docs: restructure docs into diataxis (#121)

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# Adding a Runner
This guide explains how to add a **new engine runner** to Takopi.
A *runner* is the adapter between an engine-specific CLI (Codex, Claude Code, …) and Takopis
**normalized event model** (`StartedEvent`, `ActionEvent`, `CompletedEvent`).
If you are building an external plugin package, read `docs/plugins.md` first.
Takopi is designed so that adding a runner usually means **adding one new module** under
`src/takopi/runners/` plus a small **msgspec schema** module under `src/takopi/schemas/`
no changes to the bridge, renderer, or CLI.
When writing code intended for plugins, prefer importing from `takopi.api`
instead of internal modules.
The walkthrough below uses an **imaginary engine** named **Acme** (`acme`) and intentionally mirrors
the patterns used in `runners/claude.py`.
---
## What “done” looks like
After you add a runner, you should be able to:
- Run `takopi acme` (CLI subcommand is auto-registered).
- Start a new session and get a resume line like `` `acme --resume <token>` ``.
- Reply to any bot message containing that resume line and continue the same session.
- See progress updates (optional) and always get a final completion event.
---
## Mental model
### 1) Takopi owns the domain model
Takopis core types live in `takopi.model`:
- `ResumeToken(engine, value)`
- `StartedEvent(engine, resume, title?, meta?)`
- `ActionEvent(engine, action, phase, ok?, message?, level?)`
- `CompletedEvent(engine, ok, answer, resume?, error?, usage?)`
Runners **must not** invent new event types. They translate engine output into these.
### 2) The runner contract (invariants)
A run must produce events with these invariants (see `tests/test_runner_contract.py`):
- Exactly **one** `StartedEvent`.
- Exactly **one** `CompletedEvent`.
- `CompletedEvent` is the **last** event.
- `CompletedEvent.resume == StartedEvent.resume` (same token).
Action events are optional (minimal runner mode):
- Minimum viable runner: `StartedEvent``CompletedEvent`.
- You may add `ActionEvent`s later (recommended for better progress UX).
### 3) Resume lines are runner-owned
Takopi deliberately treats the runner as the authority for:
- How a resume line looks in chat (`format_resume()`)
- How to parse a resume token out of text (`extract_resume()`)
- How to detect a resume line reliably (`is_resume_line()`)
This matters because Takopis Telegram truncation logic preserves resume lines.
---
## Step-by-step: add the imaginary `acme` runner
### Step 1 — Pick an engine id + resume command
Choose a stable engine id string. This string becomes:
- The config table name (`[acme]` in `takopi.toml`)
- The CLI subcommand (`takopi acme`)
- The `ResumeToken.engine`
Engine ids must match the plugin ID regex:
```
^[a-z0-9_]{1,32}$
```
For Acme well use:
- Engine id: `"acme"`
- Canonical resume command embedded in chat: `` `acme --resume <token>` ``
#### Write a resume regex
Follow the pattern used by Claude/Codex: accept optional backticks, be case-insensitive,
match full line, and capture a group named `token`.
```py
_RESUME_RE = re.compile(
r"(?im)^\s*`?acme\s+--resume\s+(?P<token>[^`\s]+)`?\s*$"
)
```
Why this shape?
- `(?m)` lets `^`/`$` match per-line inside multi-line messages.
- Optional backticks (`\`?`) lets you match Telegram inline-code formatting.
- Capturing the **last** token in a message lets users paste multiple resume lines.
---
### Step 2 — Create `src/takopi/schemas/acme.py` + `src/takopi/runners/acme.py`
Create a new schema module and a runner module:
```
src/takopi/schemas/
codex.py
acme.py # ← new
src/takopi/runners/
codex.py
claude.py
mock.py
acme.py # ← new
```
Takopi discovers engines via **entrypoints**. Every engine backend must be exposed
as an entrypoint under `takopi.engine_backends`, and the entrypoint name must match
the backend id.
For in-repo engines, add an entrypoint in `pyproject.toml`:
```toml
[project.entry-points."takopi.engine_backends"]
acme = "takopi.runners.acme:BACKEND"
```
For external plugins, use your packages `pyproject.toml` with the same group.
---
### Step 3 — Translate Acme JSONL into Takopi events
Most CLIs we integrate are JSONL-streaming processes.
