Developer Tools●●Solid
Understand Anything – a codebase knowledge graph for onboarding
Visualizes business logic flows, not just dependencies, with Claude Code integration.
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lum1104
331mo ago
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Local-first semantic knowledge graph with magnetic-pull retrieval
8 starsTypeScript
Local-first semantic knowledge graph with magnetic-pull retrieval
by akashi_dev·May 29, 2026·4 points·0 comments
AI Analysis
●●SolidEye CandyCozy
Visual codebase map with magnetic-pull retrieval, but Sourcegraph and Cody already solve this.
Strengths
- •Magnetic-pull retrieval blends graph distance, semantic similarity, and recency for ranked results
- •MCP integration exposes the graph directly to coding agents without API keys or uploads
- •Live map renders in browser during indexing so you watch the graph assemble in real time
Weaknesses
- •Code knowledge graph is a crowded category with Sourcegraph, Semantic, and Cursor already established
- •Visual navigation is novel but most developers prefer text search over flying through node maps
Category
Target Audience
Developers using AI coding assistants like Cursor, Claude Code, or Codex
Similar To
Sourcegraph · Semantic · Cursor
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