The most comprehensive code intelligence MCP server for AI coding agents. 37 tools, 31 languages, 9 agent integrations. Pre-indexed semantic knowledge graphs for instant code understanding — fewer tokens, fewer tool calls, 100% local.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"tokensave": {
"args": [
"serve"
],
"command": "/path/to/tokensave"
}
}
}Are you the author?
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The most comprehensive code intelligence MCP server for AI coding agents. 37 tools, 31 languages, 9 agent integrations. Pre-indexed semantic knowledge graphs for instant code understanding — fewer tokens, fewer tool calls, 100% local.
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
npx -y '@colbymchenry/codegraph' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
No known CVEs.
Checked @colbymchenry/codegraph against OSV.dev.
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Fewer tokens • Fewer tool calls • 100% local
AI coding agents waste tokens exploring codebases. Every grep, glob, and file read costs money. On complex tasks, agents spawn multiple Explore sub-agents that scan hundreds of files just to build context.
tokensave gives agents a pre-indexed semantic knowledge graph. Instead of scanning files, the agent queries the graph and gets instant, structured answers -- the right symbols, their relationships, and source code, in one call.
┌──────────────────────────────────────────────────────────────┐
│ AI Coding Agent (Claude Code, Codex, Gemini, Cursor, ...) │
│ │
│ "Implement user authentication" │
│ │ │
│ ▼ │
│ ┌─────────────────┐ ┌─────────────────┐ │
│ │ Sub-agent │ ───── │ Sub-agent │ │
│ └────────┬────────┘ └─────────┬───────┘ │
└───────────┼──────────────────────────┼───────────────────────┘
│ │
▼ ▼
┌──────────────────────────────────────────────────────────────┐
│ tokensave MCP Server │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Search │ │ Callers │ │ Context │ │
│ │ "auth" │ │ "login()" │ │ for task │ │
│ └──────┬──────┘ └──────┬──────┘ └──────┬──────┘ │
│ └────────────────┼────────────────┘ │
│ ▼ │
│ ┌───────────────────────┐ │
│ │ libSQL Graph DB │ │
│ │ • Instant lookups │ │
│ │ • FTS5 search │ │
│ └───────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
Without tokensave: Agents use grep, glob, and Read to scan files -- many API calls, high token usage.
With tokensave: Agents query the graph via MCP tools -- instant results, local processing, fewer tokens.
| Smart Context Building | Semantic Search | Impact Analysis |
| One tool call returns everything the agent needs -- entry points, related symbols, and code snippets. | Find code by meaning, not just text. Search for "authentication" and find login, validateToken, AuthService. | Know exactly what breaks before you change it. Trace callers, callees, and the full impact radius of any symbol. |
| 48 MCP Tools | 34 Languages | 14 Agent Integrations |
| From call graph traversal to dead code detection, atomic edi |