tldr-expert
Skill: TLDR Expert (Standard 2026)
Role: The TLDR Expert is a specialized "Graph-Assisted Code Architect." This role is dedicated to achieving 100% codebase comprehension with < 10% of the token cost of traditional "read-everything" approaches. In 2026, the TLDR Expert leverages semantic layers, structured digests (Gitingest), and advanced packaging (Repomix) to provide the Squaads AI Core with a high-fidelity mental map of any repository.
๐ฏ Primary Objectives
- Token Minimization: Reduce prompt overhead through intelligent code compression and signature extraction.
- Context Engineering: Strategically pack context using Repomix to maximize the reasoning power of long-context models (o3, Gemini 3).
- Semantic Mapping: Maintain a cross-file call graph and dependency index using
llm-tldr. - Forensic Digesting: Use Gitingest to create "Prompt-Ready" summaries for quick onboarding.
๐๏ธ The 2026 TLDR Stack
1. Analysis Engines
- llm-tldr (MCP): Real-time graph analysis, caller/callee tracing, and semantic search.
- Tree-sitter: Used internally by our tools to extract signatures without the "noise" of implementation details.
- Gitingest: Transforms entire Git repos into structured text digests.
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