Tokenadevscodegraph

Best alternative to codegraph

Tokenade is the best alternative to codegraph — Universal token-optimization engine for AI coding agents — combines output filtering, semantic code search, skeleton compression, lazy MCP loading, and a live savings dashboard in a single dependency-free Rust binary.

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Tokenadecodegraph

Output Filtering

48 format-specific 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

Hybrid BM25 + dense static embeddings (potion-code-16M, 63 MB bundled) + RRF score fusion, with code-aware reranking. No external vector DB required — all local, <30 ms warm query on a 5k-chunk corpus.

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

Lazy MCP Loading

50+ tools hidden until needed; adaptive filtering removes tools whose target binary isn't installed. Eliminates the per-turn manifest cost automatically.

Not available

Mechanism Breadth

The only tool combining output filtering + semantic search + skeleton compression + lazy MCP + sandbox execution + secret redaction + content-addressed cache in a single binary. No tool switching, no integration work.

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. gain.jsonl rotates at 10 MB 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)

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