Ganglia indexes your project into a call graph and exposes 73 semantic tools — code_get, code_callers, code_impact, code_propagate, code_apply_batch with
one-click revert, code_safe_move, deliberation chain, smart LLM-backed digests, cross-session memory,
and more. Works with Claude Code, Cursor, Windsurf,
Continue, Cline, Goose. Languages: TypeScript, JavaScript, Rust, Python, Go, PHP. Free during public beta.
Token savings: 80–95% vs raw file-reading patterns.
Server Config
{
"command": "npx",
"args": [
"-y",
"-p",
"@ganglia/cli",
"gng",
"mcp",
"-p",
"."
],
"env": {
"GL_MEMOS_KEY": "<your-key>",
"GL_SMART_READ": "true"
}
}