Merge branch 'main' into quickstart-refactor

This commit is contained in:
Twisha Bansal
2026-02-13 11:23:33 +05:30
committed by GitHub
299 changed files with 11510 additions and 5897 deletions

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@@ -234,7 +234,7 @@
},
"outputs": [],
"source": [
"version = \"0.26.0\" # x-release-please-version\n",
"version = \"0.27.0\" # x-release-please-version\n",
"! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
"\n",
"# Make the binary executable\n",

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@@ -109,7 +109,7 @@ To install Toolbox as a binary on Linux (AMD64):
```sh
# see releases page for other versions
export VERSION=0.26.0
export VERSION=0.27.0
curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
chmod +x toolbox
```
@@ -120,7 +120,7 @@ To install Toolbox as a binary on macOS (Apple Silicon):
```sh
# see releases page for other versions
export VERSION=0.26.0
export VERSION=0.27.0
curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
chmod +x toolbox
```
@@ -131,7 +131,7 @@ To install Toolbox as a binary on macOS (Intel):
```sh
# see releases page for other versions
export VERSION=0.26.0
export VERSION=0.27.0
curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
chmod +x toolbox
```
@@ -142,7 +142,7 @@ To install Toolbox as a binary on Windows (Command Prompt):
```cmd
:: see releases page for other versions
set VERSION=0.26.0
set VERSION=0.27.0
curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
```
@@ -152,7 +152,7 @@ To install Toolbox as a binary on Windows (PowerShell):
```powershell
# see releases page for other versions
$VERSION = "0.26.0"
$VERSION = "0.27.0"
curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
```
@@ -164,7 +164,7 @@ You can also install Toolbox as a container:
```sh
# see releases page for other versions
export VERSION=0.26.0
export VERSION=0.27.0
docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
```
@@ -183,7 +183,7 @@ To install from source, ensure you have the latest version of
[Go installed](https://go.dev/doc/install), and then run the following command:
```sh
go install github.com/googleapis/genai-toolbox@v0.26.0
go install github.com/googleapis/genai-toolbox@v0.27.0
```
{{% /tab %}}

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@@ -105,7 +105,7 @@ In this section, we will download Toolbox, configure our tools in a
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

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@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

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@@ -100,19 +100,19 @@ After you install Looker in the MCP Store, resources and tools from the server a
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -45,19 +45,19 @@ instance:
<!-- {x-release-please-start-version} -->
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
<!-- {x-release-please-start-version} -->
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
<!-- {x-release-please-start-version} -->
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -56,19 +56,19 @@ Omni](https://cloud.google.com/alloydb/omni/docs/overview).
<!-- {x-release-please-start-version} -->
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
<!-- {x-release-please-start-version} -->
{{< tabpane persist=header >}}
{{< tab header="linux/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/linux/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/linux/amd64/toolbox
{{< /tab >}}
{{< tab header="darwin/arm64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/arm64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/arm64/toolbox
{{< /tab >}}
{{< tab header="darwin/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/darwin/amd64/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/darwin/amd64/toolbox
{{< /tab >}}
{{< tab header="windows/amd64" lang="bash" >}}
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolbox.exe
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/windows/amd64/toolbox.exe
{{< /tab >}}
{{< /tabpane >}}
<!-- {x-release-please-end} -->