Takopi provides `JsonlSubprocessRunner`, which:
- spawns the CLI
- drains stderr and logs it
- reads stdout line-by-line as JSONL bytes
- calls your `decode_jsonl(...)` and then `translate(...)` to convert each event into Takopi events
- guarantees “exactly one CompletedEvent” behavior
- provides safe fallbacks for rc != 0 or stream ending without a completion event
#### Define a state object
Copy the Claude pattern: create a small dataclass to hold streaming state.
Common things to track:
- `factory`: `EventFactory` instance for creating Takopi events and tracking resume
- `pending_actions`: map tool_use_id → `Action` so tool results can complete them
- `last_assistant_text`: fallback for final answer if the engine omits it
- `note_seq`: counter used by `JsonlSubprocessRunner.note_event(...)`
```py
from dataclasses import dataclass, field
from ..events import EventFactory
@dataclass
class AcmeStreamState:
factory: EventFactory = field(default_factory=lambda: EventFactory(ENGINE))
pending_actions: dict[str, Action] = field(default_factory=dict)
last_assistant_text: str | None = None
note_seq: int = 0
```
#### Define a msgspec schema (recommended path)
Codex now decodes JSONL with **msgspec**, and new runners should follow that pattern.
Create a small schema module under `src/takopi/schemas/` and expose a `decode_event(...)`
function. Only include the event shapes your CLI actually emits.
Minimal example:
```py
from __future__ import annotations
from typing import Any, Literal, TypeAlias
import msgspec
class SessionStart(msgspec.Struct, tag="session.start", kw_only=True):
session_id: str
model: str | None = None
class ToolUse(msgspec.Struct, tag="tool.use", kw_only=True):
id: str
name: str
input: dict[str, Any] | None = None
class ToolResult(msgspec.Struct, tag="tool.result", kw_only=True):
tool_use_id: str
content: Any
is_error: bool | None = None
class Final(msgspec.Struct, tag="final", kw_only=True):
session_id: str
ok: bool
answer: str | None = None
error: str | None = None
AcmeEvent: TypeAlias = SessionStart | ToolUse | ToolResult | Final
_DECODER = msgspec.json.Decoder(AcmeEvent)
def decode_event(data: bytes | str) -> AcmeEvent:
return _DECODER.decode(data)
```
#### Decide what Acme emits
For this guide, assume Acme outputs events like:
```json
{"type":"session.start","session_id":"acme_01","model":"acme-large"}
{"type":"tool.use","id":"toolu_1","name":"Bash","input":{"command":"ls"}}
{"type":"tool.result","tool_use_id":"toolu_1","content":"ok","is_error":false}
{"type":"final","session_id":"acme_01","ok":true,"answer":"Done."}
```
#### Map them to Takopi events
Use this mapping (mirrors Claudes approach):
- `session.start``StartedEvent(engine="acme", resume=ResumeToken("acme", session_id))`
- `tool.use``ActionEvent(phase="started")` and stash action in `pending_actions`
- `tool.result``ActionEvent(phase="completed", ok=...)` and pop from `pending_actions`
- `final``CompletedEvent(ok, answer, resume)`
**Important:** emit exactly one `CompletedEvent`.
#### Make the translator a pure function
Claude keeps translation logic in a standalone function (`translate_claude_event(...)`).
This makes it easy to unit test without spawning a subprocess.
Do the same for Acme. Use pattern matching against msgspec shapes, and rely on the
`EventFactory` (as in Codex/Claude) to standardize event creation:
```py
def translate_acme_event(
event: acme_schema.AcmeEvent,
*,
title: str,
state: AcmeStreamState,
factory: EventFactory,
) -> list[TakopiEvent]:
match event:
case acme_schema.SessionStart(session_id=session_id, model=model):
if not session_id:
return []
event_title = str(model) if model else title
token = ResumeToken(engine=ENGINE, value=session_id)
return [factory.started(token, title=event_title)]
case acme_schema.ToolUse(id=tool_id, name=name, input=tool_input):
if not tool_id:
return []
tool_input = tool_input or {}
name = str(name or "tool")
