pyproject.toml

[build-system]
requires = ["hatchling>=1.25"]
build-backend = "hatchling.build"

[project]
name = "thinkless"
dynamic = ["version"]
description = "Stop using an LLM for every decision. Rules and small local models answer an AI agent's routine decisions, including ones learned from its own LLM once proven; the LLM keeps the steps that need it, and every step is traced."
readme = "README.md"
requires-python = ">=3.10"
license = "Apache-2.0"
license-files = ["LICENSE"]
authors = [{ name = "Praveen Kumar" }]
keywords = [
  "agents",
  "ai-agents",
  "llm",
  "llm-routing",
  "llm-cost",
  "cost-optimization",
  "knowledge-distillation",
  "openai",
  "anthropic",
  "langchain",
  "decision-models",
  "guardrails",
  "langgraph",
  "openai-agents",
  "mcp",
  "benchmark",
  "calibration",
  "classification",
  "observability",
  "tracing",
  "system-one",
  "jev",
  "laya",
  "gliner",
]
classifiers = [
  "Development Status :: 4 - Beta",
  "Framework :: Pydantic :: 2",
  "Intended Audience :: Developers",
  "Intended Audience :: Information Technology",
  "Intended Audience :: Science/Research",
  "License :: OSI Approved :: Apache Software License",
  "Operating System :: OS Independent",
  "Programming Language :: Python :: 3",
  "Programming Language :: Python :: 3.10",
  "Programming Language :: Python :: 3.11",
  "Programming Language :: Python :: 3.12",
  "Programming Language :: Python :: 3.13",
  "Topic :: Scientific/Engineering :: Artificial Intelligence",
  "Topic :: Software Development :: Libraries :: Python Modules",
  "Typing :: Typed",
]
dependencies = [
  "pydantic>=2.6,<3",
  "httpx>=0.27,<1",
  "numpy>=1.24",
  "rich>=13.7",
  "typer>=0.12",
  "tomli>=2.0; python_version < '3.11'",
]

[project.optional-dependencies]
# Local decision models. GLiNER2 caps transformers below 5, so every local
# extra shares that bound to keep one resolvable environment.
gliner = [
  "gliner2[local]>=2.0,<3",
  "transformers>=4.48,<5",
  "protobuf>=4.25",
  "sentencepiece>=0.2",
]
laya = ["laya>=0.4.17,<0.5", "transformers>=4.48,<5"]
local-llm = ["transformers>=4.48,<5", "accelerate>=1.0", "torch>=2.1"]
local = ["thinkless[gliner,laya,local-llm]"]
# Hosted reasoning backends.
openai = ["openai>=2.0"]
anthropic = ["anthropic>=1.0"]
# Observability export.
otel = [
  "opentelemetry-api>=1.25",
  "opentelemetry-sdk>=1.25",
  "opentelemetry-exporter-otlp-proto-http>=1.25",
]
# Public dataset benchmarks.
bench = ["datasets>=3.0"]
# Agent framework adapters (thinkless.integrations).
langgraph = ["langgraph>=1.0"]
openai-agents = ["openai-agents>=0.22"]
# The decision server (thinkless serve) and MCP tools (thinkless mcp).
server = ["fastapi>=0.115", "uvicorn>=0.30"]
mcp = ["mcp>=1.10"]
all = ["thinkless[local,openai,anthropic,otel,bench,langgraph,openai-agents,server,mcp]"]
dev = [
  "pytest>=8",
  "pytest-cov>=5",
  "ruff>=0.6",
  "mypy>=1.10",
  "typesafe-sdk>=0.7",
  "mkdocs-material>=9.5",
  "mkdocstrings[python]>=0.26",
  "langgraph>=1.0",
  "openai-agents>=0.22",
  "pydantic-ai-slim>=1.0",
  "langchain-openai>=0.3",
  "fastapi>=0.115",
  "mcp>=1.10",
]

[project.urls]
Homepage = "https://github.com/inboxpraveen/ThinkLess"
Documentation = "https://inboxpraveen.github.io/ThinkLess/"
Repository = "https://github.com/inboxpraveen/ThinkLess"
Issues = "https://github.com/inboxpraveen/ThinkLess/issues"
Discussions = "https://github.com/inboxpraveen/ThinkLess/discussions"
Changelog = "https://github.com/inboxpraveen/ThinkLess/blob/main/CHANGELOG.md"
"Release notes" = "https://github.com/inboxpraveen/ThinkLess/releases"
"Decision benchmark" = "https://inboxpraveen.github.io/ThinkLess/decision-benchmark/leaderboard/"
Funding = "https://github.com/sponsors/inboxpraveen"

[project.scripts]
thinkless = "thinkless.cli.main:app"

[tool.hatch.version]
path = "src/thinkless/_version.py"

[tool.hatch.build.targets.wheel]
packages = ["src/thinkless"]

[tool.hatch.build.targets.sdist]
include = ["src/thinkless", "tests", "README.md", "LICENSE", "CHANGELOG.md"]

[tool.pytest.ini_options]
testpaths = ["tests"]
addopts = "-ra --strict-markers -m 'not local and not network'"
markers = [
  "local: needs local model weights and runs real inference (opt in with -m local)",
  "network: calls a hosted API and needs credentials (opt in with -m network)",
]
filterwarnings = ["ignore::DeprecationWarning:typer.*"]

[tool.coverage.run]
source = ["thinkless"]
omit = ["src/thinkless/providers/laya.py", "src/thinkless/providers/gliner.py", "src/thinkless/llm/local.py"]

[tool.ruff]
line-length = 100
target-version = "py310"
src = ["src", "tests"]

[tool.ruff.lint]
select = ["E", "F", "W", "I", "B", "UP", "SIM", "RUF", "N", "C4", "PT", "RET"]
ignore = ["E501", "RUF001", "RUF002", "RUF003"]

[tool.ruff.lint.per-file-ignores]
"tests/**" = ["PT011"]

[tool.mypy]
python_version = "3.12"
packages = ["thinkless"]
mypy_path = "src"
strict_optional = true
warn_unused_ignores = true
warn_redundant_casts = true
disallow_untyped_defs = true
ignore_missing_imports = true