20279 |
🧠 High-performance persistent memory system for Model Context Protocol (MCP) po…
|
B 76 4⁄3 | ||||||||
| 20280 |
MCP server that saves Claude Code tokens by delegating bounded tasks to local o…
|
B 76 4⁄3 | ||||||||
| 20281 |
A read-only MCP server connecting AI assistants to Azure DevOps Server (on-prem…
|
B 76 3⁄3 | ||||||||
| 20282 |
Policy-based governance for AI agent tool calls. YAML policy, approval gates, a…
|
B 76 3⁄3 | ||||||||
| 20283 |
attest-mcp
Claim
Credential enforcement middleware for MCP servers — verifies scoped tokens on e…
|
B 76 3⁄3 | ||||||||
| 20284 |
Open source AI agent platform with MCP server, browser automation, knowledge pa…
|
B 76 3⁄3 | ||||||||
| 20285 |
GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (S…
|
B 76 3⁄3 | ||||||||
| 20286 |
150+ SAP HANA database tools as MCP tools for AI assistants
|
B 76 3⁄3 | ||||||||
| 20287 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 20288 |
Provides semantic search and a tag-based knowledge graph for any project, auto-…
|
B 76 3⁄3 | ||||||||
| 20289 |
Manage Authentik through AI assistants
|
B 76 4⁄3 | ||||||||
| 20290 |
A universal gateway that aggregates multiple MCP servers into a single interfac…
|
B 76 4⁄4 | ||||||||
| 20291 |
MCP server for email + calendar via classic Outlook on Windows (COM automation)…
|
B 76 3⁄3 | ||||||||
| 20292 |
German Legal MCP Server
Claim
Provides unified access to German federal and state legislation, court decision…
|
B 76 4⁄4 | ||||||||
| 20293 |
On-device documentation search for agents
|
B 76 3⁄3 | ||||||||
| 20294 |
An MCP server for stealth browser automation that uses human-like interaction p…
|
B 76 3⁄3 | ||||||||
| 20295 |
Connect AI agents to MATLAB — execute code, run async jobs with progress report…
|
B 76 3⁄3 | ||||||||
| 20296 |
mcp
Claim
Tickstem developer tools — manage cron jobs and verify emails from your AI codi…
|
B 76 3⁄3 | ||||||||
| 20297 |
Two-layer memory for AI agents. Episodes compress into identity.
The only MCP …
|
B 76 3⁄3 | ||||||||
| 20298 |
Enables AI agents to access affiliate marketing capabilities through AgentFuse'…
|
B 76 3⁄3 | ||||||||
| 20299 |
MCP server for seamless document format conversion using Pandoc, supporting Mar…
|
B 76 4⁄3 | ||||||||
| 20300 |
AI agent orchestrator with Architect AI. Multi-team, web dashboard, 35+ MCP too…
|
B 76 3⁄3 | ||||||||