Tool + Skill orchestration

Workflows

Workflows show how MCP tools and reusable skills combine into outcomes. Use these as blueprints you can adapt for your stack.

Looking for adjacent workflows? Topic hubs group related tools, skills, and guides.

Browse topic hubs

MCP Code Review Loop

A practical review loop that uses MCP-enabled context retrieval and automation checks before and after pull request feedback.

3 tools · 1 skills · 4 steps

Best for: Engineering teams that want repeatable PR review quality gates.

Tools used

@upstash/context7-mcpmcp-useexecuteautomation/playwright-mcp-server

Skills used

API Integration Mapping

Execution outline

  1. Collect PR context and changed modules with Context7 and repository metadata.
  2. Run targeted checks via MCP integrations and annotate risky diffs.

+2 more steps on detail page

MCP Documentation Generator

A documentation pipeline that gathers implementation context and updates team docs consistently.

3 tools · 2 skills · 4 steps

Best for: Teams maintaining fast-moving API and platform documentation.

Tools used

@notionhq/notion-mcp-servergoogle_workspace_mcp@upstash/context7-mcp

Skills used

Workspace Knowledge RoutingAPI Integration Mapping

Execution outline

  1. Collect release and implementation notes from tool context.
  2. Generate draft updates with clear section ownership.

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MCP Research Automation

A research workflow combining web discovery, extraction, and context synthesis for developer investigations.

3 tools · 1 skills · 4 steps

Best for: Developer teams running recurring technical research and market scans.

Tools used

firecrawl-mcp-serverexa-mcp-server@upstash/context7-mcp

Skills used

Browser Research Automation

Execution outline

  1. Define research questions and acceptance criteria.
  2. Use Exa MCP for focused discovery and Firecrawl MCP for extraction.

+2 more steps on detail page

MCP AI Agent Pipeline

A baseline pipeline for composing MCP tools into reliable multi-step agent execution.

3 tools · 1 skills · 4 steps

Best for: Builders shipping MCP-native assistants in production environments.

Tools used

mcp-agentmcp-usefastmcp

Skills used

API Integration Mapping

Execution outline

  1. Define agent objective, constraints, and required tools.
  2. Route calls through MCP with explicit input/output contracts.

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MCP Debugging Pipeline

A debugging pipeline for reproducing failures, collecting evidence, and validating fixes through MCP-connected tools.

3 tools · 1 skills · 4 steps

Best for: Teams handling recurring integration and runtime regressions.

Tools used

fastmcpmcp-agent@upstash/context7-mcp

Skills used

API Integration Mapping

Execution outline

  1. Capture failure context and isolate reproducible conditions.
  2. Use MCP tool context to trace likely root causes.

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MCP Database Investigation

A database investigation workflow for tracing query anomalies and schema-level issues with MCP-assisted context.

3 tools · 1 skills · 4 steps

Best for: Engineers debugging data drift and query-performance issues.

Tools used

mongodb-mcp-server@modelcontextprotocol/server-filesystem@upstash/context7-mcp

Skills used

API Integration Mapping

Execution outline

  1. Define anomaly scope and data quality checks.
  2. Inspect collection/filesystem context and query execution paths.

+2 more steps on detail page