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davidesner

keboola-cli-mcp-server

by davidesner

kbc

Execute Keboola CLI commands with automatic branch context from git branch mapping, setting the branch ID variable.

Instructions

Execute a Keboola CLI command with automatic branch context.

The current git branch is automatically resolved to its mapped Keboola branch, and the KBC_BRANCH_ID environment variable is set accordingly.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
argsNoOptional command arguments as key-value pairs Example: {"dry_run": true, "force": true, "table": "in.c-main.users"}
commandYesThe kbc command to run (e.g., 'sync push', 'remote table preview')

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries full burden. It only mentions automatic branch resolution and setting KBC_BRANCH_ID, but does not disclose potential destructive actions, side effects, or requirements. The tool could run any command, including write operations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with purpose, no wasted words. Efficient and clear.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With full schema coverage and output schema present, the description covers the basic purpose and branch context. However, it lacks behavioral information about what commands are safe, potential side effects, or error conditions, which is important for a general CLI executor.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Both parameters are described in the schema (100% coverage). The description adds value by explaining branch context but does not enhance parameter semantics beyond what the schema provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool executes a Keboola CLI command with automatic branch context. It uses a specific verb ('execute') and resource ('CLI command'), and distinguishes from siblings which are about mappings, branches, and docs.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies this is the general CLI executor, but provides no explicit guidance on when to use it versus alternatives. It does not mention when not to use or suggest other tools for specific tasks.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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