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@@ -0,0 +1,242 @@
---
title: "CockroachDB"
type: docs
weight: 1
description: >
CockroachDB is a distributed SQL database built for cloud applications.
---
## About
[CockroachDB][crdb-docs] is a distributed SQL database designed for cloud-native applications. It provides strong consistency, horizontal scalability, and built-in resilience with automatic failover and recovery. CockroachDB uses the PostgreSQL wire protocol, making it compatible with many PostgreSQL tools and drivers while providing unique features like multi-region deployments and distributed transactions.
**Minimum Version:** CockroachDB v25.1 or later is recommended for full tool compatibility.
[crdb-docs]: https://www.cockroachlabs.com/docs/
## Available Tools
- [`cockroachdb-sql`](../tools/cockroachdb/cockroachdb-sql.md)
Execute SQL queries as prepared statements in CockroachDB (alias for execute-sql).
- [`cockroachdb-execute-sql`](../tools/cockroachdb/cockroachdb-execute-sql.md)
Run parameterized SQL statements in CockroachDB.
- [`cockroachdb-list-schemas`](../tools/cockroachdb/cockroachdb-list-schemas.md)
List schemas in a CockroachDB database.
- [`cockroachdb-list-tables`](../tools/cockroachdb/cockroachdb-list-tables.md)
List tables in a CockroachDB database.
## Requirements
### Database User
This source uses standard authentication. You will need to [create a CockroachDB user][crdb-users] to login to the database with. For CockroachDB Cloud deployments, SSL/TLS is required.
[crdb-users]: https://www.cockroachlabs.com/docs/stable/create-user.html
### SSL/TLS Configuration
CockroachDB Cloud clusters require SSL/TLS connections. Use the `queryParams` section to configure SSL settings:
- **For CockroachDB Cloud**: Use `sslmode: require` at minimum
- **For self-hosted with certificates**: Use `sslmode: verify-full` with certificate paths
- **For local development only**: Use `sslmode: disable` (not recommended for production)
## Example
```yaml
sources:
my_cockroachdb:
type: cockroachdb
host: your-cluster.cockroachlabs.cloud
port: "26257"
user: myuser
password: mypassword
database: defaultdb
maxRetries: 5
retryBaseDelay: 500ms
queryParams:
sslmode: require
application_name: my-app
# MCP Security Settings (recommended for production)
readOnlyMode: true # Read-only by default (MCP best practice)
enableWriteMode: false # Set to true to allow write operations
maxRowLimit: 1000 # Limit query results
queryTimeoutSec: 30 # Prevent long-running queries
enableTelemetry: true # Enable observability
telemetryVerbose: false # Set true for detailed logs
clusterID: "my-cluster" # Optional identifier
tools:
list_expenses:
type: cockroachdb-sql
source: my_cockroachdb
description: List all expenses
statement: SELECT id, description, amount, category FROM expenses WHERE user_id = $1
parameters:
- name: user_id
type: string
description: The user's ID
describe_expenses:
type: cockroachdb-describe-table
source: my_cockroachdb
description: Describe the expenses table schema
list_expenses_indexes:
type: cockroachdb-list-indexes
source: my_cockroachdb
description: List indexes on the expenses table
```
## Configuration Parameters
### Required Parameters
| Parameter | Type | Description |
|-----------|------|-------------|
| `type` | string | Must be `cockroachdb` |
| `host` | string | The hostname or IP address of the CockroachDB cluster |
| `port` | string | The port number (typically "26257") |
| `user` | string | The database user name |
| `database` | string | The database name to connect to |
### Optional Parameters
| Parameter | Type | Default | Description |
|-----------|------|---------|-------------|
| `password` | string | "" | The database password (can be empty for certificate-based auth) |
| `maxRetries` | integer | 5 | Maximum number of connection retry attempts |
| `retryBaseDelay` | string | "500ms" | Base delay between retry attempts (exponential backoff) |
| `queryParams` | map | {} | Additional connection parameters (e.g., SSL configuration) |
### MCP Security Parameters
CockroachDB integration includes security features following the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) specification:
| Parameter | Type | Default | Description |
|-----------|------|---------|-------------|
| `readOnlyMode` | boolean | true | Enables read-only mode by default (MCP requirement) |
| `enableWriteMode` | boolean | false | Explicitly enable write operations (INSERT/UPDATE/DELETE/CREATE/DROP) |
