AI Developer Tools
OpsCat
Zero-config, single-binary software catalog with auto-discovery, dependency visualization, compliance scorecards, and native MCP integration for AI agents.
OpsCat
What is OpsCat?
OpsCat is an open-source, Go-based platform engineering tool that provides a lightweight software catalog with automatic microservice discovery, interactive dependency visualization, compliance scoring, and native Model Context Protocol (MCP) integration for AI coding agents.
OpsCat vs Similar AI Tools
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How to use OpsCat?
- 1Clone the repository: 'git clone https://github.com/sumant1122/opscat.git'
- 2Build the binary: 'cd opscat && go build -o bin/opscat ./cmd/opscat'
- 3Scan a workspace: './bin/opscat scan .'
- 4Launch the web portal and MCP server: './bin/opscat serve --http :8080'
- 5Open http://localhost:8080 in your browser.
OpsCat Key Features
- Zero-config auto-discovery of services by analyzing codebases (Go, Node, Python, Rust, Java, Docker, K8s, Helm, Terraform, OpenAPI, GraphQL, Proto)
- Interactive 2D dependency graph for visualizing software architecture and relationships
- Automated compliance scorecards for services based on documentation, ownership, containerization, and API specs
- Native Model Context Protocol (MCP) server for AI agent integration (e.g., Claude, Cursor)
- Single binary (<30MB RAM) with embedded React/Vite Web UI and SQLite engine
- CLI commands for scanning, serving, querying, and exporting catalog data
OpsCat Use Cases
- Microservice cataloging and management for platform engineering teams
- Visualizing architecture dependencies and identifying service relationships
- Enforcing compliance standards and tracking service health scores
- Providing AI coding agents with contextual knowledge of service architecture
- Replacing heavyweight developer portals like Backstage with a lightweight alternative
OpsCat Pricing & Free Credits
OpsCat currently operates on a Free model.
This tool is completely free to use
OpsCat Pros & Cons
Pros
- Extremely lightweight (<30MB RAM) single binary with no external dependencies
- Zero configuration required for basic functionality; auto-discovery works out of the box
- Native MCP support enables seamless integration with AI coding agents
- Comprehensive features: scan, graph, scorecards, MCP, and CLI in one tool
Cons
- Requires Go build to compile from source; no pre-built binaries readily available
- Auto-discovery may not fully capture complex enterprise service architectures
- Limited to workspace scanning; may need manual manifests for external services
- Relatively new project with smaller community and documentation
What is OpsCat best for?
- Platform engineering teams looking for a lightweight service catalog
- Developers wanting to visualize microservice dependencies
- AI agent developers needing MCP integration for code context
- Organizations seeking to replace heavy Backstage deployments