Leetcode MCP Server vs Xray — MCP Server Comparison | AllMCPs
Side-by-Side Model Context Protocol Comparison
Leetcode MCP Server vs Xray
In-depth architectural comparison of the Leetcode MCP Server and Xray MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.
At a Glance & Executive Verdict
Leetcode MCP Server
Coding Agents · Local stdio
Quality: 68/100 (Great) | Auth: other
Xray
Coding Agents · Local stdio
Quality: 48/100 (Fair) | Auth: No auth required
Verdict Summary: Choose Leetcode MCP Server if you need specialized Coding Agents tools running via a local process. Choose Xray if your workspace requires Coding Agents integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.
Which MCP Server Should You Choose?
Choose Leetcode MCP Server when:
You need dedicated capabilities in the Coding Agents domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: other (Free / Open Source).
You need dedicated capabilities in the Coding Agents domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: Repository structure mapping with optional symbol details, Fuzzy search for functions and classes, Potential reference analysis for change-impact assessment.
Retrieves today's Daily Challenge problem with full description (read-only, no auth). Returns problem details for the current date as JSON. Use get_problem when you know a specific titleSlug; use search_problems to discover problems by filters.
get_problem
Retrieves a single LeetCode problem by titleSlug (read-only, no auth). Returns description, examples, constraints, and metadata as JSON. Use search_problems to find problems by keyword/tag/difficulty; use get_daily_challenge for today's featured problem.
search_problems
Searches LeetCode problems by category, tags, difficulty, and keywords (read-only, no auth). Supports pagination via limit/offset. Returns matching problem list as JSON. Use get_problem when you already know the titleSlug; use this to browse or discover problems.
get_user_profile
Retrieves any user's public profile by username (read-only, no auth). Returns ranking, avatar, bio, submission stats, and platform-specific progress. Use this to look up other users or public stats. Use get_user_status (requires auth) instead to verify the current session user's login state—not for looking up arbitrary users.
Ready-to-Paste Client Configurations
Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).
Leetcode MCP Server is categorized under Coding Agents and uses a local stdio subprocess. In contrast, Xray belongs to Coding Agents using local stdio subprocess. Select Leetcode MCP Server when you need capabilities focused on coding agents and Xray when you require tools for coding agents.
Retrieves a user's recent submission history on LeetCode Global (read-only, no auth). Includes both accepted and failed submissions. Global only—not available on CN. Use get_recent_ac_submissions for accepted-only results, or get_all_submissions (auth, current user) for paginated full history with filters.
get_recent_ac_submissions
Retrieves a user's recent accepted (AC) submissions (read-only, no auth). Available on both Global and CN. Use get_recent_submissions (Global only) to include failed attempts, or get_all_submissions (auth, current user) for full paginated history.
get_user_contest_ranking
Retrieves a user's contest ranking and participation history (read-only, no auth). Returns overall rating, ranking, and per-contest performance as JSON. Use get_user_profile for general stats and ranking; use this specifically for contest performance data.
list_problem_solutions
Lists community solution articles for a problem (read-only, no auth). Returns metadata only (topicId)—not full content. Use get_problem_solution with the returned topicId to read the full article. Do not call this when you already have a topicId and need the solution text.
get_problem_solution
Retrieves full content of a community solution article (read-only, no auth). Requires topicId from list_problem_solutions. Returns article text, author, and metadata as JSON. Use list_problem_solutions first to discover solutions and obtain topicId.
Xray Tools (6)
Repository structure mapping with optional symbol details
Fuzzy search for functions and classes
Potential reference analysis for change-impact assessment
Support for Python, JavaScript, TypeScript, and Go
Progressive discovery with depth and directory filters
Stateless analysis with no database or persistent index
MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by ast-grep).