| `maxRowLimit` | integer | 1000 | Maximum rows returned per SELECT query (auto-adds LIMIT clause) |
| `queryTimeoutSec` | integer | 30 | Query timeout in seconds to prevent long-running queries |
| `enableTelemetry` | boolean | true | Enable structured logging of tool invocations |
| `telemetryVerbose` | boolean | false | Enable detailed JSON telemetry output |
| `clusterID` | string | "" | Optional cluster identifier for telemetry |
### Query Parameters
Common query parameters for CockroachDB connections:
| Parameter | Values | Description |
|-----------|--------|-------------|
| `sslmode` | `disable`, `require`, `verify-ca`, `verify-full` | SSL/TLS mode (CockroachDB Cloud requires `require` or higher) |
| `sslrootcert` | file path | Path to root certificate for SSL verification |
| `sslcert` | file path | Path to client certificate |
| `sslkey` | file path | Path to client key |
| `application_name` | string | Application name for connection tracking |
## Best Practices
### Security and MCP Compliance
**Read-Only by Default**: The integration follows MCP best practices by defaulting to read-only mode. This prevents accidental data modifications:
```yaml
sources:
my_cockroachdb:
readOnlyMode: true # Default behavior
enableWriteMode: false # Explicit write opt-in required
```
To enable write operations:
```yaml
sources:
my_cockroachdb:
readOnlyMode: false # Disable read-only protection
enableWriteMode: true # Explicitly allow writes
```
**Query Limits**: Automatic row limits prevent excessive data retrieval:
- SELECT queries automatically get `LIMIT 1000` appended (configurable via `maxRowLimit`)
- Queries are terminated after 30 seconds (configurable via `queryTimeoutSec`)
**Observability**: Structured telemetry provides visibility into tool usage:
- Tool invocations are logged with status, latency, and row counts
- SQL queries are redacted to protect sensitive values
- Set `telemetryVerbose: true` for detailed JSON logs
### Use UUID Primary Keys
CockroachDB performs best with UUID primary keys rather than sequential integers to avoid transaction hotspots:
```sql
CREATE TABLE expenses (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
description TEXT,
amount DECIMAL(10,2)
);
```
### Automatic Transaction Retry
This source uses the official `cockroach-go/v2` library which provides automatic transaction retry for serialization conflicts. For write operations requiring explicit transaction control, tools can use the `ExecuteTxWithRetry` method.
### Multi-Region Deployments
CockroachDB supports multi-region deployments with automatic data distribution. Configure your cluster's regions and survival goals separately from the Toolbox configuration. The source will connect to any node in the cluster.
### Connection Pooling
The source maintains a connection pool to the CockroachDB cluster. The pool automatically handles:
- Load balancing across cluster nodes
- Connection retry with exponential backoff
- Health checking of connections
## Troubleshooting
### SSL/TLS Errors
If you encounter "server requires encryption" errors:
1. For CockroachDB Cloud, ensure `sslmode` is set to `require` or higher:
```yaml
queryParams:
sslmode: require
```
2. For certificate verification, download your cluster's root certificate and configure:
```yaml
queryParams:
sslmode: verify-full
sslrootcert: /path/to/ca.crt
```
### Connection Timeouts
If experiencing connection timeouts:
1. Check network connectivity to the CockroachDB cluster
2. Verify firewall rules allow connections on port 26257
3. For CockroachDB Cloud, ensure IP allowlisting is configured
4. Increase `maxRetries` or `retryBaseDelay` if needed
### Transaction Retry Errors
CockroachDB may encounter serializable transaction conflicts. The integration automatically handles these retries using the cockroach-go library. If you see retry-related errors, check:
1. Database load and contention
2. Query patterns that might cause conflicts
3. Consider using `SELECT FOR UPDATE` for explicit locking
## Additional Resources
- [CockroachDB Documentation](https://www.cockroachlabs.com/docs/)
- [CockroachDB Best Practices](https://www.cockroachlabs.com/docs/stable/performance-best-practices-overview.html)
- [Multi-Region Capabilities](https://www.cockroachlabs.com/docs/stable/multiregion-overview.html)
- [Connection Parameters](https://www.cockroachlabs.com/docs/stable/connection-parameters.html)

