Code Graph RAG vs StepShot: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Code Graph RAG and StepShot — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
C
Code Graph RAG
vitali87
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.
StepShot
StepShot
Mac app that records real workflows and uses AI to turn them into polished step-by-step guides, SOPs and training docs.
Key features
- Automatic Step Capture: Watches each click and text input, capturing screenshots with element labels, roles and coordinates.
- AI Cleanup and Narration: Uses AI to write meaningful step titles and descriptions from real system semantics, not the raw click log.
- Two Capture Modes: Action-driven (one screenshot per click) or continuous H.264 recording with intelligent frame sampling for dynamic UIs.
- Precision Editing: Merge, split, skip, and reorder steps; add arrows, highlights, blurs, numbering and callouts in a visual editor.
- Multi-Format Export: One-click export to PDF (cover, footer, Letter/A4, tight or one-step-per-page), Markdown, or self-contained HTML.
- Privacy by Default: Runs entirely on-device with no account required; export files contain no recoverable original pixels.
- Enterprise-Ready Docs: Custom logo, theme color, page footer/watermark and secret-string redaction for compliant internal SOPs.
Best for
- Employee Onboarding: Turn a manager's real task walk-through into a numbered SOP new hires can follow without shoulder-surfing.
- Customer Support Answers: Produce annotated step-by-step replies with screenshots for tickets and help center articles.
- System Migration Guides: Document a data or system migration path with proof-of-work screenshots for auditors.
- Software Handoff Docs: Package internal software handoffs — approval flows, financial reconciliation, device provisioning — as sharable guides.
- Course & Lesson Prep: Capture app walkthroughs for online courses or training material without a separate video editor.
- Remote Assistance: Record a step sequence once and send a formatted PDF or HTML instead of scheduling a screen-share.