copa-cli 0.2.0

Command Palette — smart command tracking, ranking, and sharing for your shell

Copa — Command Palette for your shell

Copa tracks the commands you run, ranks them by frequency and recency, and gives you instant fuzzy search via fzf. Think of it as a smart, searchable, shareable upgrade to shell history.

Features

• Smart ranking — commands scored by 2*log(1+freq) + 8*0.5^(age/3d), so frequent and recent commands float to the top
• FTS search — full-text search across commands and their descriptions
• fzf integration — Ctrl+R opens a fuzzy-searchable command palette with preview pane; searches across commands and their descriptions
• Tab completion — Copa supplements zsh's tab completion for any command using your command history database
• Auto-evolution — copa evolve finds your most-used commands from zsh history and promotes them
• LLM descriptions — copa fix --auto uses Claude or ollama to generate descriptions for undescribed commands
• Script protocol — #@ Description: / #@ Usage: / #@ Purpose: / #@ Flag: headers in your scripts are auto-detected by copa scan across all $PATH directories
• Flag documentation — document command flags with descriptions; flags are searchable, visible in the preview pane, and preserved in .copa exports
• Groups & Ctrl+G — organize commands by project, device, or workflow; assign groups inline from the fzf palette with Ctrl+G
• Sharing & copa create — export/import command sets as .copa JSON files; copa create scaffolds a .copa file from an existing group
• Set filtering — scope list, search, and fzf to a specific shared set with --set
• MCP server — expose your commands to Claude Code (or any MCP client)
• Zero latency — precmd hook records usage in the background

Install

Prerequisites

• Python 3.12+
• fzf — required for Ctrl+R command palette

# macOS
brew install fzf

# Linux (apt)
sudo apt install fzf

# or see https://github.com/junegunn/fzf#installation

Install Copa

pip install copa-cli
# or from source:
git clone https://github.com/MaStanford/copa.git
cd copa
pip install -e .

# Optional: ollama backend for LLM descriptions
pip install copa-cli[ollama]

Shell integration (required)

Add this line to your ~/.zshrc:

source /path/to/copa/copa.zsh

Then restart your shell or run source ~/.zshrc. This does three things:

1. Records every command you run — a precmd hook silently calls copa _record in the background after each command, building up frequency and recency data with zero latency impact.
2. Replaces Ctrl+R — the default zsh reverse-history-search is replaced with Copa's fzf-powered command palette (see below).
3. Supplements tab completion — Copa registers as a fallback completer so that any command gets completion candidates from your Copa database (see Tab Completion below).

Initialize the database:

copa _init

Ctrl+R — fzf Command Palette

Once shell integration is sourced, pressing Ctrl+R opens an fzf-powered command palette instead of the default zsh reverse search. This is Copa's primary interface.

What you see

Copa pipes every tracked command into fzf with aligned columns:

 command text (padded)  ┃  [group]  freq×N

The left panel shows the command text. The right panel shows metadata: a pin indicator, group badge (dim magenta), and frequency count (dim). Descriptions and flag documentation are not shown in the list — they appear in the preview pane but are still included as a hidden field that fzf searches. This means typing "bluetooth" in fzf will find a command whose description mentions "bluetooth" even if the command text doesn't contain it.

fzf searches across all fields — the command text, group names, descriptions, and flag documentation. A hidden search field contains the full description and flag text so fzf's fuzzy matching covers everything even though only the command and metadata columns are displayed.

This is the key difference from plain zsh Ctrl+R: you're not just searching raw history text, you're searching annotated, described, ranked commands.

Modes

The header shows available modes. Press Ctrl+R again while fzf is open to cycle:

Mode	Sort order	Use case
all	Score (frequency + recency)	Default — best commands float to top
frequent	Frequency only	Find your most-used commands
recent	Last used time	Find commands you ran recently

Keybindings

While the fzf palette is open, these keys are available:

Key	Action	Effect
Ctrl+R	Cycle mode	all → frequent → recent → all
Ctrl+V	Append &	Run selected command in background
Ctrl+O	Append 2>&1	Merge stderr into stdout
Ctrl+X	Append |	Pipe into next command
Ctrl+T	Append >	Redirect output
Ctrl+A	Append &&	Chain with next command
Ctrl+/	Append 2>/dev/null	Suppress stderr
Ctrl+G	Set group	Assign or change the group for the highlighted command
Ctrl+D	Describe	Generate/edit a description for the highlighted command
Ctrl+F	Edit flags	Add flag documentation to the highlighted command

Keybindings are configurable via ~/.copa/config.toml. See the [keys] section.

