kishi-shell 2.0.2.1

A powerful, highly modular, Python-based modern shell.

Kishi Shell (v2.0.2.1)

If you like this project, please give it a ⭐ star on GitHub and vote on AUR! Your support helps the project grow.

Kishi Shell is a next-generation command line developed 100% in Python that transforms into a full-fledged Terminal User Interface (TUI) Operating System without requiring any external software (Go, C) or plugins. It combines the traditional Bash command set with modern IDE (Code Editor) and System Monitor features.

Installation & Running

Option 1: Install via AUR (Arch Linux) — Recommended

yay -S kishi-shell

Option 2: Install from Source

git clone https://github.com/ozhangebesoglu/Kishi-Shell.git
cd Kishi-Shell
chmod +x install.sh
./install.sh

The installer will try pip3 install . first. If your system uses PEP 668 protection, it will offer you to create a virtual environment (recommended) or use --break-system-packages.

Option 3: Install via pip (PyPI)

pip install --upgrade kishi-shell           # Core shell only (~30 KB)
pip install --upgrade "kishi-shell[krep]"   # + numpy/scipy for Krep AI's LSA model

The base install gives you the full Kishi Shell + the keyword-based krep engine. The [krep] optional extra adds numpy + scipy for the dictionary-free LSA model (krep --learn PATH and friends). Most shell users never need this.

Type kishi in your terminal to launch Kishi Shell. Type exit to return to your default shell.

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How the Installer Works

Linux (install.sh)

The installer automatically detects your distro (Arch, Fedora, Debian/Ubuntu, openSUSE, Void, etc.) and:

1. Installs system dependencies (python3, pip, prompt_toolkit, psutil) via your package manager
2. Runs pip3 install . — if PEP 668 protection blocks it, you can choose between --break-system-packages or a virtual environment (~/.kishi-venv)
3. Verifies the kishi command is available in your PATH

Windows (install.bat)

1. Runs pip install . (tries pip, python -m pip, python3 -m pip)
2. Auto-detects the Python Scripts directory and adds it to your user PATH
3. You can always run with python -m kishi as a fallback

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Using Kishi as Your Login Shell (Optional)

Note: Kishi works perfectly as a regular shell — just type kishi to launch it. Setting it as a login shell is entirely optional and only needed if you want Kishi to be your default system shell.

If you want to set Kishi as your login shell:

# 1. Register kishi as an allowed shell
kishi --setup
# or manually:
echo $(which kishi) | sudo tee -a /etc/shells

# 2. Set as your default login shell
chsh -s $(which kishi)

# To revert back to bash at any time:
chsh -s /bin/bash

Safety Features:

• Fallback protection: If Kishi crashes on startup, it automatically falls back to /bin/bash or /bin/sh — your system will never be locked out
• Profile sourcing: Automatically sources /etc/profile and ~/.profile (or ~/.bash_profile) so your environment is properly set up
• Display manager compatible: Properly handles kishi -c "exec gnome-session" for GDM, SDDM, LightDM
• Non-interactive mode: Pipes (echo "echo hello" | kishi) and scripts work without blocking

Invocation Modes:

kishi                              # Interactive mode (prompt + UI)
kishi -c "ls -la"                  # Execute a single command and exit
kishi --login                      # Login shell mode (source profiles)
kishi -l -c "exec gnome-session"   # Login + command (used by display managers)
echo "echo hello" | kishi          # Pipe mode (non-interactive, no banner)

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Advanced Visual Interfaces (TUI)

Kishi Shell doesn't make you install Midnight Commander or top/htop. It has its own zero-latency tools rendered 100% in Python.

1-) VSCode-like Unified IDE & Dashboard

No more reading files on a plain black screen! Kishi Shell doesn't make you install Midnight Commander or top/htop. It merges both into a perfect VSCode-like layout.

• Command: dashboard Running isolated in the background, this system displays CPU Core Usage, RAM / SWAP Metrics, Root Disk space, and Live Network Traffic (Down/Up) in side panels.

• When you press Ctrl + E, the massive terminal in the center instantly transforms into a Dual-Panel IDE (Development Environment). The screen splits from the top into two sections, placing the Folder Tree on the left and the Code Editor on the right. The bottom section remains as the Kishi Terminal.

