tillm

Text-interface LLM control plane for the semcod/coru ecosystem.

Drives shell and terminal clients (aider, claude, codex, gemini, qwen-code, opencode, devin) from one registry and execution pipeline. Pair with gillm for graphical control (focus, inject, capture, orchestrator DSL).

AI Cost Tracking

• 🤖 LLM usage: $2.0537 (57 commits)
• 👤 Human dev: ~$2253 (22.5h @ $100/h, 30min dedup)

Generated on 2026-07-19 using openrouter/deep/deep-v4-pro

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Package	Interface	Role
tillm	text / shell	vendor CLI registry, drive, multi-client matrix, transports
gillm	graphical	GUI domain + *2gillm adapters (REST :8220, MCP, …)

Contents

• Architecture
• Control layer packages
• Installation
• Quick start
• Shell clients
• API providers
• Multi-client orchestration
• Configuration
• Version and updates
• Testing
• Documentation
• License

Architecture

SUMD (description) → DOQL/source (code) → taskfile (automation) → testql (verification)

Sources: SUMD.md · app.doql.less

flowchart TB
  subgraph adapters [Input adapters — packages]
    NL[nlp2tillm]
    URI[uri2tillm]
    CLI[cli2tillm]
    MCP[mcp2tillm]
    REST[rest2tillm]
  end

  subgraph control [Control layer]
    DSL[dsl2tillm.dispatch]
    SCH[JSON Schema]
    ES[(EventStore)]
  end

  subgraph domain [Domain — src/tillm]
    REG[registry]
    DRV[drive / matrix]
    TR[binary / docker / http]
  end

  NL --> DSL
  URI --> DSL
  CLI --> DSL
  MCP --> DSL
  REST --> DSL
  DSL --> SCH
  DSL --> REG
  DSL --> DRV
  DRV --> TR
  DSL --> ES

Control layer packages

Package	Role	Port
dsl2tillm	DSL + JSON Schema + CQRS bus	—
uri2tillm	tillm:// → DSL	—
nlp2tillm	NL → DSL	—
cli2tillm	Shell REPL	—
mcp2tillm	MCP stdio	—
rest2tillm	FastAPI /v1/dsl	8216

Details: docs/control-layer.md · packages/README.md

Installation

Core (editable dev)

git clone <repo> tillm && cd tillm
pip install -e ".[dev]"

Control layer (all *2tillm packages)

bash packages/install-dev.sh

Optional ecosystem siblings

pip install -e ../nlp2dsl ../intract ../redsl ../proxym ../llx   # adjust paths

Note: tillm and *2tillm are not yet published on PyPI. Use editable installs from the repo.

Quick start

# List registered shell clients
tillm clients

# Dry-run (plans command, saves prompt, does not execute)
tillm drive --client aider --prompt "Refactor ticket PLF-1"

# Execute (requires client env vars — see configuration)
tillm drive --client aider --prompt "Refactor ticket PLF-1" --execute

# NLP → drive intent
tillm nlp "aider: napraw testy"

# Ecosystem validation
tillm validate

# Control layer
dsl2tillm exec HEALTH
rest2tillm serve --port 8216

tillm drive always saves the prompt under .koru/tillm/prompts/ before dry-run or execute.

Shell clients

Eight clients in the registry. Live status: tillm clients (ok / ~ / --).

Client	Headless	Automation profile
claude-code	claude -p	--dangerously-skip-permissions
aider	--message-file	—
codex	codex exec	--dangerously-bypass-approvals-and-sandbox
gemini-cli	gemini -p	--yolo
qwen-code	qwen -p	—
opencode	opencode run	—
devin	devin -p	--permission-mode dangerous
cline	dry-run only	—

Per-client setup: docs/clients/

API providers

A client is the tool tillm drives; a provider is the API or subscription
serving the model behind it. The same claude binary can talk to Anthropic
(native) or to any Anthropic-protocol vendor such as z.ai (GLM) by
overriding the endpoint + token environment for the subprocess.

