A Medium post describes building an AI agent that audits codebases, detailing its architecture. It matters to practitioners implementing agents on existing repositories.
A constrained AI system designed solely to audit code for bugs, without attempting to fix them. It uses a custom architecture to force the LLM into a pure auditing role, tested on GitHub repos like Monica and Economizer, finding all known critical errors and some previously missed ones. Aimed at side project developers needing thorough code review.
A constrained AI system designed solely to audit code for bugs, without attempting to fix them. It uses a custom architecture to force the LLM into a pure auditing role, tested on GitHub repos like Monica and Economizer, finding all known critical errors and some previously missed ones. Aimed at side project developers needing thorough code review.
Limpiador is an autonomous agent that maintains git repositories by taking plain-English tasks, investigating, planning, editing, verifying, and reporting. It uses OpenAI function calling to drive real git, GitHub API, filesystem, test runner, and AST-level code views, solving the problem of tedious repo maintenance for developers.
Limpiador is an autonomous agent that maintains git repositories by taking plain-English tasks, investigating, planning, editing, verifying, and reporting. It uses OpenAI function calling to drive real git, GitHub API, filesystem, test runner, and AST-level code views, solving the problem of tedious repo maintenance for developers.
Pactrail is a Rust-based coding agent that works on a candidate copy of your repository, recording every context build, model turn, tool call, policy decision, and verification result into a hash-linked trace. It produces an immutable diff and integrity-checked receipt before touching your actual repo, solving the trust and auditability problem for developers using AI coding agents.
Pactrail is a Rust-based coding agent that works on a candidate copy of your repository, recording every context build, model turn, tool call, policy decision, and verification result into a hash-linked trace. It produces an immutable diff and integrity-checked receipt before touching your actual repo, solving the trust and auditability problem for developers using AI coding agents.
Repowise is an open-source tool that indexes repositories to provide dependency graphs, git history, documentation, architectural decisions, and code-health signals. It exposes this context via a local dashboard, CLI, and MCP tools for Claude Code, Codex, and other agents, helping developers understand codebases before making changes.
Repowise is an open-source tool that indexes repositories to provide dependency graphs, git history, documentation, architectural decisions, and code-health signals. It exposes this context via a local dashboard, CLI, and MCP tools for Claude Code, Codex, and other agents, helping developers understand codebases before making changes.
A tool that scans a codebase and produces a stable artifact (.project/surface.) mapping contracts, capabilities, and test freshness. It gives LLM coding agents like Claude Code or Cursor instant orientation so they work faster and avoid token-expensive infinite loops. Aimed at developers building with AI agents.
A tool that scans a codebase and produces a stable artifact (.project/surface.) mapping contracts, capabilities, and test freshness. It gives LLM coding agents like Claude Code or Cursor instant orientation so they work faster and avoid token-expensive infinite loops. Aimed at developers building with AI agents.