# Keep titles short and friendly.
# (Claude uses takopi.utils.paths.relativize_command / relativize_path)
kind: ActionKind = "tool"
title = name
if name in {"Bash", "Shell"}:
kind = "command"
title = relativize_command(str(tool_input.get("command") or name))
action = Action(
id=tool_id,
kind=kind,
title=title,
detail={"name": name, "input": tool_input},
)
state.pending_actions[action.id] = action
return [
factory.action_started(
action_id=action.id,
kind=action.kind,
title=action.title,
detail=action.detail,
)
]
case acme_schema.ToolResult(
tool_use_id=tool_use_id, content=content, is_error=is_error
):
if not tool_use_id:
return []
action = state.pending_actions.pop(tool_use_id, None)
if action is None:
action = Action(
id=tool_use_id,
kind="tool",
title="tool result",
detail={},
)
result_text = (
""
if content is None
else (content if isinstance(content, str) else str(content))
)
detail = dict(action.detail)
detail.update(
{"result_preview": result_text, "is_error": bool(is_error)}
)
return [
factory.action_completed(
action_id=action.id,
kind=action.kind,
title=action.title,
ok=not bool(is_error),
detail=detail,
)
]
case acme_schema.Final(session_id=session_id, ok=ok, answer=answer, error=error):
answer = answer or ""
if ok and not answer and state.last_assistant_text:
answer = state.last_assistant_text
resume = (
ResumeToken(engine=ENGINE, value=session_id) if session_id else None
)
if ok:
return [factory.completed_ok(answer=answer, resume=resume)]
error_text = str(error) if error else "acme run failed"
return [
factory.completed_error(
error=error_text,
answer=answer,
resume=resume,
)
]
case _:
return []
```
This is intentionally close to Claudes structure:
- Match on the msgspec event type
- Handle “init/session start” first
- Emit action-start and action-complete events
- Emit a final `CompletedEvent`
---
### Step 4 — Implement the `AcmeRunner` class
Most engines can implement a runner by combining:
- `ResumeTokenMixin` (resume parsing + resume-line detection)
- `JsonlSubprocessRunner` (process + JSONL streaming + completion semantics)
#### Why this combo?
It matches Claude/Codex:
- Runner owns resume format/regex.
- Base class owns locking and subprocess lifecycle.
- Translation stays in a pure function and is easily testable.
#### Minimal skeleton
```py
from __future__ import annotations
import logging
import re
from dataclasses import dataclass
from pathlib import Path
from typing import Any
from ..backends import EngineBackend, EngineConfig
from ..model import (
EngineId,
ResumeToken,
TakopiEvent,
)
from ..runner import JsonlSubprocessRunner, ResumeTokenMixin, Runner
from ..schemas import acme as acme_schema
logger = logging.getLogger(__name__)
ENGINE: EngineId = "acme"
_RESUME_RE = re.compile(
r"(?im)^\s*`?acme\s+--resume\s+(?P<token>[^`\s]+)`?\s*$"
)
@dataclass
class AcmeRunner(ResumeTokenMixin, JsonlSubprocessRunner):
engine: EngineId = ENGINE
resume_re: re.Pattern[str] = _RESUME_RE
acme_cmd: str = "acme"
model: str | None = None
allowed_tools: list[str] | None = None
session_title: str = "acme"
logger = logger
def format_resume(self, token: ResumeToken) -> str:
# Override because our canonical resume command is "acme --resume ...".
if token.engine != ENGINE:
raise RuntimeError(f"resume token is for engine {token.engine!r}")
return f"`acme --resume {token.value}`"
def command(self) -> str:
return self.acme_cmd
def build_args(
self,
prompt: str,
resume: ResumeToken | None,
*,
state: Any,
) -> list[str]:
_ = prompt, state
args = ["--output-format", "stream-json", "--verbose"]
if resume is not None:
args.extend(["--resume", resume.value])
if self.model is not None:
args.extend(["--model", str(self.model)])
if self.allowed_tools:
args.extend(["--allowed-tools", ",".join(self.allowed_tools)])
return args
def stdin_payload(
self,
prompt: str,
resume: ResumeToken | None,
*,
state: Any,
) -> bytes | None:
_ = resume, state
# Acme reads the prompt from stdin.
return prompt.encode()
def new_state(self, prompt: str, resume: ResumeToken | None) -> AcmeStreamState:
_ = prompt, resume
return AcmeStreamState()
def decode_jsonl(
self,
*,
raw: bytes,
line: bytes,
state: AcmeStreamState,
) -> acme_schema.AcmeEvent | None:
_ = raw, state
return acme_schema.decode_event(line)
def translate(
self,
data: acme_schema.AcmeEvent,
*,
state: AcmeStreamState,
resume: ResumeToken | None,
found_session: ResumeToken | None,
) -> list[TakopiEvent]:
_ = resume, found_session
return translate_acme_event(
data,
title=self.session_title,
state=state,
factory=state.factory,
)
```
Notes:
- `JsonlSubprocessRunner` already enforces the “exactly one completed event” rule.
