Pre-release

This release is a pre-release and may not be stable for production use.

Koskari

Koskari is a LISP dialect for Python -- indent-based layout syntax, macros, and a custom bytecode evaluator that runs on CPython.

define greet [name]:
  print (+ "Hello, " name "!")

when-main:
  greet "world"

koskari hello.ki
# Hello, world!

Overview

Koskari is the fourth iteration of the Sibilant idea, learning from the experiences of:

spexy: S-expressions compiled to Python expression strings, with let, cond, and multi-expression lambda grafted on. Where the reader and s-expression representation began.
python-sibilant: CPython bytecode target (abandoned due to version churn)
sibilant-ceval: Custom bytecode evaluator (blocked on call/cc implementation)

This version aims to be a perfect playground -- a language with all the useful features of Python but significantly fewer restrictions, designed to make writing code a joyous expression of will upon the computer.

Quick Start

Prerequisites: Python 3.9+, a C compiler with musttail support (clang, or GCC 15 or newer; the evaluator threads opcode dispatch through guaranteed tail calls, and the build picks clang when it is on the PATH or honors CC), and uv for the virtual-environment workflow below.

Virtual environment

From a repository checkout:

make venv          # creates .venv and installs koskari (editable, with repl extra)
make venv-koslife  # optional: adds the koslife demo
uv run koskari     # interactive REPL
uv run koskari hello.ki

Install

To install into your active Python environment instead:

pip install ".[repl]"
koskari            # interactive REPL
koskari hello.ki   # run a script

The repl extra enables syntax-highlighted REPL input via prompt_toolkit. Other optional extras: lsp, pygments, sphinx.

See docs/start/install-run.md for the full first-session walkthrough.

Documentation

User documentation lives in docs/ and builds into a Sphinx site with make docs:

Getting started -- install, first program, and two on-ramps: a beginner track for readers new to programming and a from-Python track for Python developers.
Guide -- the shared concept spine. Each chapter is a quick orientation that points to the authoritative concepts pages for the full rules.
Reference -- special forms, macros, layouts, the runtime library, and VM opcodes.
Patterns -- task-oriented recipes.

Corpus and MCP server

Koskari maintains a verified example corpus under docs/corpus/: records carry read / expand / eval verification phases, so they double as regression tests and as canonical teaching material. The corpus is published as a Hugging Face dataset, koskari/koskari.

A container-based MCP server exposes the corpus and the documentation to AI coding assistants (Cursor, Claude Desktop, VS Code, and similar) so they can search and author idiomatic Koskari. See tools/mcp/README.md for build and client setup.

Project status

Koskari is past early bootstrap. Layout syntax and macros compile to bytecode, the native evaluator runs programs, .ki modules import like Python packages, and the CLI provides a REPL and script runner. The test suite and verified corpus exercise behavior across read, expand, compile, and eval phases.

Area	Status
Language	Layout blocks, hygienic macros, and a broad special-form surface are implemented — see the language reference
Runtime	Stackless bytecode VM: coroutines, ambient async, continuations, dynamic wind, tail-call optimization
Tooling	REPL (`repl` extra), disassembler, optional LSP, Pygments, and Sphinx integrations
Self-hosting	Core builtins and much of the library live in bootstrap `.ki` sources; the CLI runs on self-hosted `.ki`, and the self-hosted compiler is on the roadmap

The language and APIs are still evolving — treat the reference as authoritative, not frozen. Compiler and opcode inventories for maintainers live in design/SPECIALS.md and design/OPCODES.md. Open work is tracked in design/TODO.md; architecture notes are in design/.

Development

# Lint code
make lint

# Run unit tests
make test

# Run tests across Python versions (containerized)
make test-pyversions

# Clean build artifacts
make clean

# Build user documentation (Sphinx)
make docs

Downstream Sphinx projects should enable extensions = ['koskari.extras.sphinx'] so autodoc renders Function, Syntax, and LayoutHandler bindings with signatures and pattern/peer sections.

Project Structure

The repository root is the Koskari project. Import symbols from the submodule that defines them; the top-level koskari package does not re-export.

.
├── design/                  # Design documentation (see design/README.md)
├── editors/                 # Editor syntax assets (emacs, helix, textmate)
├── examples/                # Example koskari programs (.ki files)
├── koskari/                 # Main Python package
├── koskari.pth              # Imports koskari on startup to install the .ki/.kio hooks
├── tests/                   # Test suite (mirrors package layout)
├── tools/                   # Opcode/editor regen, corpus tooling, and the MCP server
├── setup.py, setup.cfg      # Package build and tox configuration
├── Makefile                 # Build, test, and lint targets
└── Containerfile            # Runtime container image

