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The AI Copilot for Platform Ops

Eliminate the toil. Automate release notes, find answers instantly, and debug CI/CD failures without leaving your flow.

sentinel --mode=release-notes --auto
acme-corp
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Three Core Capabilities

Intelligent Release Notes

Stop spending hours compiling changelogs. Sentinel parses git commits, categorizes them (Feat, Fix, Perf), and references JIRA tickets automatically.

RAG-Powered Docs

Don't search; just ask. Ingests your GitHub repos, Confluence, and internal wikis to answer infrastructure questions with citations.

CI/CD Log Analyzer

Debug pipelines in seconds. Sentinel reads failed GitHub Action logs, identifies the root cause error, and suggests the exact fix.

Native GitHub Integration

Built with the new Model Context Protocol (MCP) to securely access your repositories and workflows without fragile webhooks.

Context-Aware AI

Powered by Claude Sonnet 4.5. It understands your specific architecture, not just generic code patterns.

Multi-Channel Output

Publish release notes to Slack, email, or Markdown files. Send log analysis directly to the pull request comments.

Resources to Build Your Own

This isn't magic. It's modern AI engineering. Here is the architecture we used so you can build similar tools for your team.

Claude + MCP

Orchestration layer using Anthropic's Model Context Protocol to tool-use GitHub and localized files.

Vector Database

ChromaDB (local) or Pinecone (prod) stores embeddings of all your documentation for RAG retrieval.

Smart Context

Python-based context builder that feeds relevant file snippets and logs to the LLM based on query intent.

Key Libraries Used

Model Context Protocol
Standard for tool use
chromadb
Local embedding store
anthropic-sdk
Claude API client
pydantic
Data validation

Ready to Modernize Ops?

Sentinel PlatOps Assistant is the future of SRE tooling. Automate the boring stuff so you can focus on building.