- When `resume=None`, Takopi will acquire a per-session lock after it sees the first
`StartedEvent`. This is why emitting `StartedEvent` early is important.
#### Optional but recommended overrides (Claude-inspired)
Depending on how robust you want the integration, consider adding:
- `env(...)`: to strip or inject environment variables (Claude strips `ANTHROPIC_API_KEY`
unless configured to use API billing).
- `invalid_json_events(...)`: emit a helpful warning `ActionEvent` on malformed JSONL.
- `decode_error_events(...)`: log + drop `msgspec.DecodeError` if the engine emits garbage.
- `process_error_events(...)`: customize rc != 0 behavior.
- `stream_end_events(...)`: handle “process exited cleanly but never emitted a final event”.
Claude uses these to produce better failures instead of silent hangs.
---
### Step 5 — Add `build_runner(...)` and `BACKEND`
Takopi needs a way to build your runner from config.
Follow the pattern in `runners/claude.py`:
```py
def build_runner(config: EngineConfig, _config_path: Path) -> Runner:
acme_cmd = "acme"
model = config.get("model")
allowed_tools = config.get("allowed_tools")
title = str(model) if model is not None else "acme"
return AcmeRunner(
acme_cmd=acme_cmd,
model=model,
allowed_tools=allowed_tools,
session_title=title,
)
BACKEND = EngineBackend(
id="acme",
build_runner=build_runner,
install_cmd="npm install -g @acme/acme-cli",
)
```
Thats it for wiring.
Because engine backends are auto-discovered (`takopi.engines`), you do **not** need
to register the runner elsewhere.
If the binary name differs from the engine id, set:
- `EngineBackend(cli_cmd="acme-cli")`
so onboarding can find it on PATH.
---
### Step 6 — Add tests (copy Claudes testing strategy)
A good runner PR usually contains 3 types of tests.
#### 1) Resume parsing tests
Copy `tests/test_claude_runner.py::test_claude_resume_format_and_extract`.
For Acme, assert:
- `format_resume(...)` outputs the canonical resume line.
- `extract_resume(...)` can parse it back out.
- It ignores other engines resume lines.
#### 2) Translation unit tests (fixtures)
Claudes translation tests load JSONL fixtures and feed them into the pure translator.
Do the same:
- `tests/fixtures/acme_stream_success.jsonl`
- `tests/fixtures/acme_stream_error.jsonl`
Then assert:
- first event is `StartedEvent`
- action events are correct (ids, kinds, titles)
- the last event is a `CompletedEvent`
- completed.resume matches started.resume
If you use msgspec, also add a tiny schema sanity test (pattern from
`tests/test_codex_schema.py`) that decodes your fixture with
`takopi.schemas.<engine>.decode_event`.
#### 3) Lock/serialization tests (optional, but great)
Claude has async tests proving that:
- two runs with the same resume token serialize (`max_in_flight == 1`)
- a new session run locks correctly after it emits `StartedEvent`
If your runner uses `JsonlSubprocessRunner`, you get most of this for free, but having
one targeted test catches regressions.
---
## Common pitfalls (and how Claude avoided them)
- **StartedEvent arrives too late**
- If you wait until the end to emit `StartedEvent`, Takopi cant acquire the per-session lock
early and another task might resume the same session concurrently.
- Emit `StartedEvent` immediately when you learn the session id.
- **Multiple completion events**
- Some CLIs emit multiple “final-ish” events. Decide which one becomes Takopis `CompletedEvent`.
- `JsonlSubprocessRunner` will stop reading after the first `CompletedEvent` it sees.
- **Missing completion event**
- Claude handles “stream ended without a result event” by emitting a synthetic `CompletedEvent`
in `stream_end_events(...)`.
- **Unhelpful error reporting**
- Include stderr tail in a warning action (Claude includes `stderr_tail` in `detail`).
- **Resume line gets truncated**
- Ensure `is_resume_line()` matches your `format_resume()` output. Takopi tries to preserve
resume lines during truncation.
