MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21101 |
Agent-MCP
Claim
A framework for creating multi-agent systems using MCP for coordinated AI colla…
|
B 71 4⁄3 | ||||||||
| 21102 |
LocalSynapse
Claim
Offline AI-powered local file search MCP server for Windows.
Searches inside do…
|
B 71 3⁄3 | ||||||||
| 21103 |
Enables LLMs to discover, understand, and generate Teal R Shiny applications fo…
|
B 71 4⁄3 | ||||||||
| 21104 |
Simulate hundreds of AI agents to predict how communities react to events and p…
|
B 71 3⁄3 | ||||||||
| 21105 |
Enables management of CCX database clusters through AI assistants, supporting o…
|
B 71 4⁄3 | ||||||||
| 21106 |
mcpshim
Claim
Turn remote MCP servers into local command workflows.
|
B 71 4⁄3 | ||||||||
| 21107 |
MCP server for Dynatrace Managed to access logs, events, and metrics.
|
B 71 4⁄3 | ||||||||
| 21108 |
Synthetic time-series test data with trend, seasonality, noise, and anomalies, …
|
B 71 3⁄3 | ||||||||
| 21109 |
Generate 27 legal document types across 18 jurisdictions via Ebenova API.
|
B 71 3⁄3 | ||||||||
| 21110 |
Enables AI assistants to interact with the IIIT Hyderabad Mess Management Syste…
|
B 71 4⁄4 | ||||||||
| 21111 |
Enables AI assistants to manage tasks and projects in TickTick/Dida365 via the …
|
B 71 4⁄3 | ||||||||
| 21112 |
Enables control of Kodi media center through MCP protocol, supporting playback …
|
B 71 4⁄4 | ||||||||
| 21113 |
MCP server for Pi-hole v6 API — manage multiple instances: queries, lists, grou…
|
B 71 3⁄3 | ||||||||
| 21114 |
Automatically converts REST APIs with Swagger/OpenAPI documentation into MCP to…
|
B 71 4⁄4 | ||||||||
| 21115 |
Kirby MCP
Claim
CLI-first MCP server for Composer-based Kirby CMS projects that enables IDE or …
|
B 71 3⁄3 | ||||||||
| 21116 |
A Python-based Model Context Protocol server that provides 87 tools for compreh…
|
B 71 4⁄4 | ||||||||
| 21117 |
docx-mcp
Claim
Read and edit Word (.docx) documents with track changes, comments, footnotes, a…
|
B 71 3⁄3 | ||||||||
| 21118 |
An MCP server that enables AI coding agents to control FMOD Studio for audio im…
|
B 71 3⁄3 | ||||||||
| 21119 |
Production-ready RAG + MCP demo: eval-in-CI merge gate, Langfuse traces, struct…
|
B 71 3⁄3 | ||||||||
| 21120 |
Provides persistent, decay-aware memory for AI applications by integrating the …
|
B 71 3⁄3 | ||||||||
| 21121 |
Benchmark, memory, Big O analysis for AI agents
|
B 71 3⁄3 | ||||||||
| 21122 |
An MCP server for KG Financial's payment services integration, enabling AI codi…
|
B 71 3⁄3 | ||||||||
| 21123 |
Provides camera and vision tools for AI assistants to list available cameras, c…
|
B 71 4⁄3 | ||||||||
| 21124 |
Herald
Claim
Herald is a self-hosted MCP server that bridges Claude Chat to Claude Code usin…
|
B 71 4⁄3 | ||||||||
| 21125 |
Integration platform for aviation data sources including weather, NOTAMs, airpo…
|
B 71 4⁄4 | ||||||||
| 21126 |
Code intelligence MCP server: impact analysis, dependency graphs, dead code det…
|
B 71 4⁄3 | ||||||||
| 21127 |
A local-first persistent memory server that provides AI agents with determinist…
|
B 71 4⁄3 | ||||||||
| 21128 |
Provides an interface to access and manage JIRA data through the Model Context …
|
B 71 4⁄4 | ||||||||
| 21129 |
Mautic MCP Server
Claim
Enables comprehensive integration with Mautic marketing automation platform, pr…
|
B 71 4⁄4 | ||||||||
| 21130 |
A self-evolving engineering playbook system that provides AI assistants with st…
|
B 71 4⁄4 | ||||||||
| 21131 |
Enables AI assistants to manage CData Sync operations, including data synchroni…
|
B 71 4⁄4 | ||||||||
| 21132 |
MCP server for the Dynadot domain registrar API — 60 tools for domain search, r…
|
B 71 3⁄3 | ||||||||
| 21133 |
MCP server that exposes a Telegram bot
|
B 71 3⁄3 | ||||||||
| 21134 |
A Model Context Protocol server that enables AI agents to retrieve and understa…
|
B 71 4⁄4 | ||||||||
| 21135 |
A multi-format MCP server that enables reading and generating Office, PDF, text…
|
B 71 3⁄3 | ||||||||
| 21136 |
Allows Claude to interact with SharePoint Online using the REST API, enabling u…
|
B 71 4⁄4 | ||||||||
| 21137 |
mcpforge
Claim
|
B 71 4⁄3 | ||||||||
| 21138 |
vscode-notebook-mcp
Claim
Exposes VSCode Jupyter notebooks to MCP-compatible AI agents, enabling them to …
|
B 71 3⁄3 | ||||||||
| 21139 |
Discord MCP Server
Claim
Provides 33 tools for managing Discord servers, including channel and role admi…
|
B 71 4⁄4 | ||||||||
| 21140 |
Persistent decision memory and contradiction detection for AI coding agents. En…
|
B 71 3⁄3 | ||||||||
| 21141 |
Enables AI assistants to interact with Mealie recipe databases, allowing users …
|
B 71 4⁄4 | ||||||||
| 21142 |
Integrates AI into software development workflows by providing three MCP tools:…
|
B 71 3⁄3 | ||||||||
| 21143 |
An MCP server that runs a quality gate on generated code, executing it in a san…
|
B 71 3⁄3 | ||||||||
| 21144 |
|
B 71 3⁄3 | ||||||||
| 21145 |
audio-analyzer
Claim
Gives LLMs ears. Spectral, harmonic, rhythm, stereo, and structural audio analy…
|
B 71 4⁄3 | ||||||||
| 21146 |
Multi-core, Tokio-native orchestration for LLM pipelines.
|
B 71 4⁄3 | ||||||||
| 21147 |
Enables AI agents to directly control your real Chrome browser with full contex…
|
B 71 3⁄3 | ||||||||
| 21148 |
An Excel manipulation server providing workbook creation, data operations, form…
|
B 71 4⁄3 | ||||||||
| 21149 |
MCP server for Interswitch APIs: payments, transfers, Verve cards, airtime, and…
|
B 71 3⁄3 | ||||||||
| 21150 |
Send WhatsApp messages from Cursor, Claude Code, and Codex via MCP.
|
B 71 3⁄3 | ||||||||