// Append a learning to agent-learnings.md when the agent or user identifies a mistake, non-obvious pattern, or useful convention worth remembering. Use when the user says "capture this", "remember this", or "add to learnings".
Set up MSC credentials and MCP server integration for cloud storage access. Use when the user wants to interact with cloud storage (S3, GCS, Azure, OCI), asks to set up credentials, connect to a bucket, list objects, move files, or sync data. Checks for existing config first — only runs interactive setup if credentials are missing.
Fix CVE vulnerabilities by upgrading affected dependencies across Python (uv), Go, and Rust layers. Use when the user mentions CVE numbers, asks to fix security vulnerabilities, or asks to patch dependencies for CVEs.
Produce a feature specification covering API changes, backward compatibility, cross-language impact, performance, and a file-level change plan. Use when designing a new feature, planning a significant change, or the user asks to spec something out.
Produce a test plan with specific test names, assertions, and coverage across Python, Rust, and Go. Use when planning tests for a feature, after generating a spec, or the user asks for a test plan.
Stage files, commit with correct format, push, and generate an MR description. Manual invocation only — has side effects (git operations). Use when the user explicitly asks to prepare, create, or submit an MR.
Prepares and automates the release process for multi-storage-client (version bump, release notes, checklist). Use when the user wants to cut a release, bump version, prepare release, publish a new version, or automate release steps.
| name | capture-learning |
| description | Append a learning to agent-learnings.md when the agent or user identifies a mistake, non-obvious pattern, or useful convention worth remembering. Use when the user says "capture this", "remember this", or "add to learnings". |
| disable-model-invocation | true |
| invocable | manual |
Append a concise learning to agent-learnings.md so future sessions (any tool, any team member) avoid the same mistake.
Ask the user (if not already clear):
Write a single bullet point that is:
Good: "Use maturin develop (not pip install -e .) for the Rust bindings during development."
Bad: "Had trouble installing the project."
Add the bullet at the end of agent-learnings.md. Do not edit or reorder existing entries.
Tell the user what was captured. The learning will be read by all agents in future sessions.