- **Leaking secrets**
- If your engine can run in “subscription mode” without env keys, strip env vars like Claude
does with `ANTHROPIC_API_KEY`.
---
## Final checklist
Before you call the runner “done”:
- [ ] `takopi acme` appears automatically (module exports `BACKEND`).
- [ ] `format_resume()` matches `extract_resume()` + `is_resume_line()`.
- [ ] Translation emits exactly one `StartedEvent` and one `CompletedEvent`.
- [ ] `CompletedEvent.resume` matches `StartedEvent.resume`.
- [ ] rc != 0 produces a failure `CompletedEvent` (via `process_error_events`).
- [ ] “no final event” produces a failure `CompletedEvent` (via `stream_end_events`).
- [ ] Tests cover resume parsing + at least one translation fixture.
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# Dev setup
Set up Takopi for local development and run the checks.
## Clone and run
```bash
git clone https://github.com/banteg/takopi
cd takopi
# Run directly with uv (installs deps automatically)
uv run takopi --help
```
## Install locally (optional)
```bash
uv tool install .
takopi --help
```
## Run checks
```bash
uv run pytest
uv run ruff check src tests
uv run ty check .
# Or all at once
just check
```
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# File transfer
Upload files into the active repo/worktree or fetch files back into Telegram.
## Enable file transfer
```toml
[transports.telegram.files]
enabled = true
auto_put = true
auto_put_mode = "upload" # upload | prompt
uploads_dir = "incoming"
allowed_user_ids = [123456789]
deny_globs = [".git/**", ".env", ".envrc", "**/*.pem", "**/.ssh/**"]
```
Notes:
- File transfer is **disabled by default**.
- If `allowed_user_ids` is empty, private chats are allowed and group usage requires admin privileges.
## Upload a file (`/file put`)
Send a document with a caption:
```
/file put <path>
```
Examples:
```
/file put docs/spec.pdf
/file put /happy-gadgets @feat/camera assets/logo.png
```
If you send a file **without a caption**, Takopi saves it to `incoming/<original_filename>`.
Use `--force` to overwrite:
```
/file put --force docs/spec.pdf
```
## Fetch a file (`/file get`)
Send:
```
/file get <path>
```
Directories are zipped automatically.
## Related
- [Commands & directives](../reference/commands-and-directives.md)
- [Config reference](../reference/config.md)
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# How-to guides
How-to guides are **goal-oriented recipes**. Pick the task youre trying to accomplish and follow the steps.
If youre learning from scratch, start with **[Tutorials](../tutorials/index.md)**.
If you need exact options and defaults, use **[Reference](../reference/index.md)**.
## Daily use
- [Switch engines](switch-engines.md) (`/codex`, `/claude`, `/opencode`, `/pi`)
- [Projects](projects.md) (register repos + run from anywhere)
- [Worktrees](worktrees.md) (run work on `@branch` without switching your main checkout)
- [Route by chat](route-by-chat.md) (dedicated chats per project)
- [Topics](topics.md) (forum threads bound to repo/branch + auto-resume)
- [Chat sessions](topics.md#chat-sessions) (auto-resume without replying)
## Messaging extras
- [Voice notes](voice-notes.md) (transcribe and run)
- [File transfer](file-transfer.md) (`/file put` and `/file get`)
- [Schedule tasks](schedule-tasks.md) (Telegram scheduled messages)
## Extending Takopi
- [Write a plugin](write-a-plugin.md) (engines, transports, commands)
- [Add a runner](add-a-runner.md) (implement a new engine backend)
- [Dev setup](dev-setup.md) (run from source, tests, linting, type checks)
## Debugging and operations
- [Troubleshooting](troubleshooting.md) (`--debug`, common gotchas, “why didnt it route?”)
## Not sure where to go?
- If your question starts with “**How do I…**” → youre in the right place.
- If your question starts with “**What are the exact options / defaults?**” → go to **[Reference](../reference/index.md)**.
- If your question starts with “**Why is it designed this way?**” → go to **[Explanation](../explanation/index.md)**.
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# Projects
Projects let you route messages to repos from anywhere using `/alias`.