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@@ -0,0 +1,273 @@
---
title: "cockroachdb-execute-sql"
type: docs
weight: 1
description: >
Execute ad-hoc SQL statements against a CockroachDB database.
---
## About
A `cockroachdb-execute-sql` tool executes ad-hoc SQL statements against a CockroachDB database. This tool is designed for interactive workflows where the SQL query is provided dynamically at runtime, making it ideal for developer assistance and exploratory data analysis.
The tool takes a single `sql` parameter containing the SQL statement to execute and returns the query results.
> **Note:** This tool is intended for developer assistant workflows with human-in-the-loop and shouldn't be used for production agents. For production use cases with predefined queries, use [cockroachdb-sql](./cockroachdb-sql.md) instead.
## Example
```yaml
sources:
my_cockroachdb:
type: cockroachdb
host: your-cluster.cockroachlabs.cloud
port: "26257"
user: myuser
password: mypassword
database: defaultdb
queryParams:
sslmode: require
tools:
execute_sql:
type: cockroachdb-execute-sql
source: my_cockroachdb
description: Execute any SQL statement against the CockroachDB database
```
## Usage Examples
### Simple SELECT Query
```json
{
"sql": "SELECT * FROM users LIMIT 10"
}
```
### Query with Aggregations
```json
{
"sql": "SELECT category, COUNT(*) as count, SUM(amount) as total FROM expenses GROUP BY category ORDER BY total DESC"
}
```
### Database Introspection
```json
{
"sql": "SHOW TABLES"
}
```
```json
{
"sql": "SHOW COLUMNS FROM expenses"
}
```
### Multi-Region Information
```json
{
"sql": "SHOW REGIONS FROM DATABASE defaultdb"
}
```
```json
{
"sql": "SHOW ZONE CONFIGURATIONS"
}
```
## CockroachDB-Specific Features
### Check Cluster Version
```json
{
"sql": "SELECT version()"
}
```
### View Node Status
```json
{
"sql": "SELECT node_id, address, locality, is_live FROM crdb_internal.gossip_nodes"
}
```
### Check Replication Status
```json
{
"sql": "SELECT range_id, start_key, end_key, replicas, lease_holder FROM crdb_internal.ranges LIMIT 10"
}
```
### View Table Regions
```json
{
"sql": "SHOW REGIONS FROM TABLE expenses"
}
```
## Configuration
### Required Fields
| Field | Type | Description |
|-------|------|-------------|
| `type` | string | Must be `cockroachdb-execute-sql` |
| `source` | string | Name of the CockroachDB source to use |
| `description` | string | Human-readable description for the LLM |
### Optional Fields
| Field | Type | Description |
|-------|------|-------------|
| `authRequired` | array | List of authentication services required |
## Parameters
The tool accepts a single runtime parameter:
| Parameter | Type | Description |
|-----------|------|-------------|
| `sql` | string | The SQL statement to execute |
## Best Practices
### Use for Exploration, Not Production
This tool is ideal for:
- Interactive database exploration
- Ad-hoc analysis and reporting
- Debugging and troubleshooting
- Schema inspection
For production use cases, use [cockroachdb-sql](./cockroachdb-sql.md) with parameterized queries.
### Be Cautious with Data Modification
While this tool can execute any SQL statement, be careful with:
- `INSERT`, `UPDATE`, `DELETE` statements
- `DROP` or `ALTER` statements
- Schema changes in production
### Use LIMIT for Large Results
Always use `LIMIT` clauses when exploring data:
```sql
SELECT * FROM large_table LIMIT 100
```
### Leverage CockroachDB's SQL Extensions
CockroachDB supports PostgreSQL syntax plus extensions:
```sql
-- Show database survival goal
SHOW SURVIVAL GOAL FROM DATABASE defaultdb;
-- View zone configurations
SHOW ZONE CONFIGURATION FOR TABLE expenses;
-- Check table localities
SHOW CREATE TABLE expenses;
```
## Error Handling
The tool will return descriptive errors for:
- **Syntax errors**: Invalid SQL syntax
- **Permission errors**: Insufficient user privileges
- **Connection errors**: Network or authentication issues
- **Runtime errors**: Constraint violations, type mismatches, etc.
## Security Considerations
### SQL Injection Risk
Since this tool executes arbitrary SQL, it should only be used with:
- Trusted users in interactive sessions
- Human-in-the-loop workflows
- Development and testing environments
Never expose this tool directly to end users without proper authorization controls.
### Use Authentication
Configure the `authRequired` field to restrict access:
```yaml
tools:
execute_sql:
type: cockroachdb-execute-sql
source: my_cockroachdb
description: Execute SQL statements
authRequired:
- my-auth-service
```
### Read-Only Users
For safer exploration, create read-only database users:
```sql
CREATE USER readonly_user;
GRANT SELECT ON DATABASE defaultdb TO readonly_user;
```
## Common Use Cases
### Database Administration
```sql
-- View database size
SELECT
table_name,
pg_size_pretty(pg_total_relation_size(table_name::regclass)) AS size
FROM information_schema.tables
WHERE table_schema = 'public'
ORDER BY pg_total_relation_size(table_name::regclass) DESC;
```
### Performance Analysis
```sql
-- Find slow queries
SELECT query, count, mean_latency
FROM crdb_internal.statement_statistics
WHERE mean_latency > INTERVAL '1 second'
ORDER BY mean_latency DESC
LIMIT 10;
```
### Data Quality Checks
```sql
-- Find NULL values
SELECT COUNT(*) as null_count
FROM expenses
WHERE description IS NULL OR amount IS NULL;
-- Find duplicates
SELECT user_id, email, COUNT(*) as count
FROM users
GROUP BY user_id, email
HAVING COUNT(*) > 1;
```
## See Also
- [cockroachdb-sql](./cockroachdb-sql.md) - For parameterized, production-ready queries
- [cockroachdb-list-tables](./cockroachdb-list-tables.md) - List tables in the database
- [cockroachdb-list-schemas](./cockroachdb-list-schemas.md) - List database schemas
- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
- [CockroachDB SQL Reference](https://www.cockroachlabs.com/docs/stable/sql-statements.html) - Official SQL documentation

