Tokenadevscodegraph

Best alternative to codegraph

Tokenade is the best alternative to codegraph — Universal token-optimization engine for AI coding agents — native hooks for 18 agents combine output filtering, semantic code search, skeleton compression, sandboxed execution, MCP proxying and a live savings dashboard in a single dependency-free binary.

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Output Filtering

Format-aware compactors cover git, cargo, kubectl, terraform, docker and more — 60–99% reduction on the noisiest commands. Command rewriting further trims source-side before the shell even runs.

Output Filtering

Not available. codegraph reduces tool calls, not command output verbosity.

Semantic Code Search

Finds the most relevant files for a task and sends only those to the model, instead of the whole repo. Runs fully on-device with no external vector database and no model downloads — fast even on large codebases.

Code Navigation & Symbol Search

FTS5 keyword search + tree-sitter AST index + call graph. No dense vector search — keyword recall only. Framework-aware routing across 14 frameworks is a genuine strength.

Skeleton Compression

Signatures-only view of source files, YAML, Markdown and Terraform — −64% on file reads while preserving every top-level declaration. Stacks on top of output filtering for maximum savings.

Not available

Third-Party MCP Optimization

tokenade mcp-proxy wraps any third-party MCP server's launch command in the agent's MCP config, so every tool result (verbose JSON, logs, console output) is folded on the way back — set once, not per call. Image results pass through untouched.

Not available

Mechanism Breadth

The only tool combining output filtering + semantic search + skeleton compression + sandbox execution + MCP proxying + secret redaction + content-addressed cache in a single binary. On the open THOL benchmark (Claude Code 2.1.183 campaign) it is the only tool measured significantly cheaper than the control: cost ratio 0.84 [0.72, 0.95], 120/120 successful runs.

Mechanism Breadth

Code navigation + framework routing. Strong at reducing tool calls on navigation-heavy tasks; does not address command output noise or MCP manifest cost.

Savings Dashboard

tokenade dashboard shows measured savings, per-command and per-project breakdown, and framework-detection status. Local logs rotate automatically with built-in secret redaction.

Not available

codegraph at a glance

codegraph starts at Free (open source). MCP server providing code intelligence via tree-sitter + FTS5 SQLite knowledge graph, supporting 20+ languages and 14 frameworks, with an interactive multi-agent installer and a published -35% cost / -71% tool-call benchmark.

Pros

  • Best published cost/token savings benchmark: −35% cost, −71% fewer tool calls (median over 7 repos)
  • Bundled Node.js runtime — zero installation complexity, cross-platform
  • Framework-aware routing across 14 frameworks including rare ones (Drupal, Vapor)
  • Debounced file watcher with staleness banners (agent knows which files are pending)
  • Interactive installer auto-detects 8 agents (Claude Code, Cursor, Codex, opencode, Hermes, Gemini, Antigravity, Kiro)

Cons

  • No output filtering — verbose shell outputs still fill context
  • No semantic (vector) search — FTS5 keyword search only
  • No lazy MCP loading, no skeleton compression
  • Large benchmark variance across runs (4-run variance on Tokio)
  • No significant end-to-end cost difference vs the control on the open THOL benchmark (cost ratio 1.06, n.s., Claude Code 2.1.183 campaign)

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