• You can navigate between panels using the Tab key, creating a perfect cycle between Tree -> Editor -> Terminal -> Input Line.

• Write your code and save it instantly with Ctrl + S.

Dashboard Keyboard Shortcuts

Shortcut	Action
Enter	Execute command
Tab	Auto-complete commands and paths
Ctrl + E	Toggle IDE Explorer (file tree + editor)
Shift + Tab	Cycle focus between panels
Ctrl + R	Fuzzy search command history
Ctrl + C	Send SIGINT to running process
Ctrl + Q	Quit dashboard
PgUp / PgDn	Scroll terminal output
Home / End	Jump to top / bottom of output

2-) Interactive Terminal & Directory Synchronization

The Kishi Terminal at the bottom of the screen works in live sync with the Folder Tree!

• When you type cd in the command line to change directories, the Tree updates automatically.
• When you run long-running Python or Bash scripts that wait for your input (like input()), the interface never freezes! Thanks to background binary streaming, command outputs are printed directly to the interface, and inputs you type in the command line at the bottom are forwarded directly to the code's stdin input.
• You can send Ctrl + C to kill a running process without closing the dashboard, then continue using the terminal normally.
• Programs that require a terminal (python, node, java) work properly thanks to full pseudo-terminal (PTY) support.

3-) Standalone File Explorer

The IDE Explorer also works as a standalone dual-pane file browser outside the dashboard. Navigate your entire filesystem, preview directories, and edit code with line numbers.

• Command: explore
• Shortcut: Ctrl + E

4-) Tab Completion & Syntax Highlighting

Kishi provides real-time tab completion for system commands, builtins, and filesystem paths. Known commands appear in green, unknown ones in red.

5-) Help System & History Search (Fuzzy Search)

• For Comprehensive Help: help — For Quick Shortcuts: help less

No need to install external FZF to find your old commands.

• Shortcut: Ctrl + R As you type like a typewriter, it performs character matching among thousands of your old commands and brings the desired command to your screen in seconds. Press Enter to pull the command.

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Plugin Marketplace

Kishi Shell features a dynamic, Python-powered plugin ecosystem. You can browse, install, and manage official extensions natively without leaving the terminal or reloading the environment.

Plugin Commands

Command	Description
plugin list	List all installed plugins
plugin market	Browse available plugins in the marketplace
plugin install <name>	Install a plugin by name from the marketplace
plugin install <url>	Install a plugin from a direct GitHub raw URL
plugin remove <name>	Uninstall a plugin

Available Plugins

Plugin	Command	Description	Usage
weather	weather	Live weather from wttr.in	weather (auto-detect location) or weather Istanbul
ip	ip	Public IP & location info via ipinfo.io	ip
qr	qr	Generate ASCII QR codes in your terminal	qr https://github.com or qr "Hello World"
hello	hello	Demo plugin — test your marketplace connection	hello

Example Usage

# Browse the marketplace
Kishi$ -> plugin market
 Available Plugins in Kishi Marketplace:
  - hello.py
  - weather.py
  - ip.py
  - qr.py

# Install a plugin
Kishi$ -> plugin install weather
[*] Downloading 'weather.py' from marketplace...
[+] Plugin 'weather' installed successfully!

# Use it immediately — no restart needed
Kishi$ -> weather Istanbul
Istanbul: ⛅️ +18°C

# Check what you have installed
Kishi$ -> plugin list
 Installed Plugins:
  - weather

# Remove when you no longer need it
Kishi$ -> plugin remove weather
[+] Plugin 'weather' removed.

Once installed, plugins operate at native speed and are fully integrated into Kishi's event loop. Plugins are stored in ~/.kishi/plugins/ and loaded automatically on shell startup.

Creating Your Own Plugin

Create a .py file where the filename must exactly match the command name it exports:

# mycommand.py
def mycommand(args):
    """args[0] = command name, args[1:] = user arguments"""
    if len(args) < 2:
        print("Usage: mycommand <text>")
        return 1

    print(f"Hello, {args[1]}!")
    return 0  # exit code: 0 = success

PLUGIN_COMMANDS = {
    "mycommand": mycommand  # key MUST match filename (mycommand.py -> "mycommand")
}

Install from any source:

# From the official marketplace (submit a PR to Kishi-Plugins repo)
plugin install mycommand

# Or from any raw GitHub URL
plugin install https://raw.githubusercontent.com/user/repo/main/mycommand.py

For more details, see the Kishi-Plugins repository.