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@@ -0,0 +1,305 @@
---
title: "cockroachdb-list-schemas"
type: docs
weight: 1
description: >
List schemas in a CockroachDB database.
---
## About
The `cockroachdb-list-schemas` tool retrieves a list of schemas (namespaces) in a CockroachDB database. Schemas are used to organize database objects such as tables, views, and functions into logical groups.
This tool is useful for:
- Understanding database organization
- Discovering available schemas
- Multi-tenant application analysis
- Schema-level access control planning
## Example
```yaml
sources:
my_cockroachdb:
type: cockroachdb
host: your-cluster.cockroachlabs.cloud
port: "26257"
user: myuser
password: mypassword
database: defaultdb
queryParams:
sslmode: require
tools:
list_schemas:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: List all schemas in the database
```
## Configuration
### Required Fields
| Field | Type | Description |
|-------|------|-------------|
| `type` | string | Must be `cockroachdb-list-schemas` |
| `source` | string | Name of the CockroachDB source to use |
| `description` | string | Human-readable description for the LLM |
### Optional Fields
| Field | Type | Description |
|-------|------|-------------|
| `authRequired` | array | List of authentication services required |
## Output Structure
The tool returns a list of schemas with the following information:
```json
[
{
"catalog_name": "defaultdb",
"schema_name": "public",
"is_user_defined": true
},
{
"catalog_name": "defaultdb",
"schema_name": "analytics",
"is_user_defined": true
}
]
```
### Fields
| Field | Type | Description |
|-------|------|-------------|
| `catalog_name` | string | The database (catalog) name |
| `schema_name` | string | The schema name |
| `is_user_defined` | boolean | Whether this is a user-created schema (excludes system schemas) |
## Usage Example
```json
{}
```
No parameters are required. The tool automatically lists all user-defined schemas.
## Default Schemas
CockroachDB includes several standard schemas:
- **`public`**: The default schema for user objects
- **`pg_catalog`**: PostgreSQL system catalog (excluded from results)
- **`information_schema`**: SQL standard metadata views (excluded from results)
- **`crdb_internal`**: CockroachDB internal metadata (excluded from results)
- **`pg_extension`**: PostgreSQL extension objects (excluded from results)
The tool filters out system schemas and only returns user-defined schemas.
## Schema Management in CockroachDB
### Creating Schemas
```sql
CREATE SCHEMA analytics;
```
### Using Schemas
```sql
-- Create table in specific schema
CREATE TABLE analytics.revenue (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
amount DECIMAL(10,2),
date DATE
);
-- Query from specific schema
SELECT * FROM analytics.revenue;
```
### Schema Search Path
The search path determines which schemas are searched for unqualified object names:
```sql
-- Show current search path
SHOW search_path;
-- Set search path
SET search_path = analytics, public;
```
## Multi-Tenant Applications
Schemas are commonly used for multi-tenant applications:
```sql
-- Create schema per tenant
CREATE SCHEMA tenant_acme;
CREATE SCHEMA tenant_globex;
-- Create same table structure in each schema
CREATE TABLE tenant_acme.orders (...);
CREATE TABLE tenant_globex.orders (...);
```
The `cockroachdb-list-schemas` tool helps discover all tenant schemas:
```yaml
tools:
list_tenants:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: |
List all tenant schemas in the database.
Each schema represents a separate tenant's data namespace.
```
## Best Practices
### Use Schemas for Organization
Group related tables into schemas:
```sql
CREATE SCHEMA sales;
CREATE SCHEMA inventory;
CREATE SCHEMA hr;
CREATE TABLE sales.orders (...);
CREATE TABLE inventory.products (...);
CREATE TABLE hr.employees (...);
```
### Schema Naming Conventions
Use clear, descriptive schema names:
- Lowercase names
- Use underscores for multi-word names
- Avoid reserved keywords
- Use prefixes for grouped schemas (e.g., `tenant_`, `app_`)
### Schema-Level Permissions
Schemas enable fine-grained access control:
```sql
-- Grant access to specific schema
GRANT USAGE ON SCHEMA analytics TO analyst_role;
GRANT SELECT ON ALL TABLES IN SCHEMA analytics TO analyst_role;
-- Revoke access
REVOKE ALL ON SCHEMA hr FROM public;
```
## Integration with Other Tools
### Combined with List Tables
```yaml
tools:
list_schemas:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: List all schemas first
list_tables:
type: cockroachdb-list-tables
source: my_cockroachdb
description: |
List tables in the database.
Use list_schemas first to understand schema organization.
```
### Schema Discovery Workflow
1. Call `cockroachdb-list-schemas` to discover schemas
2. Call `cockroachdb-list-tables` to see tables in each schema
3. Generate queries using fully qualified names: `schema.table`
## Common Use Cases
### Discover Database Structure
```yaml
tools:
discover_schemas:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: |
Discover how the database is organized into schemas.
Use this to understand the logical grouping of tables.
```
### Multi-Tenant Analysis
```yaml
tools:
list_tenant_schemas:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: |
List all tenant schemas (each tenant has their own schema).
Schema names follow the pattern: tenant_<company_name>
```
### Schema Migration Planning
```yaml
tools:
audit_schemas:
type: cockroachdb-list-schemas
source: my_cockroachdb
description: |
Audit existing schemas before migration.
Identifies all schemas that need to be migrated.
```
## Error Handling
The tool handles common errors:
- **Connection errors**: Returns connection failure details
- **Permission errors**: Returns error if user lacks USAGE privilege
- **Empty results**: Returns empty array if no user schemas exist
## Permissions Required
To list schemas, the user needs:
- `CONNECT` privilege on the database
- No specific schema privileges required for listing
To query objects within schemas, the user needs:
- `USAGE` privilege on the schema
- Appropriate object privileges (SELECT, INSERT, etc.)
## CockroachDB-Specific Features
### System Schemas
CockroachDB includes PostgreSQL-compatible system schemas plus CockroachDB-specific ones:
- `crdb_internal.*`: CockroachDB internal metadata and statistics
- `pg_catalog.*`: PostgreSQL system catalog
- `information_schema.*`: SQL standard information schema
These are automatically filtered from the results.
### User-Defined Flag
The `is_user_defined` field helps distinguish:
- `true`: User-created schemas
- `false`: System schemas (already filtered out)
## See Also
- [cockroachdb-sql](./cockroachdb-sql.md) - Execute parameterized queries
- [cockroachdb-execute-sql](./cockroachdb-execute-sql.md) - Execute ad-hoc SQL
- [cockroachdb-list-tables](./cockroachdb-list-tables.md) - List tables in the database
- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
- [CockroachDB Schema Design](https://www.cockroachlabs.com/docs/stable/schema-design-overview.html) - Official documentation