## Register a repo as a project
```sh
cd ~/dev/happy-gadgets
takopi init happy-gadgets
```
This adds a project to your config:
```toml
[projects.happy-gadgets]
path = "~/dev/happy-gadgets"
```
## Target a project from chat
Send:
```
/happy-gadgets pinky-link two threads
```
## Project-specific settings
Projects can override global defaults:
```toml
[projects.happy-gadgets]
path = "~/dev/happy-gadgets"
default_engine = "claude"
worktrees_dir = ".worktrees"
worktree_base = "master"
```
If you expect to edit config while Takopi is running, enable hot reload:
```toml
watch_config = true
```
## Set a default project
If you mostly work in one repo:
```toml
default_project = "happy-gadgets"
```
## Related
- [Context resolution](../reference/context-resolution.md)
- [Worktrees](worktrees.md)
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# Route by chat
Bind a Telegram chat to a project so messages in that chat automatically route to the right repo.
## Capture a chat id and save it to a project
Run:
```sh
takopi chat-id --project happy-gadgets
```
Then send any message in the target chat. Takopi captures the `chat_id` and updates your config:
```toml
[projects.happy-gadgets]
path = "~/dev/happy-gadgets"
chat_id = -1001234567890
```
Messages from that chat now default to the project.
## Rules for chat ids
- Each `projects.*.chat_id` must be unique.
- A project `chat_id` must not match `transports.telegram.chat_id`.
- Telegram uses positive IDs for private chats and negative IDs for groups/supergroups.
## Capture a chat id without saving
```sh
takopi chat-id
```
## Related
- [Topics](topics.md)
- [Context resolution](../reference/context-resolution.md)
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# Schedule tasks
Telegrams native message scheduling works with Takopi.
In Telegram, long-press the send button and choose **Schedule Message** to run tasks at a specific time.
You can also set up recurring schedules (daily/weekly) for automated workflows.
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# Switch engines
Run a one-off message on a specific engine, or set a persistent default for a chat/topic.
## Use an engine for one message
Prefix the first non-empty line with an engine directive:
```
/codex hard reset the timeline
/claude shrink and store artifacts forever
/opencode hide their paper until they reply
/pi render a diorama of this timeline
```
Directives are only parsed at the start of the first non-empty line.
## Set a default engine for the current scope
Use `/agent`:
```
/agent
/agent set claude
/agent clear
```
- Inside a forum topic, `/agent set` affects that topic.
- In normal chats, it affects the whole chat.
- In group chats, only admins can change defaults.
Selection precedence (highest to lowest): resume token → `/engine` directive → topic default → chat default → project default → global default.
## Engine installation
Takopi shells out to engine CLIs. Install them and make sure theyre on your `PATH`
(`codex`, `claude`, `opencode`, `pi`). Authentication is handled by each CLI.
## Related
- [Commands & directives](../reference/commands-and-directives.md)
- [Config reference](../reference/config.md)
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# Topics
Topics bind Telegram forum threads to a specific project/branch context. They can also store resume tokens and a default agent per topic.
## Enable topics
```toml
[transports.telegram.topics]
enabled = true
scope = "auto" # auto | main | projects | all
```
Your bot needs **Manage Topics** permission in the group.
If any `projects.<alias>.chat_id` are configured, topics are managed in those project chats; otherwise topics are managed in the main chat.
## Topic commands
Run these inside a topic thread:
| Command | Description |
|---------|-------------|
| `/topic <project> @branch` | Create a new topic bound to context |
| `/ctx` | Show the current binding |
| `/ctx set <project> @branch` | Update the binding |
| `/ctx clear` | Remove the binding |
| `/new` | Clear stored sessions for this topic |
In project chats, omit the project: `/topic @branch` or `/ctx set @branch`.
## Chat sessions
Chat sessions store one resume token per chat (per sender in groups) so new messages can auto-resume without replying.
Enable:
```toml
[transports.telegram]
session_mode = "chat" # stateless | chat
```
Reset the stored session with `/new`.
## State files
- Topic state: `telegram_topics_state.json`
- Chat sessions state: `telegram_chat_sessions_state.json`
- Chat defaults (e.g. `/agent`): `telegram_chat_prefs_state.json`
## Related
- [Switch engines](switch-engines.md)
- [Commands & directives](../reference/commands-and-directives.md)
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# Troubleshooting
If something isnt working, rerun with debug logging enabled:
```sh
takopi --debug
```
Then check `debug.log` for errors and include it when reporting issues.
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# Voice notes
Enable transcription so voice notes become normal text runs.
