Developer tools

GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or self-hosted).

Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.

Deployment-readiness checks for document-QA and extraction AI: grounding, extraction, CI gate.

Shared, git-tracked working memory for AI agents on the same codebase.

Your code review comments from Reado, the read-first IDE, as context and tools for your agent.

Kubernetes monitoring & ops for AI agents — safe-by-default access modes and guards.

Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker.

Narrated, captioned product-demo MP4 from a storyboard.json; re-renders itself in CI at ~$0.

11-scanner SAST/DAST MCP server with closed-loop remediation, SBOM/SARIF, and CI integrations

Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.

Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.

Generate SBOMs, scan vulnerabilities, and analyze dependencies from local projects or Git repos.