Structured code explainer — layered explanations of files, functions, directories, or concepts
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npx claudepluginhub harnessprotocol/harness-kit --plugin explainHarness Board — a lightweight Kanban board with real-time Claude ↔ web UI two-way sync
Trace column-level data lineage through SQL, Kafka, Spark, and JDBC codebases
Generate or update README, API docs, architecture overview, or changelog — always confirms before writing
Code review for a branch, PR, or path — structured output with severity labels and cross-file analysis
Process any source into a structured, compounding knowledge base with refresh capability
Explain complex code and annotate files with inline documentation
Explain code with one-sentence summary, mental model, ASCII diagram, and modification guide.
AI-powered codebase understanding assistant. Learn design patterns, analyze impact, trace code flows, and understand any codebase through information theory principles. Includes 6 Agent Skills for automatic analysis triggering.
Codebase intelligence — semantic search workflows, dependency graph analysis, and context artifact exploration for SocratiCode
Full AI context layer over MCP — tree-sitter code-map, document RAG (PDF/Office/HTML/email + OCR + reranker), shared agent memory, on-demand web crawl, git history + blame + per-symbol diff. 300+ languages, 8 coding-agent harnesses, content-addressed Fjall + LanceDB.
Fast and token-friendly code reading for AI coding agents. Symbol-aware MCP tools that replace cat/grep with ~85% fewer tokens, sub-millisecond search, and a raw fallback that preserves cat/grep parity byte-for-byte.