While checking the hiring records of our car dealership network, I doubted the average performance score per department (rounded to two digits) for the last quarter of 2023. Could you get this info, and according to the one with the highest average score, find an article by greta galliani, with the name of the department included in the title. What's its title?
While checking the hiring records of our car dealership network, I doubted the average performance score per department (rounded to two digits) for the last quarter of 2023. Could you get this info, and according to the one with the highest average score, find an article by greta galliani, with the name of the department included in the title. What's its title?
---
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. |
| `/airtable` | Your Airtable bases, read-only. |
| `/tmp` | Scratch space, in memory. |
## `/airtable`
```
/airtable/
bases/
<base-name>__<base-id>/
base.json
<table-name>__<table-id>/
table.json
records.jsonl
views/
<view-name>__<view-id>.jsonl
```
A base, table or view name in a path is sanitized: spaces and characters
unsafe in a shell become `_`. `ls` a directory for the exact name rather
than building the path; the id after the last `__` is exact.
- `base.json`: `{base_id: str, base_name: str, permission_level: str,
tables: list[{table_id: str, table_name: str, primary_field_id: str}]}`
- `table.json`: `{table_id: str, table_name: str, base_id: str, description:
str | null, primary_field_id: str, fields: list[{field_id: str,
field_name: str, type: str, description: str | null, options: dict |
null}], views: list[{view_id: str, view_name: str, type: str}]}`
- `records.jsonl`: one record per line, `{record_id: str, created_time: str,
fields: {<field-name>: <value>}}`; an empty cell is absent
- `<view>.jsonl`: the records the view shows, in its order, as
`records.jsonl` writes them| 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. |
/airtable | Your Airtable bases, read-only. |
/tmp | Scratch space, in memory. |
/airtable
/airtable/
bases/
<base-name>__<base-id>/
base.json
<table-name>__<table-id>/
table.json
records.jsonl
views/
<view-name>__<view-id>.jsonlA base, table or view name in a path is sanitized: spaces and characters unsafe in a shell become _. ls a directory for the exact name rather than building the path; the id after the last __ is exact.
base.json: {base_id: str, base_name: str, permission_level: str, tables: list[{table_id: str, table_name: str, primary_field_id: str}]}table.json: {table_id: str, table_name: str, base_id: str, description: str | null, primary_field_id: str, fields: list[{field_id: str, field_name: str, type: str, description: str | null, options: dict | null}], views: list[{view_id: str, view_name: str, type: str}]}records.jsonl: one record per line, {record_id: str, created_time: str, fields: {<field-name>: <value>}}; an empty cell is absent<view>.jsonl: the records the view shows, in its order, as records.jsonl writes them---
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
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.
## airtable
Use `airtable <command> '<JSON arguments>'`. Run `airtable <command> --help`
to get more information.
```sh
airtable list-bases '{}'
airtable list-tables '{"base_id":"BASE_ID"}'
airtable list-records '{"base_id":"BASE_ID","table_name":"TABLE","max_records":10}'
airtable search-records '{"base_id":"BASE_ID","table_name":"TABLE","field_name":"FIELD","value":"VALUE"}'
airtable get-record '{"base_id":"BASE_ID","table_name":"TABLE","record_id":"RECORD_ID"}'
```
| Command | Arguments | Description |
|---|---|---|
| `airtable list-bases` | `{}` | List all accessible Airtable bases |
| `airtable list-tables` | `{base_id: str}` | List all tables in a base |
| `airtable list-records` | `{base_id: str, table_name: str, max_records?: number}` | List records in a table |
| `airtable search-records` | `{base_id: str, table_name: str, field_name: str, value: str}` | Search for records in a table |
| `airtable get-record` | `{base_id: str, table_name: str, record_id: str}` | Get a single record by its ID |
## national-parks
Use `national-parks <command> '<JSON arguments>'`. Run
`national-parks <command> --help` to get more information.
```sh
national-parks findParks '{"stateCode":"CA","q":"QUERY"}'
national-parks getParkDetails '{"parkCode":"PARK_CODE"}'
national-parks getVisitorCenters '{"parkCode":"PARK_CODE"}'
national-parks getCampgrounds '{"parkCode":"PARK_CODE","limit":10}'
```
| Command | Arguments | Description |
|---|---|---|
| `national-parks findParks` | `{stateCode?: str, q?: str, limit?: number, start?: number, activities?: str}` | Search for national parks based on state, name, activities, or other criteria |
| `national-parks getParkDetails` | `{parkCode: str}` | Get detailed information about a specific national park |
| `national-parks getVisitorCenters` | `{parkCode?: str, limit?: number, start?: number, q?: str}` | Get information about visitor centers and their operating hours |
| `national-parks getCampgrounds` | `{parkCode?: str, limit?: number, start?: number, q?: str}` | Get information about available campgrounds and their amenities |
## calculator
Use `calculator <command> '<JSON arguments>'`. Run
`calculator <command> --help` to get more information.
