AI coding assistants hallucinate in three specific ways that are hard to catch:
AI coding assistants hallucinate in three specific ways that are hard to catch:
projectFingerprint — ✓aiGeneratedCode — ✓expectedViolations — ✓apiSurfaceOverrides — —Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| Layer | What it checks |
{
"mcpServers": {
"ctxai": {
"command": "node",
"args": [
"/absolute/path/to/ctxai/build/index.js"
],
"disabled": false,
"autoApprove": [
"get_project_context",
"validate_suggestion",
"check_package_safety",
"get_package_docs"
]
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
A Spring Boot-based Model Context Protocol (MCP) server that provides GitHub integration tools for AI assistants like Claude Desktop.
MCP server for Questrade API integration
Public MCP wrapper repository for the hosted Acornonaut MCP server (AI-powered video learning).
A native C# implementation of a Computer Use MCP Server for Windows, providing superior automation capabilities through direct Windows API