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Scripting and Environment Variables

Setting and Reading Variables (export)

You can define new variables in the Kishi environment that other programs can also read.

Kishi$ -> export MY_KEY="12345"
Kishi$ -> echo $MY_KEY
12345

Simply type unset MY_KEY to remove it. You can list all loaded variables in the environment by just typing export.

Customizing the Terminal Cursor

You can customize the terminal cursor globally across all TUI interfaces (Dashboard, Explorer, etc.) by exporting the CURSOR_SHAPE variable. Add this to your ~/.kishirc:

export CURSOR_SHAPE="BLINKING_BLOCK"

Available options: BLOCK, BLINKING_BLOCK, UNDERLINE, BLINKING_UNDERLINE, BEAM, BLINKING_BEAM.

Create Your Own Commands (myfunc)

If you keep repeating a task, you can instantly teach Kishi code blocks (Sub-Routines). Defining functions is very easy:

Kishi$ -> greet() { echo "Welcome to the System $USER"; ls -l; }
Kishi$ -> greet
Welcome to the System ozhangebesoglu
drwxrwxr-x 2 user user 4096 ...

You can chain functions with semicolons (;) and run massive automation scripts in a single line. Moreover, you can squeeze complex Shell operators like |, &&, >, >> in between your commands and outputs!

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Architecture

Kishi is built on a classic compiler pipeline following SOLID principles:

Input → Lexer → Parser → Expander → Executor
         │        │         │          │
      tokens     AST    expanded    fork/exec
                          args      pipelines

Module	Responsibility
lexer.py	Tokenization, quote tracking
parser.py	Recursive descent parser, AST generation
expander.py	$VAR, glob, tilde, $(cmd) expansion
executor.py	fork/exec, pipelines, redirections, job control
builtins.py	26 built-in commands
tui_dashboard.py	VS Code-style dashboard (5 SOLID classes)
tui_explorer.py	Dual-pane IDE explorer
tui_fuzzy.py	Ctrl+R fuzzy search engine
ui.py	Syntax highlighting, completions, keybindings
main.py	Login shell, mode detection, profile sourcing
krep.py	3D semantic vector search engine
krep_learn.py	PPMI + SVD model: dictionary-free corpus learning
krep_core.pyx	Cython acceleration for vectorize / cosine
krep_cli.py	Standalone krep CLI entry point

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Krep AI — Semantic Search (v2.0.2.1+)

Krep is a 3D semantic vector search tool. Unlike grep, it understands meaning: searching "auth login" also surfaces lines containing "password validated", "token issued", or "yetkilendirme reddedildi".

Krep ships as both an embedded Kishi builtin and a standalone CLI. pip install kishi-shell adds two binaries to your PATH: kishi and krep.

# From any shell (bash, zsh, fish):
$ krep "auth login" /var/log/
$ krep --learn /var/log/ --auto-refresh 1h
$ cat app.log | krep error

# From inside Kishi REPL:
Kishi$ -> krep "auth login" /var/log/

Two engines, automatic dispatch

1. Keyword engine (default, zero-setup): built-in 178-word vocabulary across 3 axes — Error / Security / Data. Works out of the box.
2. LSA model (krep --learn PATH): PPMI + SVD trained on your corpus. Vocabulary, axes, and word vectors are learned from the actual files — no manual dictionary. Multilingual by construction. Requires the optional extra: pip install kishi-shell[krep] (adds numpy + scipy).

When you run krep --learn /var/log/, Krep:

• Scans every non-binary file, tokenizes (Unicode-aware)
• Builds a sparse cooccurrence matrix
• Normalizes with PPMI (Positive Pointwise Mutual Information)
• Computes SVD rank-50 word embeddings (HD for cosine ranking)
• Reduces to PCA-3 (only for the ASCII scatter visualization)
• Auto-labels each axis from its top-5 representative terms
• Saves to ~/.cache/kishi/krep_models/<path-hash>/