Provider	Kind	Token env	claude-code	aider/codex
anthropic	subscription	ANTHROPIC_API_KEY	native	—
openai	api	OPENAI_API_KEY	—	native
z.ai (GLM)	api	ZAI_API_KEY	✓	✓
deepseek	api	DEEPSEEK_API_KEY	✓	✓
google (Gemini)	api	GEMINI_API_KEY	—	✓
openrouter	api	OPENROUTER_API_KEY	—	✓
moonshot (Kimi)	api	MOONSHOT_API_KEY	✓	✓
xai (Grok)	api	XAI_API_KEY	—	✓
groq	api	GROQ_API_KEY	—	✓
mistral	api	MISTRAL_API_KEY	—	✓
minimax (M2)	api	MINIMAX_API_KEY	✓	✓
qwen (DashScope)	api	DASHSCOPE_API_KEY	—	✓
ollama	local	—	—	✓

Ordered by popularity/recency; ✓ in the claude-code column means the vendor
exposes an Anthropic-compatible endpoint. Each provider carries a token_url
(where to create the key — shown before token prompts), curated model list,
and probe models. Default provider precedence: --provider > TILLM_PROVIDER
env > stored default (koru tillm can set it).

tillm providers                       # list with token status
tillm provider set z.ai               # prompt for token (stored chmod 600), auto-probe
tillm provider test z.ai              # live connectivity check
tillm drive --client claude-code --provider z.ai --prompt "..." --execute
export TILLM_PROVIDER=z.ai            # provider for every drive (koru autonomy uses this)

Token precedence: process env var beats the store
(~/.config/tillm/providers.json, override dir via TILLM_CONFIG_DIR).
For z.ai the Anthropic-compatible endpoint (https://api.z.ai/api/anthropic)
drives claude-code with ANTHROPIC_BASE_URL/ANTHROPIC_AUTH_TOKEN; the
OpenAI-compatible endpoint serves aider/codex via OPENAI_API_BASE.
Interactive picker: koru tillm (koru-side UI over this registry).
Full guide: docs/providers.md.

Multi-client orchestration

tillm drive --clients aider,codex --prompt "review auth" --parallel 2
tillm drive --all --prompt "review" --execute --profile automation
tillm drive --all --prompt "review" --quorum 2 --fail-fast

DSL equivalent:

DRIVE_MATRIX CLIENTS aider,codex PROMPT "review" PARALLEL 2
DRIVE_MATRIX ALL PROMPT "review" EXECUTE true PROFILE automation

Configuration

Copy .env.example → .env. tillm auto-loads <project>/.env (via project_env + optional env2llm):

# .env — tillm reads this automatically from project root
OPENROUTER_API_KEY=sk-or-v1-...
LLM_MODEL=openrouter/deepseek/deepseek-v4-pro
AIDER_MODEL=openrouter/deepseek/deepseek-v4-pro   # optional; defaults from LLM_MODEL

tillm drive --client aider --prompt "fix tests" --execute

Install env2llm integration: pip install -e ".[env]" or pip install -e ../env2llm

Full reference: docs/configuration.md

Environment variables

Variable	Default	Purpose
TILLM_DEFAULT_CLIENT	aider	Default for tillm nlp
TILLM_EXECUTE_PROFILE	default	automation for CI
TILLM_BACKEND	binary	docker for compose exec
TILLM_NLP2DSL	off	External NLP2DSL bridge

Optional NLP2DSL bridge

export TILLM_NLP2DSL=1
export NLP2DSL_BACKEND_URL=http://localhost:8010
tillm nlp "uruchom claude dla ticketu PLF-123"

Without the service, tillm uses a deterministic local parser.

Version and updates

Check installed version

pip show tillm | grep Version          # core: 0.1.32
cat VERSION
pip show dsl2tillm rest2tillm         # control layer: 0.1.0
tillm clients
tillm validate

Update from repo (current workflow)

cd tillm
git pull
pip install -e ".[dev]"
bash packages/install-dev.sh
python -m pytest tests/test_tillm.py packages/*/tests -q

Update vendor CLIs (independent)

pip install -U aider-chat
npm update -g @anthropic-ai/claude-code @openai/codex @google/gemini-cli

When published to PyPI:

pip install -U tillm dsl2tillm uri2tillm nlp2tillm cli2tillm mcp2tillm rest2tillm

Testing

python -m pytest tests/test_tillm.py packages/*/tests -q
dsl2tillm validate-schema
dsl2tillm exec HEALTH

Examples

Runnable smoke tests per shell client (OpenRouter + tillm):

cp examples/openrouter/env.example .env   # set OPENROUTER_API_KEY
source examples/openrouter/load-env.sh
bash examples/aider/execute.sh
bash examples/run-all-dry-run.sh

See examples/README.md.

Documentation

Document	Description
examples/README.md	Per-client CLI smoke scripts
docs/README.md	Documentation index
docs/configuration.md	.env, OpenRouter, env vars
docs/control-layer.md	*2tillm packages
docs/clients/	Per-client setup
packages/README.md	Control layer quick reference
SUMD.md	Architecture description
CHANGELOG.md	Release history
TODO.md	Remaining work

License

Licensed under Apache-2.0.