framework
Incremental parsing library used for AST-aware chunking; the sample loads tree-sitter-typescript and filters function, class and method nodes.
No evidence-backed relationships are recorded.
Enhanciar builds a wiki page per service at ingest, makes the model cite those pages, then checks each claim against the cited file before the answer ships. Claims it cannot judge are tagged unverifiable.
Reality
myc is an MIT-licensed memory layer for coding agents that installs into Claude Code's PreCompact event, writes the raw session to disk before it prints anything back, and hides the decisions it extracts until a human confirms them.
Reality
Engineering orgs say 30% to 75% of their new code is machine-written, which moved the expensive work from writing to reading, and Vitali Avagyan's answer is to parse the repository into a graph you can query.
Reality
CVE-2026-45871 was made up for a test and turned out to exist. The check resolved it against a global namespace rather than against the project it was meant to defend.
Reality
LiuHe's own numbers put a full index of 1,482 files at 9.7s and every repo map after that at 98ms. The more interesting figure is the crash budget it replaced.
Reality
A dev.to walkthrough wires chokidar, tree-sitter, Qdrant and an MCP server into a code search stack. Every part is off the shelf; the unresolved work is reindexing and retrieval quality.
Reality