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Side-by-side: what they do, what they cost, what Kai actually thinks. Pass up to 4 tools via ?tools=claude,chatgpt,gemini.
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Adobe Firefly
A
GitNexus
A
Perplexity
S
Galileo AI
B
TaglineCommercially safe image gen, deeply integrated with Photoshop.An open-source, MCP-native knowledge graph engine that gives AI coding agents (Cursor, Claude Code, Windsurf) genuine structural awareness of your codebase before they touch a single line.AI search done right. Cited answers, not chat theater.Prompt to UI design. Figma-ready outputs.
CategoryImageCodingResearchDesign
PricingFree + included with Creative CloudFree (MIT open source)Free + $20/mo ProFree trial + paid plans
Best forAnyone in Creative Cloud. Brands that need copyright clarity.Developers working in large or unfamiliar codebases who want their AI coding agent to stop making confident, structurally blind edits — especially Claude Code power users.Replacing Google for any question where you want a cited answer in seconds.Designers brainstorming first drafts.
Strengths
  • Trained on licensed content — commercially safe
  • Generative Fill in Photoshop is incredible
  • Native to Adobe ecosystem
  • Pre-computes a full dependency graph (functions, imports, class inheritance, execution flows) via Tree-sitter ASTs — agents query structure, they don't guess at it
  • Zero-server, privacy-first: CLI runs entirely locally with no network calls; browser UI processes code client-side and never uploads it
  • Deepest Claude Code integration on the market: MCP tools + agent skills + PreToolUse/PostToolUse hooks that auto-enrich searches and auto-reindex after commits
  • One global MCP server handles multiple indexed repos — set up once with npx gitnexus setup and forget it
  • detect_impact and generate_map MCP prompts give pre-commit blast-radius analysis and auto-generated Mermaid architecture docs
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • Prompt-to-UI with real layouts
  • Exports to Figma
  • Faster than hand-designing from scratch
Weaknesses
  • Aesthetic ceiling below Midjourney
  • Tied to Adobe subscription
  • Browser-side RAG has hard ceilings: WASM heap limits constrain embedding model quality compared to server-side tools; monorepos or repos >50k files hit practical walls
  • Community-built and not officially maintained — velocity and long-term support depend on contributor goodwill
  • Claude Code gets the full integration experience; other editors (Windsurf, Cursor) get progressively less — value is uneven depending on your editor
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Output needs designer polish
  • Pricing unclear / changes often
Kai's verdictS-tier inside Photoshop (Generative Fill). B-tier standalone.GitNexus solves a real and underappreciated problem: AI coding agents are syntactically fluent but architecturally blind, and plugging a pre-computed knowledge graph into the MCP layer is the right fix. 28k GitHub stars in days suggests the pain is widely felt — just go in knowing it's a community project, not a polished product. (Verdict pending Phi's full review.)S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.B-tier. Useful for first drafts. v0 is the better bet for shipping code.
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