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@@ -0,0 +1,344 @@
---
title: "cockroachdb-list-tables"
type: docs
weight: 1
description: >
List tables in a CockroachDB database with schema details.
---
## About
The `cockroachdb-list-tables` tool retrieves a list of tables from a CockroachDB database. It provides detailed information about table structure, including columns, constraints, indexes, and foreign key relationships.
This tool is useful for:
- Database schema discovery
- Understanding table relationships
- Generating context for AI-powered database queries
- Documentation and analysis
## Example
```yaml
sources:
my_cockroachdb:
type: cockroachdb
host: your-cluster.cockroachlabs.cloud
port: "26257"
user: myuser
password: mypassword
database: defaultdb
queryParams:
sslmode: require
tools:
list_all_tables:
type: cockroachdb-list-tables
source: my_cockroachdb
description: List all user tables in the database with their structure
```
## Configuration
### Required Fields
| Field | Type | Description |
|-------|------|-------------|
| `type` | string | Must be `cockroachdb-list-tables` |
| `source` | string | Name of the CockroachDB source to use |
| `description` | string | Human-readable description for the LLM |
### Optional Fields
| Field | Type | Description |
|-------|------|-------------|
| `authRequired` | array | List of authentication services required |
## Parameters
The tool accepts optional runtime parameters:
| Parameter | Type | Default | Description |
|-----------|------|---------|-------------|
| `table_names` | array | all tables | List of specific table names to retrieve |
| `output_format` | string | "detailed" | Output format: "simple" or "detailed" |
## Output Formats
### Simple Format
Returns basic table information:
- Table name
- Row count estimate
- Size information
```json
{
"table_names": ["users"],
"output_format": "simple"
}
```
### Detailed Format (Default)
Returns comprehensive table information:
- Table name and schema
- All columns with types and constraints
- Primary keys
- Foreign keys and relationships
- Indexes
- Check constraints
- Table size and row counts
```json
{
"table_names": ["users", "orders"],
"output_format": "detailed"
}
```
## Usage Examples
### List All Tables
```json
{}
```
### List Specific Tables
```json
{
"table_names": ["users", "orders", "expenses"]
}
```
### Simple Output
```json
{
"output_format": "simple"
}
```
## Output Structure
### Simple Format Output
```json
{
"table_name": "users",
"estimated_rows": 1000,
"size": "128 KB"
}
```
### Detailed Format Output
```json
{
"table_name": "users",
"schema": "public",
"columns": [
{
"name": "id",
"type": "UUID",
"nullable": false,
"default": "gen_random_uuid()"
},
{
"name": "email",
"type": "STRING",
"nullable": false,
"default": null
},
{
"name": "created_at",
"type": "TIMESTAMP",
"nullable": false,
"default": "now()"
}
],
"primary_key": ["id"],
"indexes": [
{
"name": "users_pkey",
"columns": ["id"],
"unique": true,
"primary": true
},
{
"name": "users_email_idx",
"columns": ["email"],
"unique": true,
"primary": false
}
],
"foreign_keys": [],
"constraints": [
{
"name": "users_email_check",
"type": "CHECK",
"definition": "email ~* '^[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Z|a-z]{2,}$'"
}
]
}
```
## CockroachDB-Specific Information
### UUID Primary Keys
The tool recognizes CockroachDB's recommended UUID primary key pattern:
```sql
CREATE TABLE users (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
...
);
```
### Multi-Region Tables
For multi-region tables, the output includes locality information:
```json
{
"table_name": "users",
"locality": "REGIONAL BY ROW",
"regions": ["us-east-1", "us-west-2", "eu-west-1"]
}
```
### Interleaved Tables
The tool shows parent-child relationships for interleaved tables (legacy feature):
```json
{
"table_name": "order_items",
"interleaved_in": "orders"
}
```
## Best Practices
### Use for Schema Discovery
The tool is ideal for helping AI assistants understand your database structure:
```yaml
tools:
discover_schema:
type: cockroachdb-list-tables
source: my_cockroachdb
description: |
Use this tool first to understand the database schema before generating queries.
It shows all tables, their columns, data types, and relationships.
```
### Filter Large Schemas
For databases with many tables, specify relevant tables:
```json
{
"table_names": ["users", "orders", "products"],
"output_format": "detailed"
}
```
### Use Simple Format for Overviews
When you need just table names and sizes:
```json
{
"output_format": "simple"
}
```
## Excluded Tables
The tool automatically excludes system tables and schemas:
- `pg_catalog.*` - PostgreSQL system catalog
- `information_schema.*` - SQL standard information schema
- `crdb_internal.*` - CockroachDB internal tables
- `pg_extension.*` - PostgreSQL extension tables
Only user-created tables in the public schema (and other user schemas) are returned.
## Error Handling
The tool handles common errors:
- **Table not found**: Returns empty result for non-existent tables
- **Permission errors**: Returns error if user lacks SELECT privileges
- **Connection errors**: Returns connection failure details
## Integration with AI Assistants
### Prompt Example
```yaml
tools:
list_tables:
type: cockroachdb-list-tables
source: my_cockroachdb
description: |
Lists all tables in the database with detailed schema information.
Use this tool to understand:
- What tables exist
- What columns each table has
- Data types and constraints
- Relationships between tables (foreign keys)
- Available indexes
Always call this tool before generating SQL queries to ensure
you use correct table and column names.
```
## Common Use Cases
### Generate Context for Queries
```json
{}
```
This provides comprehensive schema information that helps AI assistants generate accurate SQL queries.
### Analyze Table Structure
```json
{
"table_names": ["users"],
"output_format": "detailed"
}
```
Perfect for understanding a specific table's structure, constraints, and relationships.
### Quick Schema Overview
```json
{
"output_format": "simple"
}
```
Gets a quick list of tables with basic statistics.
## Performance Considerations
- **Simple format** is faster for large databases
- **Detailed format** queries system tables extensively
- Specifying `table_names` reduces query time
- Results are fetched in a single query for efficiency
## See Also
- [cockroachdb-sql](./cockroachdb-sql.md) - Execute parameterized queries
- [cockroachdb-execute-sql](./cockroachdb-execute-sql.md) - Execute ad-hoc SQL
- [cockroachdb-list-schemas](./cockroachdb-list-schemas.md) - List database schemas
- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference
- [CockroachDB Schema Design](https://www.cockroachlabs.com/docs/stable/schema-design-overview.html) - Best practices

