LiuHe, a code-operation toolchain designed for LLM agents, has cut repo-wide symbol indexing from tens of seconds to 98ms. The project, built by developer wulun811, uses a Rust tree-sitter parse daemo…
Graphify-Labs has released graphify, an open-source tool that converts entire codebases into structured knowledge graphs to reduce AI token consumption by up to 71.5x. The tool uses tree-sitter for lo…
A developer built a custom Model Context Protocol (MCP) server using Python to extend AI agents with structured codebase tools. The server, named codebase-memory-mcp, combines SQLite with embeddings a…
Pi, an extension for the earendil-works coding agent, now prompts users for confirmation before executing dangerous shell commands such as `rm -rf`, `terraform destroy`, and destructive Git operations…
A developer has created a RAG-assisted Model Context Protocol (MCP) server that turns a monorepo into a queryable knowledge base, enabling semantic code search for LLMs and CLI tools. The system uses …
Tessera, an open-source tool from developer Rcarubbi, builds a versioned knowledge graph of codebases using tree-sitter for deterministic static analysis and AI only for summarization, enabling increm…
Claude Code's native memory features now cover most needs, but the unsolved problem is cache invalidation, according to a new analysis. Developer Abhinav Singh's OmniMemory, a local SQLite-backed memo…
A developer who burned through their token budget running Claude Code and Codex found that local inference with open-weight models trades dollar costs for wall-clock and retry costs. Testing Qwen3-Cod…
Biscuit, a native, extensible AI code editor under 20 MB, has been released on PyPI. The editor features AI agents with support for Gemini and Anthropic APIs, a planning agent with task tools, and an …
Ataraxy Labs has released Sem, a CLI tool that parses codebases with tree-sitter to produce entity-level diffs for functions, classes, and methods instead of traditional line-level diffs, addressing t…
TormentNexus' AI skill registry has surpassed 5,776 reusable modules, with top categories including code review, Terraform generation, and database migrations. The code review skill family alone compr…
A developer debugging their code-intelligence tool basemind with Claude Code achieved a 7x speedup, two upstream pull requests, and a feature disabled. The session identified a stale process causing C…
GitClear's analysis of 211 million changed lines found cloned code blocks have roughly quadrupled since 2022 due to AI coding agents duplicating code. A deterministic guardrail tool called dupehound, …
A new benchmark compares grep, structural (tree-sitter), and semantic (LSP) tools for agentic code navigation across 50 tasks. Results show grep is sufficient for correctness but structural tools redu…
An open-source MCP server called codebase-memory-mcp, built by DeusData, cuts the token cost of structural code queries by up to 121x by using a persistent knowledge graph. The tool, trending #1 on Gi…
A tutorial demonstrates building a fully offline Graphify pipeline to convert a multi-module Python application into a knowledge graph, using tree-sitter for extraction and NetworkX for analysis inclu…
Ryan Tsuji, CTO at airCloset, built a knowledge graph called code-graph spanning 46 repositories using static analysis with tree-sitter to trace cross-repository dependencies. The graph addresses limi…
A developer at a React Native shop adopted Graphify, an open-source tool that pre-processes codebases into knowledge graphs, to reduce token waste when using Cursor AI. Graphify runs locally via tree-…
DeusData released Code Intelligence MCP Server, a code intelligence engine that indexes repositories in milliseconds and the Linux kernel in 3 minutes, providing structural queries in under 1ms via a …
DeepFork is a new agent skill that reverse-engineers any open-source repository into a clean-room rebuild blueprint, allowing developers to reimplement tools in their own stack without copying code. I…