## Enable transcription
```toml
[transports.telegram]
voice_transcription = true
voice_transcription_model = "gpt-4o-mini-transcribe" # optional
```
Set `OPENAI_API_KEY` in your environment (uses OpenAIs transcription API).
To use a local OpenAI-compatible Whisper server, also set `OPENAI_BASE_URL`
(for example, `http://localhost:8000/v1`) and a dummy `OPENAI_API_KEY` if your server ignores it.
If your server requires a specific model name, set `voice_transcription_model` (for example, `whisper-1`).
## Behavior
When you send a voice note, Takopi transcribes it and runs the result as a normal text message.
If transcription fails, youll get an error message and the run is skipped.
## Related
- [Config reference](../reference/config.md)
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# Worktrees
Use `@branch` to run tasks in a dedicated git worktree for that branch.
## Enable worktree-based runs for a project
Add a `worktrees_dir` (and optionally a base branch) to the project:
```toml
[projects.happy-gadgets]
path = "~/dev/happy-gadgets"
worktrees_dir = ".worktrees" # relative to project path
worktree_base = "master" # base branch for new worktrees
```
## Run in a branch worktree
Send a message like:
```
/happy-gadgets @feat/memory-box freeze artifacts forever
```
## Ignore `.worktrees/` in git status
If you use the default `.worktrees/` directory inside the repo, add it to a gitignore.
One option is a global ignore:
```sh
git config --global core.excludesfile ~/.config/git/ignore
echo ".worktrees/" >> ~/.config/git/ignore
```
## Context persistence
When project/worktree context is active, Takopi includes a `ctx:` footer in messages.
When you reply, this context carries forward (you usually dont need to repeat `/project @branch`).
## Related
- [Context resolution](../reference/context-resolution.md)
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# Write a plugin
Takopi supports entrypoint-based plugins for engines, transports, and commands.
## Checklist
1. Pick a plugin id (must match `^[a-z0-9_]{1,32}$`).
2. Add a Python entrypoint in your packages `pyproject.toml`.
3. Implement a backend object (`BACKEND`) with `id == entrypoint name`.
4. Install your package and validate with `takopi plugins --load`.
## Entrypoint groups
Takopi uses three entrypoint groups:
```toml
[project.entry-points."takopi.engine_backends"]
myengine = "myengine.backend:BACKEND"
[project.entry-points."takopi.transport_backends"]
mytransport = "mytransport.backend:BACKEND"
[project.entry-points."takopi.command_backends"]
mycommand = "mycommand.backend:BACKEND"
```
## Engine backend plugin (runner)
Minimal example:
```py
# myengine/backend.py
from __future__ import annotations
from pathlib import Path
from takopi.api import EngineBackend, EngineConfig, Runner
def build_runner(config: EngineConfig, config_path: Path) -> Runner:
_ = config_path
return MyEngineRunner(config)
BACKEND = EngineBackend(
id="myengine",
build_runner=build_runner,
cli_cmd="myengine",
install_cmd="pip install myengine",
)
```
Engine config is a raw table in `takopi.toml`:
```toml
[myengine]
model = "..."
```
## Transport backend plugin
Transport plugins connect Takopi to other messaging systems (Slack, Discord, …).
For most transports, delegate message handling to `handle_message()` from `takopi.api`.
## Command backend plugin
Command plugins add custom `/command` handlers. They only run when the message starts
with `/<id>` and the id does not collide with engine ids, project aliases, or reserved names.
Minimal example:
```py
# mycommand/backend.py
from __future__ import annotations
from takopi.api import CommandContext, CommandResult
class MyCommand:
id = "hello"
description = "say hello"
async def handle(self, ctx: CommandContext) -> CommandResult | None:
_ = ctx
return CommandResult(text="hello")
BACKEND = MyCommand()
```
### Command plugin configuration
Configure under `[plugins.<id>]`:
```toml
[plugins.hello]
greeting = "hello"
```
The parsed dict is available as `ctx.plugin_config` in `handle()`.
## Enable/disable installed plugins
```toml
[plugins]
enabled = ["takopi-transport-slack", "takopi-engine-acme"]
```
- `enabled = []` (default) means “load all installed plugins”.
- If non-empty, only distributions with matching names are visible.
## Validate discovery and loading
```sh
takopi plugins
takopi plugins --load
```
## Related
- [Plugin system (design)](../explanation/plugin-system.md)
- [Plugin API reference](../reference/plugin-api.md)