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Code Graph RAG vs Henji: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Code Graph RAG and Henji — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

C

Code Graph RAG

vitali87

Freemium

Multi-language monorepo RAG: Tree-sitter parses your codebase into a Memgraph knowledge graph so you can query, edit, and refactor in plain English.

Key features

  • Multi-Language Graph Ingest: Tree-sitter parses Python, TypeScript, TSX, JavaScript, Rust, Go, Java, C, C++, C#, PHP, Lua, and Dart into a single language-agnostic Memgraph schema.
  • Natural-Language Cypher: The interactive CLI turns plain-English questions into Cypher queries and answers grounded in the real code structure, not vector-only guesses.
  • AST-Based Surgical Editing: The agent edits code through structural patches with a diff preview before any change is applied.
  • Structural Search & Replace: ast-grep is exposed as an agent tool, so you match and rewrite by AST pattern across the whole codebase instead of regex.
  • Pluggable ast-grep Tier: Add a new language from a single YAML pattern file — Ruby was added this way with Module/Function/Class nodes plus import edges.
  • Data-Flow Tracing: FLOWS_TO taint edges follow values through assignments, function calls, and I/O sinks across C, Java, C#, and Go.
  • Dead-Code Detection: Walk call and reference edges from entry points to find functions and modules nothing reaches.
  • Shared Graph Across Projects: Index many repos into one shared graph and query across them; a `clean` subcommand resets from scratch with confirmation.

Best for

  • Monorepo Q&A: Ask 'where is refund logic in this monorepo?' and get grounded answers from a graph of the real code, not stale docs.
  • AI-Assisted Refactoring: Rename or restructure APIs across languages with AST patches and a diff preview before commit.
  • Cross-Language Data-Flow Audits: Trace a value through assignments and function calls to see where sensitive data ends up.
  • Dead-Code Cleanup: Find unreachable functions and modules by walking call edges from entry points.
  • Codebase Onboarding: Give a new engineer or agent a queryable graph they can explore in natural language.
  • Structural Migrations: Use ast-grep to rewrite deprecated patterns (imports, error handling, config lookups) across a polyglot codebase.
View Code Graph RAG details
Henji logo

Henji

Henji

Freemium

Mac app that drafts chat and email replies in your own voice across Slack, LINE, Gmail, and Messages.

Key features

  • Voice Matching: Learns your usual tone and phrasing over time so replies read as you-ish rather than AI-ish.
  • Tone Modes: Switch between Polite, Casual, Team, and Friends styles so each reply fits the relationship and channel.
  • Multi-Channel Coverage: Works across Slack, LINE, Gmail, and Messages so chat and email replies are handled in one place.
  • Scribble-to-Reply: Type a short note or intent and Henji expands it into a complete, context-aware message.
  • Multilingual: Supports multiple languages including English and Japanese for replies.

Best for

  • Faster Messaging: Knocking out quick chat and email replies during a busy day without sounding robotic.
  • Difficult Replies: Politely declining requests or negotiating deadlines while keeping the tone warm.
  • Team Communication: Keeping internal Slack threads fast and to the point with a team-appropriate tone.
  • Cross-Language Correspondence: Drafting replies in English or Japanese for international contacts.
View Henji details