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LLM-Coding / Semantic-Anchors

A curated catalog of 230+ semantic anchors: well-defined terms like arc42, TDD London School or tracer bullet that activate deep, consistent knowledge in LLMs. Use them in prompts, skills and agent instructions instead of spelling out methods yourself.

★ 512 HTML today
oooscoos / Benzi

Most coding agents grep and glob raw source into LLM's context window and hope the model is smart. Benzi compiles your codebase into a queryable map of calls, data flow, control flow and class hierarchy first; then it reads, explains, runs, edits and verifies your code using it. Includes a runtime tracer. 82.4% SWE-bench Verified for < $13.

★ 169 HTML 1d ago
xsoway / codebase-graph-prd-rules

Two source-verified AI-agent skills that turn project code into traceable business-rule documents (whole-project + single-module). Graph-guided, evidence-graded, evaluation-backed.