plan-execute

Generate images, text, audio, video, and transcribe speech via the Pollinations API using the polli CLI.

Answer questions about Crumb itself and guide the user to report a Crumb bug, request a feature, ask for help, or report a vulnerability.

Explain Crumb CLI input syntax, slash commands, keyboard controls, sessions, memory, model packs, effort, permissions, and configuration.

Create or update reusable Crumb Agent Skills when the user asks for a custom skill, workflow, capability pack, or SKILL.md.

Research current, unfamiliar, uncertain, or externally changing facts with bounded searches and source verification.

Map an unfamiliar repository before making changes.

Inspect GitHub issues, pull requests, authentication, branches, checks, and repository state when a request references GitHub, a GitHub URL, gh, an issue, a…

Create or update concise user-facing documentation that matches the product.

Validate a Rust change with formatting, Clippy, tests, and targeted review.

Diagnose command, build, test, and runtime failures from evidence before proposing a fix.

Investigate latency, throughput, memory, binary size, or token use with measurements.

Audit a local build for correctness and operational release blockers without publishing it.