https://github.com/uberkael/dspick
AI Shell Completions: Like Navi, but with DSPy under the hood. Ask, Get a CLI command, Done.
https://github.com/uberkael/dspick
agent cheatsheets dspy llms python shell
Last synced: 2 months ago
JSON representation
AI Shell Completions: Like Navi, but with DSPy under the hood. Ask, Get a CLI command, Done.
- Host: GitHub
- URL: https://github.com/uberkael/dspick
- Owner: uberkael
- Created: 2025-07-07T05:48:47.000Z (12 months ago)
- Default Branch: main
- Last Pushed: 2025-07-24T10:11:28.000Z (11 months ago)
- Last Synced: 2025-09-04T13:51:04.127Z (10 months ago)
- Topics: agent, cheatsheets, dspy, llms, python, shell
- Language: Python
- Homepage:
- Size: 5.54 MB
- Stars: 1
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# DsPick
AI Shell Completions:
Like Navi, but with DSPy under the hood.\
Ask, Get a CLI command, Done.
Generates CLI commands from natural language descriptions.
- Can generate multiple commands in sequence.
- It's context-aware, considering previous commands in the pipeline.
- Provides multilingual support depending on the LLM use.
- Compatible with major providers like OpenAI, Gemini, Anthropic, and Ollama.
- Includes an optimizer to refine accuracy.
- Rate limits to manage API quotas.
- Configurable via interactive tool or config file.
## Usage
Describe the desired action and press the shortcut (default `ctrl+e`).
Demo:
Multiple command completion:\
(in the example `sum numbers`→`paste -sd+ | bc`)
Language support:\
(Depending on the LLM)
Sometimes it fails:\
(`$9` instead of `$11` or `$NF`)
## Installation
Permissions:
```bash
chmod +x dspick
```
(Maybe) Add to path
```
ln -s "$(pwd)/dspick" ~/bin/
# or .local/bin
ln -s "$(pwd)/dspick" ~.local/bin/
```
Load `dspick` in your shell.
##### bash:
Load
```bash
source $(dspick bash)
# or in the same directory
source dspick.bash
```
Or add to .bashrc
```bash
if [ -x "$(command -v dspick)" ]; then
source "$(dspick zsh)"
fi
```
##### zsh:
Load
```shell
source $(dspick zsh)
# or in the same directory
source dspick.zsh
```
Or add to .zshrc
```bash
if [ -x "$(command -v dspick)" ]; then
source "$(dspick zsh)"
fi
```
##### fish:
Load
```shell
source $(dspick fish)
# or in the same directory
source dspick.fish
```
#### API Keys
Create a `.env` file with your LLM provider API Keys.\
(Not required if using Ollama.)
```shell
ANTHROPIC_API_KEY=xxxxxx
GOOGLE_API_KEY=xxxxxx
GROQ_API_KEY=xxxxxx
MISTRAL_API_KEY=xxxxxx
OPENAI_API_KEY=xxxxxx
...
```
## Configuration
Manual: `config.toml`\
Or execute the config tool:
```bash
dspick config
```
Models:
Options:
- **Cache**: LLM responses will be cached.
- **Throttling**: Enable limit `request per minute` to avoid LLM Quotas.
## Optimizer
The optimizer tool improves result accuracy by generating an optimized.pkl file.\
This file is **automatically used if present**.
DSPy can refine prompts and examples to improve LLM responses. The optimization method may vary depending on the LLM being used.
- **Resumable Process**: Can be restarted if interrupted and some steps completed successfully.
- **Throttling**: Handles rate limits efficiently (see Throttling).
To run the optimizer:
```shell
dspick optimize
```
##### Training (with rate limit):
##### Accuracy improvements (gemini-2.5-flash-lite-preview-06-17):