```sh
calculator calculate '{"expression":"2 * (3 + 4)"}'
```
| Command | Arguments | Description |
|---|---|---|
| `calculator calculate` | `{expression: str}` | Calculates/evaluates the given expression. |
## arxiv
Use `arxiv <command> '<JSON arguments>'`. Run `arxiv <command> --help` to
get more information.
```sh
arxiv search-papers '{"query":"QUERY","max_results":5}'
```
| Command | Arguments | Description |
|---|---|---|
| `arxiv search-papers` | `{query: str, max_results?: int, date_from?: str, date_to?: str, categories?: list[str]}` | Search for papers on arXiv with advanced filtering |
## python3
Execute Python code and return stdout and stderr. Code can be pasted into a
`.py` file and run with `python3`. Python cannot launch subprocesses or make
direct network requests. Run the documented service commands directly in
the shell. Use Python for local file processing and generating JSON
arguments.| 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
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.
airtable
Use airtable <command> '<JSON arguments>'. Run airtable <command> --help to get more information.
airtable list-bases '{}'
airtable list-tables '{"base_id":"BASE_ID"}'
airtable list-records '{"base_id":"BASE_ID","table_name":"TABLE","max_records":10}'
airtable search-records '{"base_id":"BASE_ID","table_name":"TABLE","field_name":"FIELD","value":"VALUE"}'
airtable get-record '{"base_id":"BASE_ID","table_name":"TABLE","record_id":"RECORD_ID"}'| Command | Arguments | Description |
|---|---|---|
airtable list-bases | {} | List all accessible Airtable bases |
airtable list-tables | {base_id: str} | List all tables in a base |
airtable list-records | {base_id: str, table_name: str, max_records?: number} | List records in a table |
airtable search-records | {base_id: str, table_name: str, field_name: str, value: str} | Search for records in a table |
airtable get-record | {base_id: str, table_name: str, record_id: str} | Get a single record by its ID |
national-parks
Use national-parks <command> '<JSON arguments>'. Run national-parks <command> --help to get more information.
national-parks findParks '{"stateCode":"CA","q":"QUERY"}'
national-parks getParkDetails '{"parkCode":"PARK_CODE"}'
national-parks getVisitorCenters '{"parkCode":"PARK_CODE"}'
national-parks getCampgrounds '{"parkCode":"PARK_CODE","limit":10}'| Command | Arguments | Description |
|---|---|---|
national-parks findParks | {stateCode?: str, q?: str, limit?: number, start?: number, activities?: str} | Search for national parks based on state, name, activities, or other criteria |
national-parks getParkDetails | {parkCode: str} | Get detailed information about a specific national park |
national-parks getVisitorCenters | {parkCode?: str, limit?: number, start?: number, q?: str} | Get information about visitor centers and their operating hours |
national-parks getCampgrounds | {parkCode?: str, limit?: number, start?: number, q?: str} | Get information about available campgrounds and their amenities |
calculator
Use calculator <command> '<JSON arguments>'. Run calculator <command> --help to get more information.
calculator calculate '{"expression":"2 * (3 + 4)"}'| Command | Arguments | Description |
|---|---|---|
calculator calculate | {expression: str} | Calculates/evaluates the given expression. |
arxiv
Use arxiv <command> '<JSON arguments>'. Run arxiv <command> --help to get more information.
arxiv search-papers '{"query":"QUERY","max_results":5}'| Command | Arguments | Description |
|---|---|---|
arxiv search-papers | {query: str, max_results?: int, date_from?: str, date_to?: str, categories?: list[str]} | Search for papers on arXiv with advanced filtering |
python3
Execute Python code and return stdout and stderr. Code can be pasted into a .py file and run with python3. Python cannot launch subprocesses or make direct network requests. Run the documented service commands directly in the shell. Use Python for local file processing and generating JSON arguments.
| Model | VFS | MCP | VFS Tokens | MCP Tokens | Token Reduction Rate |
|---|---|---|---|---|---|
| Claude Opus 5.5 | 1/1 | 1/1 | 28.5k | 147k | 81% |
| GPT-6.1 Sol | 1/1 | 1/1 | 23.8k | 204k | 88% |
| GPT-5.6 Luna | 1/1 | 1/1 | 44.3k | 102k | 56% |
| Claude Haiku 5.5 | 1/1 | 1/1 | 440k | 243k | −81% |
| Gemini 3.8 Flash | 1/1 | 1/1 | 104k | 201k | 48% |