MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20901 |
Codevira MCP provides persistent memory and project context for AI coding agent…
|
B 72 4⁄3 | ||||||||
| 20902 |
Enables AI assistants to interact with Databricks workspaces programmatically, …
|
B 72 4⁄4 | ||||||||
| 20903 |
Provides AI assistants with comprehensive access to Azure DevOps services inclu…
|
B 72 4⁄4 | ||||||||
| 20904 |
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, it…
|
B 72 3⁄3 | ||||||||
| 20905 |
Boyce
Claim
Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.
|
B 72 3⁄3 | ||||||||
| 20906 |
MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swag…
|
B 72 3⁄3 | ||||||||
| 20907 |
A comprehensive integration providing 96 tools and 18 interactive React apps fo…
|
B 72 4⁄4 | ||||||||
| 20908 |
SD Elements MCP Server
Claim
A Model Context Protocol server that provides SD Elements API integration, enab…
|
B 72 4⁄4 | ||||||||
| 20909 |
An MCP server that exposes pwndbg commands running under LLDB as tools for AI a…
|
B 72 3⁄3 | ||||||||
| 20910 |
Integrate ClickUp tasks with AI applications to streamline your project managem…
|
B 72 4⁄4 | ||||||||
| 20911 |
An MCP (Model Context Protocol) server that provides access to Bing Webmaster T…
|
B 72 4⁄4 | ||||||||
| 20912 |
Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama…
|
B 72 3⁄3 | ||||||||
| 20913 |
Enables AI agents to launch, monitor, and manage long-running terminal processe…
|
B 72 3⁄3 | ||||||||
| 20914 |
Read Project Gutenberg books via MCP. Search, fetch metadata, and retrieve text…
|
B 72 3⁄3 | ||||||||
| 20915 |
Provision SaaS services from YAML and inject .env. Supports Clerk, Stripe, Rese…
|
B 72 3⁄3 | ||||||||
| 20916 |
19 tools for Google Forms: create quizzes, add questions, set answer keys, read…
|
B 72 3⁄3 | ||||||||
| 20917 |
MCP server for full control of Apple Keynote through AppleScript automation. Cr…
|
B 72 4⁄3 | ||||||||
| 20918 |
searchcraft
Claim
Full-text search for Next.js. BM25 scoring and fuzzy matching, no external serv…
|
B 72 3⁄3 | ||||||||
| 20919 |
An AI-powered MCP server that converts guitar audio recordings into high-qualit…
|
B 72 3⁄3 | ||||||||
| 20920 |
Solana agent gateway via x402. Wallet, token, DeFi, and swap tools. Pay per req…
|
B 72 3⁄3 | ||||||||
| 20921 |
Connects AI assistants to the Sharesight portfolio tracking platform via the v3…
|
B 72 4⁄4 | ||||||||
| 20922 |
Enables AI assistants to interact with Planning Center Online accounts across m…
|
B 72 4⁄4 | ||||||||
| 20923 |
Filesystem-first MCP for Obsidian — an LLM-maintained wiki inspired by Karpathy…
|
B 72 3⁄3 | ||||||||
| 20924 |
Enables comprehensive interaction with Directus CMS including collection manage…
|
B 72 4⁄4 | ||||||||
| 20925 |
A Qdrant MCP server
|
B 72 4⁄3 | ||||||||
| 20926 |
Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI ass…
|
B 72 4⁄4 | ||||||||
| 20927 |
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
|
B 72 3⁄3 | ||||||||
| 20928 |
MCP server for Shopify api, usable on mcp hosts such as Claude and Cursor
|
B 72 4⁄4 | ||||||||
| 20929 |
|
B 72 4⁄3 | ||||||||
| 20930 |
Enables AI assistants to manage email campaigns, leads, email accounts, and ana…
|
B 72 4⁄4 | ||||||||
| 20931 |
An MCP server that exposes a legacy vulnerability database as tools for LLM cli…
|
B 72 3⁄3 | ||||||||
| 20932 |
Enables interaction with Thunderbird email client to search and read emails, ma…
|
B 72 4⁄3 | ||||||||
| 20933 |
MCP server for IBM Watson Orchestrate (WXO). Manage tools, agents, connections,…
|
B 72 4⁄3 | ||||||||
| 20934 |
Enables AI assistants to interact with Coolify for complete infrastructure mana…
|
B 72 4⁄4 | ||||||||
| 20935 |
opengov-mcp-server
|
B 72 4⁄4 | ||||||||
| 20936 |
An MCP server that connects AI assistants to FL Studio for music production via…
|
B 72 3⁄3 | ||||||||
| 20937 |
Enables access to MetaTrader5 market data and trading functionality, including …
|
B 72 4⁄3 | ||||||||
| 20938 |
A local MCP server that provides AI coding assistants with semantic search capa…
|
B 72 3⁄3 | ||||||||
| 20939 |
Interact with Metabase seamlessly. Access dashboards, execute queries, and retr…
|
B 72 4⁄4 | ||||||||
| 20940 |
Save up to 80% tokens when AI reads code via AST-aware structural reading
|
B 72 3⁄3 | ||||||||
| 20941 |
A comprehensive Model Context Protocol server that analyzes AWS costs and provi…
|
B 72 4⁄4 | ||||||||
| 20942 |
Simple MCP server that exposes a tool to fetch student result/CGPA data from MA…
|
B 72 3⁄3 | ||||||||
| 20943 |
Automates Android Virtual Device operations by enabling users to start emulator…
|
B 72 4⁄3 | ||||||||
| 20944 |
calculator-server
Claim
A comprehensive Go-based MCP server for mathematical computations, implementing…
|
B 72 4⁄3 | ||||||||
| 20945 |
Index source code into a local knowledge base, search with keyword + semantic +…
|
B 72 3⁄3 | ||||||||
| 20946 |
Solar estimates, provider comparison, energy prices and blog for Italy
|
B 72 3⁄3 | ||||||||
| 20947 |
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video…
|
B 72 3⁄3 | ||||||||
| 20948 |
Enables querying Rybbit Analytics data directly through MCP-compatible clients …
|
B 72 4⁄4 | ||||||||
| 20949 |
Enables LLMs to search and retrieve exam problems, solutions, and answers from …
|
B 72 4⁄4 | ||||||||
| 20950 |
Enables AI agents to search, analyze, and extract insights from YouTube videos …
|
B 72 3⁄3 | ||||||||