koskari package

koskari/
├── __init__.py              # Package init; registers import hooks
├── __main__.py              # python -m koskari entry
├── exceptions.py            # Koskari*, Reader*, Layout*, Compiler* exceptions
├── types.py                 # Value types from lib + Python predicates/helpers
├── syntax.py                # Syntax form definitions
├── hygiene.py               # Macro hygiene
├── matcher.py               # Pattern matching for special forms (Python layer)
├── builtins.py              # Builtins module placeholder (filled by bootstrap)
├── cli/                     # Console entry: Python stub, host, launchpad, and REPL
│   ├── __init__.py          # Sync entry; main() boots launch.ki via hosted_run
│   ├── host.py              # Python REPL host (prompter, eval boundary, banners)
│   ├── launch.ki            # CLI launchpad: argparse, file/command load, dispatch
│   └── repl.ki              # Interactive REPL loop
├── module.py                # Module lifecycle for .ki source files
├── importer.py              # Import hook and loader for .ki/.kio modules
├── dis.ki                   # Self-hosted disassembler for Code objects
├── bootstrap/               # Bootstrap koskari sources and loader
│   ├── *.ki                 # Core forms compiled into builtins
│   └── __init__.py          # Bootstrap loader
├── reader/                  # S-expression parser and layout block syntax
│   ├── parser.py            # Reader, SourceStream, LayoutReader
│   └── layouts/             # Layout handlers (conditionals, try, class, ...)
├── lexer/                   # Token lexer and prompt_toolkit REPL
│   ├── tokens.py, parser.py, discovery.py, highlight.py
│   └── prompt_toolkit/      # REPL integration
├── extras/                  # Optional integrations (namespace; no __init__.py)
│   ├── pygments/            # Syntax highlighting lexer
│   ├── sphinx/              # Sphinx extension and autodocumenters
│   └── lsp/                 # koskari-lsp language server
├── help/                    # In-REPL help for syntax, layouts, and tools
├── compile/                 # Compiler, bytecode fragments, special forms
│   ├── compiler.py
│   ├── helpers.py
│   ├── pragma/              # Compile-time pragma resolution
│   └── specials/            # Special form handlers
├── serialize/               # Code serialization (codex format)
└── lib/                     # C extension (native types, bytecode, evaluator)
    ├── atom.c, pair.c, namespace.c, formals.c, ref.c, values.c, ...
    ├── bytecode.c, eval.c, cont.c, dynchain.c, matcher.c, ...
    ├── dynchain/            # Dynamic extent handlers (with, wind, try, ...)
    ├── eval/                # Evaluator state machine
    └── opcode/              # Per-opcode implementations

tests

tests/
├── lib/                     # Native extension and evaluator tests
│   └── opcode/              # Opcode-specific tests
├── compile/                 # Compiler and special-form tests
│   ├── helpers/
│   └── specials/
├── reader/                  # Parser and layout tests
│   └── layouts/
├── dis/                     # Disassembler tests
├── types/                   # Type predicate tests
├── importer/                # Import hook tests
├── lexer/                   # Lexer and prompt_toolkit tests
├── matcher/                 # Matcher tests
├── syntax/                  # Syntax form tests
├── hygiene/                 # Hygiene tests
├── help/                    # Help system tests
├── exceptions/              # Exception hierarchy tests
├── serialize/               # Serialization tests
├── cli/                     # CLI tests
├── reproducers/             # Regression reproducers
├── extras/                  # Optional integration tests (phase_extras)
│   ├── pygments/
│   ├── sphinx/
│   └── lsp/
└── native/                  # C harness and container memory tests

Design Documentation

Comprehensive design documentation lives in design/. Start with design/README.md for the index. Topics include language features (special forms, operators, macros, layouts), API and types, interpreter architecture (bytecode, compiler, evaluator), and call/CC design.

Testing

# Run Python tests (via tox)
make test

# Run native memory tests in container (requires podman or docker)
make test-native           # Basic native tests
make test-asan             # AddressSanitizer
make test-valgrind         # Valgrind memcheck

# Run tests across Python versions in containers
make test-pyversions

License

GPL v3 - See LICENSE for details.

Author

Christopher O'Brien obriencj@preoccupied.net

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Algorithm	Hash digest
SHA256	`b383bf42e71a8d7adce95753259b04a00dd51287e8682b40629e6ca06be8017a`
MD5	`79d00fad9f219b238dcaaca3f118f356`
BLAKE2b-256	`323424a8304ebc0883803b517a7614e63cbd80ddd23c0e762982fe073dec4951`

Algorithm	Hash digest
SHA256	`7b6628c18449ba89e6c9e0f422683342eb10e4651fee9fb96787dee6f881f299`
MD5	`f133d75aa89ac793c332fa411fe4ad67`
BLAKE2b-256	`7480efa6f414088e4b5074fb51f715b33ae838abd0c11e007378b2c1abeeeb65`

Algorithm	Hash digest
SHA256	`f4511af4301c90728b85f383c2b12737d8d7a00e27173972d506a5a2dd8788bd`
MD5	`191594d353a56499d2a123258451918e`
BLAKE2b-256	`ff6e88f24767c8ddbad98834424c19307fa80364b1a6ae0d3e5f66d59de8ade2`

