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Description
Description
Analysis of 4,389 agent tasks shows that MCP/Gateway-related tasks (Cluster 2) have the lowest success rate at 61.4% and the highest iteration cycles with 4.5 average comments per PR. This indicates unclear requirements and insufficient documentation for MCP server configuration tasks.
Current Problems
- Lowest success rate - 61.4% compared to 70%+ for other task types
- High iteration cycles - 4.5 comments per PR indicates back-and-forth clarification
- Complex changes - Average 29.8 files changed with 4.2 commits
- Missing context - Configuration examples not readily available
Proposed Improvements
1. Add MCP Configuration Quick Start Guide
Create a dedicated guide showing common MCP server configuration patterns:
## Common MCP Server Configurations
### GitHub MCP Server (Default)
``````yaml
tools:
github:
mode: remote
toolsets: [default]Custom MCP Server with Docker
tools:
my-custom-server:
mode: local
docker:
image: my-org/my-mcp-server:latest
environment:
API_KEY: ${{ secrets.MY_API_KEY }}
#### 2. Add Architecture Diagrams
Include visual representations of:
- MCP gateway flow
- Local vs remote MCP servers
- Tool communication patterns
#### 3. Expand Troubleshooting Section
Add common issues and solutions:
- Connection failures
- Authentication errors
- Timeout issues
- Configuration validation
#### 4. Add Real-World Examples
Include complete working examples from actual workflows:
- Security scanning with MCP
- Data analysis with MCP
- Custom tool integration
### Files to Create/Update
- `docs/src/content/docs/guides/mcp-configuration.md` (new)
- `docs/src/content/docs/reference/mcp-servers.md` (update)
- `docs/src/content/docs/troubleshooting/mcp-issues.md` (new)
### Success Criteria
- [ ] MCP task success rate improves from 61.4% to >70%
- [ ] Average comments per MCP PR reduces from 4.5 to <3.0
- [ ] New quick start guide with 5+ configuration examples
- [ ] Architecture diagrams for 3 common scenarios
- [ ] Troubleshooting guide with 10+ common issues
- [ ] At least 3 real-world workflow examples
### Priority
**High** - Directly impacts 7.6% of all tasks (332 tasks) with measurable quality issues
### Source
Extracted from [Copilot Agent Prompt Clustering Analysis - January 2026](https://github.com/githubnext/gh-aw/discussions/12473)
### Estimated Effort
2-3 days - Documentation writing, diagram creation, example validation
### Metrics to Track
- **Before**: 61.4% success rate, 4.5 comments/PR, 29.8 files changed
- **After (Target)**: >70% success rate, <3.0 comments/PR, <20 files changed
### Keywords from Failed Tasks
Common keywords in MCP-related tasks: mcp, gateway, server, mcp server, configuration, github, add
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> - [x] expires <!-- gh-aw-expires: 2026-02-12T09:15:49.165Z --> on Feb 12, 2026, 9:15 AM UTC
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