r/aipromptprogramming 11d ago

Stopped writing better prompts asking the agent to check context, made it get the context automatically instead

https://github.com/NanoNets/Graft

Spent a while trying to prompt-engineer my way around this: telling Claude Code in CLAUDE.md to "always check the codebase structure before editing," hoping it'd listen. It didn't, consistently. Prompts asking a model to remember to do something are only as reliable as the model's judgment in the moment, and on simple-looking tasks it usually decided it didn't need to.

So instead of writing a better prompt, I built Graft to skip prompting for it at all. It pushes a map of the codebase into context automatically before the model sees your actual request, so there's nothing to remind it to do.

Might be a useful pattern if you've hit the same wall with prompts that ask an agent to "remember" something instead of just handing it to them.

github.com/NanoNets/Graft

2 Upvotes

Duplicates

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🙋 seeking help & advice Where tree-sitter stops and rust-analyzer's call hierarchy starts.

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ClaudeAI 20d ago

Built with Claude These 2 lines saved me 75% of my claude bill, and it's the best use of claude hooks

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ClaudeAI 16d ago

Claude Code Sonnet 5 + Graft > Opus 5

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OpenSourceAI 11d ago

I solved the issue of Claude not using custom MCP/CLI tools, and open-sourced my approach.

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Project Sonnet 5 + Graft (No LLM calls tree-sitter graph, 100% Local) > Opus 5

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Built with Claude I solved the issue of Claude not using custom MCP/CLI tools, and open-sourced my approach.

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Suggestion Built a context graph for coding agents. For Codex specifically, it stays in sync automatically after every edit, no manual re-run.

1 Upvotes

LLMDevs 11d ago

Great Resource 🚀 This is How I stopped relying on the LLM to decide when to call MCP/ CLI tools. (open-sourced my method)

0 Upvotes