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@@ -0,0 +1,291 @@
---
title: "cockroachdb-sql"
type: docs
weight: 1
description: >
Execute parameterized SQL queries in CockroachDB.
---
## About
The `cockroachdb-sql` tool allows you to execute parameterized SQL queries against a CockroachDB database. This tool supports prepared statements with parameter binding, template parameters for dynamic query construction, and automatic transaction retry for resilience against serialization conflicts.
## Example
```yaml
sources:
my_cockroachdb:
type: cockroachdb
host: your-cluster.cockroachlabs.cloud
port: "26257"
user: myuser
password: mypassword
database: defaultdb
queryParams:
sslmode: require
tools:
get_user_orders:
type: cockroachdb-sql
source: my_cockroachdb
description: Get all orders for a specific user
statement: |
SELECT o.id, o.order_date, o.total_amount, o.status
FROM orders o
WHERE o.user_id = $1
ORDER BY o.order_date DESC
parameters:
- name: user_id
type: string
description: The UUID of the user
```
## Configuration
### Required Fields
| Field | Type | Description |
|-------|------|-------------|
| `type` | string | Must be `cockroachdb-sql` |
| `source` | string | Name of the CockroachDB source to use |
| `description` | string | Human-readable description of what the tool does |
| `statement` | string | The SQL query to execute |
### Optional Fields
| Field | Type | Description |
|-------|------|-------------|
| `parameters` | array | List of parameter definitions for the query |
| `templateParameters` | array | List of template parameters for dynamic query construction |
| `authRequired` | array | List of authentication services required |
## Parameters
Parameters allow you to safely pass values into your SQL queries using prepared statements. CockroachDB uses PostgreSQL-style parameter placeholders: `$1`, `$2`, etc.
### Parameter Types
- `string`: Text values
- `number`: Numeric values (integers or decimals)
- `boolean`: True/false values
- `array`: Array of values
### Example with Multiple Parameters
```yaml
tools:
filter_expenses:
type: cockroachdb-sql
source: my_cockroachdb
description: Filter expenses by category and date range
statement: |
SELECT id, description, amount, category, expense_date
FROM expenses
WHERE user_id = $1
AND category = $2
AND expense_date >= $3
AND expense_date <= $4
ORDER BY expense_date DESC
parameters:
- name: user_id
type: string
description: The user's UUID
- name: category
type: string
description: Expense category (e.g., "Food", "Transport")
- name: start_date
type: string
description: Start date in YYYY-MM-DD format
- name: end_date
type: string
description: End date in YYYY-MM-DD format
```
## Template Parameters
Template parameters enable dynamic query construction by replacing placeholders in the SQL statement before parameter binding. This is useful for dynamic table names, column names, or query structure.
### Example with Template Parameters
```yaml
tools:
get_column_data:
type: cockroachdb-sql
source: my_cockroachdb
description: Get data from a specific column
statement: |
SELECT {{column_name}}
FROM {{table_name}}
WHERE user_id = $1
LIMIT 100
templateParameters:
- name: table_name
type: string
description: The table to query
- name: column_name
type: string
description: The column to retrieve
parameters:
- name: user_id
type: string
description: The user's UUID
```
## Best Practices
### Use UUID Primary Keys
CockroachDB performs best with UUID primary keys to avoid transaction hotspots:
```sql
CREATE TABLE orders (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
user_id UUID NOT NULL,
order_date TIMESTAMP DEFAULT now(),
total_amount DECIMAL(10,2)
);
```
### Use Indexes for Performance
Create indexes on frequently queried columns:
```sql
CREATE INDEX idx_orders_user_id ON orders(user_id);
CREATE INDEX idx_orders_date ON orders(order_date DESC);
```
### Use JOINs Efficiently
CockroachDB supports standard SQL JOINs. Keep joins efficient by:
- Adding appropriate indexes
- Using UUIDs for foreign keys
- Limiting result sets with WHERE clauses
```yaml
tools:
get_user_with_orders:
type: cockroachdb-sql
source: my_cockroachdb
