Graphify: An Agent Skill for Translating Code Repositories, Documents and Schemas into Queryable Knowledge Graphs
Graphify, which trended on GitHub Trending in early August 2026, constructs queryable knowledge graphs from code, documents, SQL schemas, PDFs and more via local AST powered by tree-sitter and Leiden community detection, and integrates with Agent tools including Claude Code, Cursor and Codex through the `/graphify Skill`. This article verifies its Trending background and official capability boundaries, makes a comparison with vector RAG, and provides hands-on steps for installation via uv, Skill registration and querying via query/path/explain, to assist with context engineering选型 in large codebase scenarios.
Read MoreModel Isn't the Decisive Factor: The Harness Battle for CLI Coding Agents in 2026
In mid-2026, the focus of the CLI coding Agent community shifted from foundation models to Harness—system prompts, retry logic, context compression, and sub-agent orchestration. On Terminal-Bench 2.1, Claude Code and Codex CLI were locked in a tight race with an accuracy rate of around 83%, and the same model could achieve scores differing by several percentage points under different Harness configurations. This paper sorts out the concept of Harness, compares four development routes including Claude Code, Codex CLI, OpenCode and Copilot CLI, and explains why context compression has become an invisible battlefield, to help developers select appropriate solutions according to their scenarios.
Read More