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ccglass

Inspect what AI coding agents send to LLMs

ccglass is a specialized local traffic inspector designed for code generation agents. It provides a detailed, real-time view into the communications between your agent and various code models. Key features include: • Exact prompts and tool schemas sent to models • Complete message history for each interaction • Real-time token usage, cache hits, and estimated costs • Live streaming of responses as they are generated • Conversation flow diagrams and turn-to-turn diffs for debugging This tool is compatible with a wide range of code models and agents, including Claude Code, Codex, OpenCode, DeepSeek-TUI, and Kimi. It sidesteps common proxy issues by operating as a lightweight local reverse-proxy, requiring no CA certificates or complex configurations. This allows for seamless interception of plaintext requests on localhost, even when agents bypass standard HTTP_PROXY settings. The web dashboard provides a comprehensive interface to examine every aspect of the agent's request. You can expand to view full system prompts, inspect every tool schema, and analyze message histories. The detailed analytics on token usage, cache performance, and cost help developers optimize their agent's interactions with coding models. It's an indispensable utility for developers, researchers, and teams working to understand and refine the behavior of their code generation agents.
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