The Code Combo You Need.
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Caution
Work in Progress
Due to the stochasticity of LLM generation, this project aims to solidify
common usage patterns to improve the determinism and inference efficiency
of results.
Through the provided coco CLI, operations that originally required
multiple turns of conversation can be executed directly.
LLM inference is invoked only when necessary.
Ideally, only one turn is required to obtain the expected results,
significantly improving inference efficiency.
This solidification of LLM usage patterns is called a Combo Script.
The project also supports converting MCPs (Model Context Protocol) into CLI commands, thereby offloading MCPs from the LLM context. Instead, relevant MCP CLI commands are discovered via sub-agents. This also enables Combo Scripts to invoke MCPs.
#!/usr/bin/env nix-shell#!nix-shell -i bash -p docoptsset -Ee
coco metadata name=commit description="Code commit" \
thinking=on thinking_budget=2048 ||exit 0
DOC="Usage: commit [options]Options: --context <context> The context of background. -h --help Show this screen."eval"$(docopts -h "$DOC":"$@")"if [ -f .pre-commit-config.yaml ];then
coco record git status --short
on_err() {
coco tell <<EOFIf it's a formatting type check failure, it has most likely beenautomatically fixed by the checks.After resolving the issue, you need to re-add the fixed files and re-execute.EOF
}
trap on_err ERR
ifcommand -v prek &>/dev/null;then
coco record prek run
elifcommand -v pre-commit &>/dev/null;then
coco record pre-commit run
fitrap - ERR
fi
coco record git log -n 5
coco record git status
coco record git diff --staged --stat
coco record git diff --staged
context="Context: $context"
resp=$( coco ask --schemas 'message:git commit message'<<EOF# Summarize the staged changes and write an appropriate git commit message$context- The language and format of the message should follow previous commits- The message should not contain '#' + number or '@' + username unless required- The summarized git commit message should be concise and professionalEOF)
message=$(jq -r '.message'<<<"$resp")
escaped=$(printf '%q'"$message")
coco record "git commit -n -F - <<< $escaped"See Wiki