What is the main functional difference between Codegraphcontext and Visibility?

Codegraphcontext is categorized under Developer Tools and uses a local stdio subprocess. Visibility belongs to Developer Tools and uses a remote HTTP/SSE transport. Pick Codegraphcontext for developer tools work and Visibility for developer tools.

How do I install Codegraphcontext or Visibility in Claude Desktop, Cursor, or Windsurf?

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Are Codegraphcontext and Visibility free to use, or do they require API keys?

Codegraphcontext is listed as free. Auth: no auth required. Visibility has no declared pricing — check the project's own site. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Can I run both Codegraphcontext and Visibility at the same time in my AI client?

Yes. MCP clients support multiple servers: add shashankss1205-codegraphcontext and visibility as separate keys in the same mcpServers object, and your assistant will call tools from either one.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, Codegraphcontext has a quality signal of 64/100 (Good) with 4 views, 0 installs and 4,270 GitHub stars. Visibility has 41/100 (Fair) with 0 views, 0 installs and 0 GitHub stars.

Codegraphcontext vs Visibility — MCP Server Comparison

Codegraphcontext vs Visibility — MCP Server Comparison | AllMCPs

Feature & specification comparison

Rows where the two servers differ are marked.

Spec	Codegraphcontext	V Visibility
Category	Developer Tools	Developer Tools
Quality signal	64/100 · Good	41/100 · Fair
Install command	Confirmed	Confirmed
Transport	Local subprocess (stdio)	Remote HTTP/SSE
Auth	No auth required	No auth required
Pricing	Free	Not declared
Required env vars	None listed	None listed
Verified owner	Community listing	Community listing
GitHub stars	4,270	—
Directory activity	4 views 0 installs 0 upvotes	0 views 0 installs 0 upvotes
Tools	Not listed	Not listed
Full listing	View Codegraphcontext	View Visibility

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.