Run an autonomous, spec-driven development "saga" for medium-to-large features using an orchestrator agent and a fleet of worker subagents.
Hardens code against vulnerabilities. Use when handling user input, authentication, data storage, or external integrations. Use when…
Focused security audit of code, calibrated to surface real exploitable bugs and suppress theoretical findings.
Review Langfuse changes for SSRF, tenant isolation, secret handling, unsafe redirects or uploads, and RBAC drift.
SAM: zero-shot image segmentation via points, boxes, masks.
Validate Semantica pipelines, extraction quality, graph schemas, and ontology consistency.
Optimize for search engine visibility and ranking.
Share a runnable prototype using the user's preferred deployment tool.
Local text-to-speech via sherpa-onnx (offline, no cloud)
Commit and push all local current-branch work, open a ready PR, babysit it, merge when clean, then create a fresh branch
Open Design's strategy memo: should it monetize the plugin registry now or hold — options, risks, and the recommendation.
Reference-free preference alignment, simpler than DPO.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that…
Reviews DeerFlow skill packages for readiness, triggers, safety boundaries, resources, and evidence.
RL post-training for LLMs with Megatron and SGLang.
Create a Mastra project using create-mastra and smoke test the studio in Chrome using Chrome MCP server
Audio spectrograms/features (mel, chroma, MFCC) via CLI.
Creates specs before coding. Use when starting a new project, feature, or significant change and no specification exists yet. Use when…
Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging.
Spring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring…
Text-to-image generation, inpainting, and img2img.