Algorithm	Hash digest
SHA256	`bc23a91ec68dce999a9248aa705fdf92bbb8443357efc693780843d09c8c5c12`
MD5	`b48e9ccd13bc9bfee5de5999bd16939b`
BLAKE2b-256	`93ed4cca1eb2abe1a9f4419f118b542e66f74528c5e4cf86710e6b059155ac7c`

Algorithm	Hash digest
SHA256	`bb8714860d997e8dc7f45bd64e11f576e15756154a0ccc6869ade39505e5199b`
MD5	`2af3e78919f30147823e274158c10b70`
BLAKE2b-256	`bc688a28da95c92f17f4bee5a9170ebff047f6b3ffb3a3d407380697046ae7a9`

koskari 0.1.0.dev20260907

Koskari

Overview

Quick Start

Virtual environment

Install

Documentation

Corpus and MCP server

Project status

Development

Project Structure

koskari package

tests

Design Documentation

Testing

License

Author

Key dates

1 maintainer

Credits

License

Requires

Provides Extra

Classifiers

Download files

Source Distribution

Built Distributions

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Provenance

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Algorithm	Hash digest
SHA256	`04a9fca03b48429b5773f539a4a81757f667a42973b7b675b1030216377e18f6`
MD5	`cc25915072cba9f835bc8b4be84e0fa0`
BLAKE2b-256	`88e2263aee4f9c592be2e3ffc85ca320e7d8f139e3367a86c8527b7e1391433d`

Algorithm	Hash digest
SHA256	`7477dce772b366a2f22412acad024c32d0d09ab81276c3dc47a47e908a7ea3af`
MD5	`995a7096876144ab03d69a00a464b524`
BLAKE2b-256	`cd2395609bb64fa1c6a3f3b3a80378547f55921fcd4c8de8521c29f6a8ca9baa`

Algorithm	Hash digest
SHA256	`7c24443231a53e8161dabb6d7d0df3e3b4bdd962d4d492c1510713737b2eebc3`
MD5	`8380ba7c7ec489450329bced00bd0b4c`
BLAKE2b-256	`7884c5ab85a926103d3659bf77b63a04772cfae7e28401c20ae240ff179aabda`

Algorithm	Hash digest
SHA256	`80e2771c93bfd803a0bc33e4910be050cd6fc55c393797daa7ecc862b612e39b`
MD5	`2d9a45e35459240b126550d7889c0429`
BLAKE2b-256	`bbd519f17b4fb4d287883b7d50ac29131c328d6bb09647de169025667ef497b6`

Algorithm	Hash digest
SHA256	`c88c8dffe059992f47ad91a6bbe95e7d40a030834e6a596d197c694a3c0af430`
MD5	`a373991f9358b48e4efe838752cb0291`
BLAKE2b-256	`7a499899670f12835a433c3797294ce408a76c05aef7ee8f383426faa1366a7b`

Algorithm	Hash digest
SHA256	`27ec950efbf5313fc7809b873012af2e6593d431e890c9d426483f3ae325745a`
MD5	`e405255e5ed979a7e2175038de805fad`
BLAKE2b-256	`fefd8db9b1ff5770d1052eff02c5ae18cf4e2ac370112be625b6f3a62c273a37`

Algorithm	Hash digest
SHA256	`f20e6ec6064d9e8adbebbf290ba63b4e68232c8c3e4350c340aa5cecd4fe1258`
MD5	`5ca23ed98915b3918d00c6d1564a7c09`
BLAKE2b-256	`cc01069b36fd0e19a23064b8a116f78c9d1d07c18e57fd822c144c23efc7247a`

Algorithm	Hash digest
SHA256	`20ddb86dcf0b713d66ad182a862b1d74fb3ea0da64f7061d1004cbd3edc9945c`
MD5	`a7f3e787a496deef256894ef69789329`
BLAKE2b-256	`84a7a1f7bc22286afc57e34a44dae86c81537b5c87e20f48fe620ee4362097af`

Algorithm	Hash digest
SHA256	`ca6c9a303c53b19df9bed33488c8fc3a3da4a6e1e5b77b0ebc3ff349479871f3`
MD5	`bc66349235ba27752db6cde86b21d83c`
BLAKE2b-256	`a28dd906f5c339f4716e193f77b075ef26815583d48e7aed75cec00ff07a8396`

Algorithm	Hash digest
SHA256	`50a997d88edae71ec76e2b1b0b6f3e82bc6fbe5f3a6c168b50bbdafdd040c1dd`
MD5	`e6ec687fa9e9d0031ad0c47efe12d68e`
BLAKE2b-256	`d7171f37346f6a9a37f63f4cf36ce6615db5b7ad46c71e87bc97aeb7f4d4a9ea`