description: Get user details with their recent orders
statement: |
SELECT u.name, u.email, o.id as order_id, o.order_date, o.total_amount
FROM users u
LEFT JOIN orders o ON u.id = o.user_id
WHERE u.id = $1
ORDER BY o.order_date DESC
LIMIT 10
parameters:
- name: user_id
type: string
description: The user's UUID
```
### Handle NULL Values
Use COALESCE or NULL checks when dealing with nullable columns:
```sql
SELECT id, description, COALESCE(notes, 'No notes') as notes
FROM expenses
WHERE user_id = $1
```
## Error Handling
The tool automatically handles:
- **Connection errors**: Retried with exponential backoff
- **Serialization conflicts**: Automatically retried using cockroach-go library
- **Invalid parameters**: Returns descriptive error messages
- **SQL syntax errors**: Returns database error details
## Advanced Usage
### Aggregations
```yaml
tools:
expense_summary:
type: cockroachdb-sql
source: my_cockroachdb
description: Get expense summary by category for a user
statement: |
SELECT
category,
COUNT(*) as count,
SUM(amount) as total_amount,
AVG(amount) as avg_amount
FROM expenses
WHERE user_id = $1
AND expense_date >= $2
GROUP BY category
ORDER BY total_amount DESC
parameters:
- name: user_id
type: string
description: The user's UUID
- name: start_date
type: string
description: Start date in YYYY-MM-DD format
```
### Window Functions
```yaml
tools:
running_total:
type: cockroachdb-sql
source: my_cockroachdb
description: Get running total of expenses
statement: |
SELECT
expense_date,
amount,
SUM(amount) OVER (ORDER BY expense_date) as running_total
FROM expenses
WHERE user_id = $1
ORDER BY expense_date
parameters:
- name: user_id
type: string
description: The user's UUID
```
### Common Table Expressions (CTEs)
```yaml
tools:
top_spenders:
type: cockroachdb-sql
source: my_cockroachdb
description: Find top spending users
statement: |
WITH user_totals AS (
SELECT
user_id,
SUM(amount) as total_spent
FROM expenses
WHERE expense_date >= $1
GROUP BY user_id
)
SELECT
u.name,
u.email,
ut.total_spent
FROM user_totals ut
JOIN users u ON ut.user_id = u.id
ORDER BY ut.total_spent DESC
LIMIT 10
parameters:
- name: start_date
type: string
description: Start date in YYYY-MM-DD format
```
## See Also
- [cockroachdb-execute-sql](./cockroachdb-execute-sql.md) - For ad-hoc SQL execution
- [cockroachdb-list-tables](./cockroachdb-list-tables.md) - List tables in the database
- [cockroachdb-list-schemas](./cockroachdb-list-schemas.md) - List database schemas
- [CockroachDB Source](../../sources/cockroachdb.md) - Source configuration reference

View File

@@ -771,7 +771,7 @@
},
"outputs": [],
"source": [
"version = \"0.26.0\" # x-release-please-version\n",
"version = \"0.27.0\" # x-release-please-version\n",
"! curl -L -o /content/toolbox https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
"\n",
"# Make the binary executable\n",

View File

@@ -123,7 +123,7 @@ In this section, we will download and install the Toolbox binary.
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
export VERSION="0.26.0"
export VERSION="0.27.0"
curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
```
<!-- {x-release-please-end} -->

View File

@@ -220,7 +220,7 @@
},
"outputs": [],
"source": [
"version = \"0.26.0\" # x-release-please-version\n",
"version = \"0.27.0\" # x-release-please-version\n",
"! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
"\n",
"# Make the binary executable\n",

View File

@@ -179,7 +179,7 @@ to use BigQuery, and then run the Toolbox server.
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

View File

@@ -98,7 +98,7 @@ In this section, we will download Toolbox, configure our tools in a
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

View File

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

View File

@@ -48,7 +48,7 @@ In this section, we will download Toolbox and run the Toolbox server.
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->

View File

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
<!-- {x-release-please-start-version} -->
```bash
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox
```
<!-- {x-release-please-end} -->