Multi-Tool Pipeline Skill

When to Use This Skill

Use this Skill to:

• Learn multi-tool orchestration patterns

• Analyze git repositories

• Chain multiple MCP tools together

• Use as a template for complex workflows

This is a demonstration skill showing how to chain multiple MCP tools.

What This Skill Does

Demonstrates advanced skill patterns:

• Accept multiple CLI arguments

• Chain multiple MCP tool calls sequentially

• Process and combine results

• Return structured output

Pipeline:

• Get repository status (git__git_status)

• Fetch recent commits (git__git_log)

• Get branch information (git__git_branch)

• Combine into summary

Instructions

When you need to analyze a git repository, execute:

cd /home/khitomer/Projects/mcp-code-execution-enhanced

uv run python -m runtime.harness scripts/multi_tool_pipeline.py
--repo-path "."
--max-commits 5

Parameters

• --repo-path : Path to git repository (default: ".")

• --max-commits : Maximum number of commits to analyze (default: 10)

Example Usage

Analyze current repository

uv run python -m runtime.harness scripts/multi_tool_pipeline.py
--repo-path "."
--max-commits 20

Analyze different repository

uv run python -m runtime.harness scripts/multi_tool_pipeline.py
--repo-path "/path/to/repo"
--max-commits 5

Expected Output

The skill returns structured data containing:

• Repository status

• Recent commits (up to max-commits)

• Branch information

• Summary metadata

Progress is printed during execution:

[1/3] Getting repository status... [2/3] Fetching last N commits... [3/3] Getting branch information... ✓ Pipeline complete

MCP Servers Required

Configure a git-capable MCP server in mcp_config.json :

{ "mcpServers": { "git": { "type": "stdio", "command": "uvx", "args": ["mcp-server-git", "--repository", "."] } } }

Technical Notes

• Pattern: Sequential tool chaining with error handling

• Token cost: ~110 tokens (discovery + execution)

• Time: ~30 seconds for 3 tool calls

• Demonstrates:

• Multiple CLI arguments

• Tool orchestration

• Result processing

• Error handling

Use this as a template for creating custom multi-tool workflows.

Creating Custom Workflows

Based on this pattern, you can create workflows that:

• Accept CLI arguments (any parameters you need)

• Call multiple MCP tools in sequence or parallel

• Process intermediate results

• Return final structured output

The CLI argument pattern keeps skills immutable while allowing flexible execution.