$ krep --learn /var/log/ --auto-refresh 1h
[krep --learn] Vocab: 12,438 terms, 891,234 lines
[krep --learn] SVD rank-50 + PCA-3 (var=17.3%), 2.1s
[krep --learn] Axis 0: error fail timeout exception denied
[krep --learn] Axis 1: auth login user session token
[krep --learn] Axis 2: file query select read write
[+] Model saved: ~/.cache/kishi/krep_models/var_log_a8f3.../
    12438 terms, 891234 lines, 2.1s · auto-refresh 1h

Tail-aware incremental updates

Log files are append-only. Krep tracks each file's last-read byte offset, mtime, and size. When you run krep --update-learn, only new lines are processed:

$ krep --update-learn /var/log/        # tail-only, ~%5 of full build time
$ krep --list-models                   # see what's cached
$ krep --purge-models                  # wipe everything

Rotation/truncate is detected automatically: if a file's size shrinks, it's re-read from the beginning.

Lazy auto-refresh (no daemon, no cron)

--auto-refresh INTERVAL writes a freshness threshold into the model. On every query, if the model is older than the threshold, Krep fires a background subprocess to refresh it (fire-and-forget). The current query keeps running with the old model; the next query sees the new one.

$ krep --learn /var/log/ --auto-refresh 1h
$ krep "auth failure" /var/log/         # 5 hours later
  # ↓ Lazy refresh triggered in background
  # ↓ This query uses the old model (still fast)
$ krep "auth failure" /var/log/         # 3 seconds later
  # ↓ New model loaded automatically (cache mtime-invalidated)

Intervals are human-readable: 1h, 30m, 1d, 2w, 45s, or 0 to disable.

When ripgrep is installed: 200-3000× speedup

If rg (ripgrep) is on your PATH, Krep automatically uses it as a streaming prefilter: only matching lines are vectorized, the rest is skipped. Early-termination after limit × 10 matches. Falls back to the built-in Python walker when:

• rg not installed,
• stdin pipe mode,
• rg returns 0 hits (semantic neighbor lookup needs the walker).

$ krep --no-rg "auth login" /var/log/   # force pure-Python engine

Verified benchmarks (3-run averages, 12-core x86_64):

Corpus	Query	Walker	rg-streaming	Speedup
Kishi repo (~5k lines)	auth login	1068 ms	5 ms	206×
Python stdlib (~6.8M lines)	auth login	timeout	11 ms	>5000×
Python stdlib	database query	timeout	14 ms	>4000×
1 GB single file (17M lines)	auth login	timeout	6 ms	>10000×

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Krep Performance (v2.0.1.1+)

Krep AI uses a two-path search architecture for the krep builtin:

1. ripgrep-streaming (default when rg is installed):

   • Builds a word-only regex from the query (auth login → auth|login).
   • Runs rg -i -n --max-count=20 as a streaming subprocess.
   • Reads stdout line by line, vectorizes each match, computes cosine similarity.
   • Terminates rg early when limit × 10 matches are collected.
   • Result: 100-3000x faster than the sequential walker.

2. Built-in Python walker (semantic fallback): mtime-keyed in-memory concept-vector cache + line-level bigram vectorization. Used when:

   • ripgrep isn't installed,
   • stdin is the input,
   • rg's literal pass returned 0 matches but the user's query has a semantic neighbour in the corpus (e.g. login authorization → matches auth token expired).

Override:

krep --no-rg PATTERN PATH    # Force the Python fallback (debug/test)

Verified benchmarks (3-run averages, 12-core x86_64, Python 3.14, ripgrep 15.1):

Corpus	Query	Walker	rg-streaming	Speedup
Kishi repo (~5k lines)	auth login	1068 ms	5 ms	206x
Kishi repo	error timeout	1103 ms	7 ms	156x
Kishi repo	database query	1071 ms	5 ms	210x
Tests dir (~3k lines)	auth login	1053 ms	6 ms	171x
Python stdlib (~6.8M lines)	auth login	timeout (>60 s)	11 ms	>5000x
Python stdlib	error timeout	timeout	9 ms	>6000x
Python stdlib	database query	timeout	14 ms	>4000x

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Help Center (help)

Kishi always assists you. If you want to remember all system features and command tips:

• For Comprehensive (Full) Help: help
• For Quick Shortcut Summaries: help less is all you need to type.

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Contributing

We welcome contributions! Check out CONTRIBUTING.md for guidelines on how to get started.

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Developed by: Ozhan Gebesoglu
Designed to push the limits of Python in the Terminal.

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