Preview pane

The right side shows a detail card for the highlighted command: full description, usage, purpose, flag documentation, score breakdown, frequency, last used, source, group, shared set, and tags.

Result

Selecting a command places it directly into your shell prompt (without executing it), so you can review or edit before pressing Enter.

Tab Completion

Copa supplements zsh's built-in tab completion for any command — not just Copa's own CLI. Once copa.zsh is sourced, Copa registers as a fallback completer in zsh's completion system.

How it works

When you press Tab, zsh runs its normal completers first. If Copa's fallback also fires, it queries the Copa database for commands matching what you've typed so far and suggests the next word(s):

$ adb shell dump<TAB>
→ dumpsys  dumpstate

Copa looks at your tracked commands starting with adb shell dump and extracts the next word from each match. Candidates are deduplicated and ordered by frequency.

Examples

# Complete subcommands for adb
adb <TAB>
→ shell  devices  logcat  push  pull  ...

# Complete arguments deeper in the command
adb shell cmd bluetooth_manager <TAB>
→ enable  disable  ...

This works automatically once copa.zsh is sourced — no extra setup needed. The more commands you use (and track with Copa), the better the completions get.

Copa's own CLI completions (copa li<TAB> → list) continue to work as before via Click's built-in completion.

Quick Start

# Import your shell history
copa sync

# Add a command manually
copa add "adb shell cmd bluetooth_manager enable" -d "Enable Bluetooth" -g bluetooth

# Add a command with flag documentation
copa add "flash_all" -d "Flash AOSP build" -f "--wipe: Wipe userdata" -f "-v: Verbose"

# Create a .copa file from a group (or scaffold an empty one)
copa create -g bluetooth

# List top commands by score
copa list

# Search by keyword
copa search bluetooth

# Auto-promote frequent commands from history
copa evolve -k 20

# Auto-promote and generate descriptions in one pass
copa evolve -k 20 --auto

# Generate descriptions with LLM
copa fix --auto

# Scan $PATH for scripts with metadata
copa scan

# Open fzf command palette (or press Ctrl+R)
copa fzf-list --mode all | fzf

LLM-Powered Descriptions

Copa can use an LLM to auto-generate descriptions for your undescribed commands. Two backends are supported:

Configure

copa configure

This prompts you to choose a backend:

• claude (default) — shells out to the claude CLI. No API key needed if Claude Code is already authenticated.
• ollama — calls a local ollama server at localhost:11434. Copa checks that ollama is installed and running, prompts for a model name, and offers to pull it if missing.

Settings are stored in the Copa database (meta table).

Bulk descriptions with copa fix --auto

# First, add undescribed commands
copa evolve -k 20

# Then generate descriptions with LLM suggestions
copa fix --auto

# Or do both in one step
copa evolve -k 20 --auto

With --auto, each command gets an LLM-generated suggestion:

  [42] adb shell dumpsys bluetooth_manager
  Suggestion: Dump Bluetooth manager state
  Description [Dump Bluetooth manager state]:

• Press Enter to accept the suggestion
• Type a replacement to override it
• Press q to quit

Without --auto, copa fix behaves as before (blank prompt, Enter to skip).

Single command description

copa describe 42

Generates a description for a specific command by ID. Same accept/edit flow as fix --auto.

Script Metadata Protocol

Copa recognizes #@ headers in script files (checked in the first 50 lines):

#!/bin/bash
#@ Description: Flash AOSP build to connected device
#@ Usage: flash_all.py <build-dir> -w [--skip firmware vendor_boot ...]
#@ Purpose: Streamline the device flashing workflow
#@ Flag: -w, --wipe: Wipe userdata before flashing
#@ Flag: --skip <parts>: Skip specific partitions
#@ Flag: -n, --dry-run: Show what would be done without flashing

When scanned, Description, Usage, Purpose, and Flags are stored and displayed in the Ctrl+R preview pane:

Description: Flash AOSP build to connected device
Usage:       flash_all.py <build-dir> -w [--skip firmware vendor_boot ...]
Purpose:     Streamline the device flashing workflow

Flags:
  -w, --wipe           Wipe userdata before flashing
  --skip <parts>       Skip specific partitions
  -n, --dry-run        Show what would be done without flashing

Supported headers

Header	Effect
#@ Description: <text>	Sets the command description (highest priority)
#@ Usage: <text>	Usage / invocation syntax
#@ Purpose: <text>	Why the script exists / when to use it
#@ Flag: <flag>: <description>	Document a flag/option (repeatable)

Scripts without #@ headers still work — Copa falls back to legacy patterns (# Description:, # Purpose:, Python docstrings, generic comments).

Scan scripts

copa scan               # scans all $PATH directories
copa scan --dir ~/bin   # scan a specific directory

Sharing

Export a group as a .copa file:

# Using copa create (recommended — creates a .copa file you can edit)
copa create -g bluetooth

# Or using share export (direct export)
copa share export bluetooth -o bluetooth.copa

Share it with your team (via git, fbsource, or any file share):

copa share load bluetooth.copa
copa share load /path/to/team/commands.copa
copa share sync /path/to/team/copa-files/

Filtering by shared set

Once you've loaded shared sets, you can scope commands to just that set:

# List only commands from the bluetooth shared set
copa list --set bluetooth

# Search within a shared set
copa search "enable" --set bluetooth

# fzf filtered to a shared set
copa fzf-list --mode set --set bluetooth | fzf

You can also filter by source type:

copa search "adb" --source shared
copa list --source scan

Create an alias for quick set-scoped search:

alias copa-bt='copa fzf-list --set bluetooth | fzf'

.copa file format

{
    "copa_version": "1.0",
    "name": "bluetooth",
    "description": "Bluetooth commands for Android devices",
    "author": "markstanford",
    "commands": [
        {
            "command": "adb shell cmd bluetooth_manager enable",
            "description": "Enable Bluetooth",
            "tags": ["bt", "android"]
        },
        {
            "command": "flash_all",
            "description": "Flash AOSP build to device",
            "tags": ["aosp"],
            "flags": {
                "-w, --wipe": "Wipe userdata before flashing",
                "--skip <parts>": "Skip specific partitions"
            }
        }
    ]
}

MCP Server (Claude Code integration)

Copa includes an MCP server so Claude Code can search and add commands.

Install the MCP dependency:

pip install copa-cli[mcp]

Add to your Claude Code MCP config (.mcp.json in your project or home dir):

{
    "mcpServers": {
        "copa": {
            "command": "python3",
            "args": ["-m", "copa.mcp_server"]
        }
    }
}

Available MCP tools:

• copa_search — search commands by keyword
• copa_list_commands — list commands ranked by score
• copa_list_groups — list all groups
• copa_get_stats — usage statistics
• copa_add_command — add a command
• copa_update_description — update a description
• copa_create_group — create a group with commands
• copa_bulk_add — bulk add commands

CLI Reference

Command	Purpose
copa add "cmd" -d "desc" -g group -f "flag: desc"	Save a command (with optional flags)
copa create -g group [-o file]	Create a .copa file from a group
copa list [-g group] [-s source] [--set name]	List by score
copa search "query" [-g group] [-s source] [--set name]	FTS search
copa remove ID	Remove a command
copa stats	Usage statistics
copa sync	Import from zsh history
copa scan [--dir path]	Import script metadata from $PATH
copa evolve [-k 20] [--auto]	Auto-add frequent commands (with optional LLM descriptions)
copa fix [--auto]	Add missing descriptions (with optional LLM)
copa describe ID	Generate description for one command
copa configure	Set LLM backend (claude/ollama)
copa share export GROUP -o file	Export group
copa share load SOURCE	Load shared set
copa share list	List shared sets
copa share sync DIR	Sync .copa files from dir
copa import FILE [-g group]	Import commands from markdown

How Scoring Works

score = 2.0 * log(1 + frequency) + 8.0 * 0.5^(age_seconds / 3_days)

Pinned commands get a +1000 bonus. The 3-day half-life means commands used in the last few days are strongly favored — a command used today scores ~8.0 recency, after 3 days ~4.0, after a week ~1.6.

License

MIT