I was thinking of watching a movie, and I remembered that in june 2025, my friend eldson recommended a movie on the movies channel. I don't remember the name, but I'd like to know the genre and the imdb score that I have recorded on my computer data.
Open in GymI was thinking of watching a movie, and I remembered that in june 2025, my friend eldson recommended a movie on the movies channel. I don't remember the name, but I'd like to know the genre and the imdb score that I have recorded on my computer data.
---
name: workspace-filesystem
description: The virtual filesystem layout of this workspace.
---
# Virtual Filesystem
You work in a terminal over a virtual filesystem. Read files with shell
commands.
Command output comes back whole, however long. Some files here are large,
so point `grep -r`, `rg`, `find` and `cat` at the directory or file you
need rather than at a whole mount.
| path | what it is |
|---|---|
| `/data` | Your files. |
| `/slack` | Your Slack workspace, read-only. |
| `/tmp` | Scratch space, in memory. |
## `/slack`
```
/slack/
channels/
<channel-name>__<channel-id>/
<yyyy-mm-dd>/
chat.jsonl
files/
<name>__<file-id>
dms/
<user-name>__<dm-id>/
<yyyy-mm-dd>/
chat.jsonl
files/
<name>__<file-id>
users/
<username>__<user-id>.json
```
- `chat.jsonl`: one Slack message per line, `{type: str, user: str, text:
str, ts: str, subtype?: str, files?: list[dict], reactions?: list[dict]}`
- `<user>.json`: `{id: str, name: str, real_name: str, deleted: bool,
is_bot: bool, profile: {display_name: str, email: str, real_name: str}}`| name | workspace-filesystem |
|---|---|
| description | The virtual filesystem layout of this workspace. |
Virtual Filesystem
You work in a terminal over a virtual filesystem. Read files with shell commands.
Command output comes back whole, however long. Some files here are large, so point grep -r, rg, find and cat at the directory or file you need rather than at a whole mount.
| path | what it is |
|---|---|
/data | Your files. |
/slack | Your Slack workspace, read-only. |
/tmp | Scratch space, in memory. |
/slack
/slack/
channels/
<channel-name>__<channel-id>/
<yyyy-mm-dd>/
chat.jsonl
files/
<name>__<file-id>
dms/
<user-name>__<dm-id>/
<yyyy-mm-dd>/
chat.jsonl
files/
<name>__<file-id>
users/
<username>__<user-id>.jsonchat.jsonl: one Slack message per line, {type: str, user: str, text: str, ts: str, subtype?: str, files?: list[dict], reactions?: list[dict]}<user>.json: {id: str, name: str, real_name: str, deleted: bool, is_bot: bool, profile: {display_name: str, email: str, real_name: str}}---
name: workspace-commands
description: Use when running commands in this workspace - which commands exist, what they can do, and what the interpreter supports.
---
# Available commands
Python (`python` or `python3`), Perl, JavaScript/Node.js, and TypeScript
runtimes are unavailable. Use the shell commands and task CLIs documented
below; do not probe for or attempt to install other runtimes.
Standard Unix commands, among them:
cat head tail ls find grep wc sort uniq cut tr sed awk
diff tee xargs jq
with pipes, `>` redirection and `$(...)` substitution.
Do not probe the machine with `which`, `type`, `--version`, `env`, `ps`,
`echo $PATH`, `ls /usr/bin` or `cat /usr/bin/<command>`: they tell you
nothing about the task.
A filename with a space in it needs quoting, as it would in any shell.
## slack
Use `slack <command> '<JSON arguments>'`. Run `slack <command> --help` to
get more information.
```sh
slack channels-list '{"channel_types":"public_channel,private_channel"}'
slack conversations-history '{"channel_id":"CHANNEL_ID","limit":"1d"}'
slack conversations-replies '{"channel_id":"CHANNEL_ID","thread_ts":"1234567890.123456"}'
slack conversations-search-messages '{"search_query":"QUERY","filter_in_channel":"CHANNEL_ID"}'
```
| Command | Arguments | Description |
|---|---|---|
| `slack channels-list` | `{channel_types: str, cursor?: str, limit?: number = 100, sort?: str}` | Get list of channels |
| `slack conversations-add-message` | `{channel_id: str, content_type?: str = "text/markdown", payload?: str, thread_ts?: str}` | Add a message to a public channel, private channel, or direct message (DM, or IM) conversation by channel_id and thread_ts. |
| `slack conversations-history` | `{channel_id: str, cursor?: str, include_activity_messages?: bool = false, limit?: str = "1d"}` | Get messages from the channel (or DM) by channel_id, the last row/column in the response is used as 'cursor' parameter for pagination if not empty |
| `slack conversations-replies` | `{channel_id: str, cursor?: str, include_activity_messages?: bool = false, limit?: str = "1d", thread_ts: str}` | Get a thread of messages posted to a conversation by channelID and thread_ts, the last row/column in the response is used as 'cursor' parameter for pagination if not empty |
| `slack conversations-search-messages` | `{cursor?: str = "", filter_date_after?: str, filter_date_before?: str, filter_date_during?: str, filter_date_on?: str, filter_in_channel?: str, filter_in_im_or_mpim?: str, filter_threads_only?: bool, filter_users_from?: str, filter_users_with?: str, limit?: number = 20, search_query?: str}` | Search messages in a public channel, private channel, or direct message (DM, or IM) conversation using filters. All filters are optional, if not provided then search_query is required. |
## weather
Use `weather <command> '<JSON arguments>'`. Run `weather <command> --help`
to get more information.
