MCP Ecosystem
Protocol Infrastructure for AI Agents at Scale
A production ecosystem of 8 Model Context Protocol servers providing 100+ tools for AI-assisted software development. These servers let AI agents interact with JIRA, Confluence, code reviews, and development workflows through a standardized protocol.
Video walkthrough coming soon
2-3 minute overview
Key Capabilities
- 8 MCP servers: Project Registry, Enhanced Context, JIRA (26 tools), Confluence (33 tools), StoryCrafter, Learning, PR-Agent (11 tools), Video
- 100+ tools accessible to any MCP-compatible AI agent (Claude, Goose, etc.)
- Centralized authentication and credential management through Project Registry
- 38 specialized VISHKAR agent profiles across 32 technical and 6 domain roles
- 23-step SDLC guidance embedded in the protocol with quality gates at every stage
- StoryCrafter: AI generates 5-10 epics in 30s, 5-15 stories per epic in 20s
By the Numbers
8
Protocol Servers
100+
Agent Tools
Production
Deployment
Tech Stack
Model Context ProtocolVercel ServerlessRailwayJIRA APIConfluence APIGitHub API