```sh
weather find-weather-stations '{"location":"40.7128,-74.0060"}'
```
| Command | Arguments | Description |
|---|---|---|
| `weather find-weather-stations` | `{location: str, limit?: number = 10}` | Find weather observation stations near a location in the United States. Useful for getting station-specific data, finding data sources, or understanding which stations provide weather data for an area. Includes ASOS, AWOS, and other automated weather stations. |
## weather-data
Use `weather-data <command> '<JSON arguments>'`. Run
`weather-data <command> --help` to get more information.
```sh
weather-data weather-history '{"q":"CITY","dt":"2025-06-01"}'
weather-data weather-astronomy '{"q":"CITY","dt":"2025-06-01"}'
```
| Command | Arguments | Description |
|---|---|---|
| `weather-data weather-history` | `{q: str, dt: str}` | Get historical weather for a location on a given date (YYYY-MM-DD). Args: q (str): Location query. dt (str): Date in YYYY-MM-DD format. Returns: dict: WeatherAPI history JSON. |
| `weather-data weather-astronomy` | `{q: str, dt: str}` | Get astronomy data (sunrise, sunset, moon) for a date (YYYY-MM-DD). Args: q (str): Location query. dt (str): Date in YYYY-MM-DD format. Returns: dict: WeatherAPI astronomy JSON. || name | workspace-commands |
|---|---|
| description | Use when running commands in this workspace - which commands exist, what they can do, and what the interpreter supports. |
Available commands
Python (python or python3), Perl, JavaScript/Node.js, and TypeScript runtimes are unavailable. Use the shell commands and task CLIs documented below; do not probe for or attempt to install other runtimes.
Standard Unix commands, among them:
cat head tail ls find grep wc sort uniq cut tr sed awk
diff tee xargs jqwith pipes, > redirection and $(...) substitution.
Do not probe the machine with which, type, --version, env, ps, echo $PATH, ls /usr/bin or cat /usr/bin/<command>: they tell you nothing about the task.
A filename with a space in it needs quoting, as it would in any shell.
slack
Use slack <command> '<JSON arguments>'. Run slack <command> --help to get more information.
slack channels-list '{"channel_types":"public_channel,private_channel"}'
slack conversations-history '{"channel_id":"CHANNEL_ID","limit":"1d"}'
slack conversations-replies '{"channel_id":"CHANNEL_ID","thread_ts":"1234567890.123456"}'
slack conversations-search-messages '{"search_query":"QUERY","filter_in_channel":"CHANNEL_ID"}'| Command | Arguments | Description |
|---|---|---|
slack channels-list | {channel_types: str, cursor?: str, limit?: number = 100, sort?: str} | Get list of channels |
slack conversations-add-message | {channel_id: str, content_type?: str = "text/markdown", payload?: str, thread_ts?: str} | Add a message to a public channel, private channel, or direct message (DM, or IM) conversation by channel_id and thread_ts. |
slack conversations-history | {channel_id: str, cursor?: str, include_activity_messages?: bool = false, limit?: str = "1d"} | Get messages from the channel (or DM) by channel_id, the last row/column in the response is used as 'cursor' parameter for pagination if not empty |
slack conversations-replies | {channel_id: str, cursor?: str, include_activity_messages?: bool = false, limit?: str = "1d", thread_ts: str} | Get a thread of messages posted to a conversation by channelID and thread_ts, the last row/column in the response is used as 'cursor' parameter for pagination if not empty |
slack conversations-search-messages | {cursor?: str = "", filter_date_after?: str, filter_date_before?: str, filter_date_during?: str, filter_date_on?: str, filter_in_channel?: str, filter_in_im_or_mpim?: str, filter_threads_only?: bool, filter_users_from?: str, filter_users_with?: str, limit?: number = 20, search_query?: str} | Search messages in a public channel, private channel, or direct message (DM, or IM) conversation using filters. All filters are optional, if not provided then search_query is required. |
weather
Use weather <command> '<JSON arguments>'. Run weather <command> --help to get more information.
weather find-weather-stations '{"location":"40.7128,-74.0060"}'| Command | Arguments | Description |
|---|---|---|
weather find-weather-stations | {location: str, limit?: number = 10} | Find weather observation stations near a location in the United States. Useful for getting station-specific data, finding data sources, or understanding which stations provide weather data for an area. Includes ASOS, AWOS, and other automated weather stations. |
weather-data
Use weather-data <command> '<JSON arguments>'. Run weather-data <command> --help to get more information.
weather-data weather-history '{"q":"CITY","dt":"2025-06-01"}'
weather-data weather-astronomy '{"q":"CITY","dt":"2025-06-01"}'| Command | Arguments | Description |
|---|---|---|
weather-data weather-history | {q: str, dt: str} | Get historical weather for a location on a given date (YYYY-MM-DD). Args: q (str): Location query. dt (str): Date in YYYY-MM-DD format. Returns: dict: WeatherAPI history JSON. |
weather-data weather-astronomy | {q: str, dt: str} | Get astronomy data (sunrise, sunset, moon) for a date (YYYY-MM-DD). Args: q (str): Location query. dt (str): Date in YYYY-MM-DD format. Returns: dict: WeatherAPI astronomy JSON. |
| Model | VFS | MCP | VFS Tokens | MCP Tokens | Token Reduction Rate |
|---|---|---|---|---|---|
| Claude Opus 5.5 | 1/1 | 1/1 | 24.7k | 1.45M | 98% |
| GPT-6.1 Sol | 1/1 | 1/1 | 11.5k | 11.7k | 2% |
| GPT-5.6 Luna | 1/1 | 1/1 | 21.2k | 672k | 97% |
| Claude Haiku 5.5 | 1/1 | 1/1 | 78.5k | 743k | 89% |
| Gemini 3.8 Flash | 1/1 | 1/1 | 57.0k | 33.8k | −68% |