Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy. Covers standard FBA, parsimonious FBA (pFBA), Flux Variability Analysis (FVA), loopless FBA, gene/reaction knockouts, and carbon source swapping. Outputs flux distributions and CSV files.
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports…
Run focused literature and web research from a grounded note. Use when a grounded note already exists and you want targeted research results, opened-link evidence, deeper per-paper analysis materials, optional downloaded literature, and a two-stage literature output (litinitial.md then refined lit.md).
Run the full One-Report pipeline from one input file through grounding, research, evidence-rich report drafting, final review quality-gating, and export, while reusing existing skills, preserving current contracts, and enforcing strict downstream skill fidelity for every grounded unit.
A writing agent that uses OpenAI Codex, an AI coding and reasoning assistant, to write academic papers. The description does not specify which paper sections or formats it supports.
Use when operating a labrat lab with Codex: checking health, choosing the next phase prompt, supervising runtime cycles, auditing candidates, synthesizing recent evaluations, or writing checkpoint notes.
Autonomously improve a generated paper via GPT-5.4 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.
Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says "write grant", "grant proposal", "申請書", "write…
Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper illustration", "generate diagram", or needs visual figures for papers.
This skill should be used when the user asks to "search for papers", "get paper info", "download LaTeX source", "generate BibTeX citation", "find citing papers", or provides an arXiv ID or arXiv URL.
Build any goal-declared agent end to end. Turns one declared goal into a portable, self-hardening, publishable agent repo on the Claude-Code harness. Declare goal, pick runtime/tools and write policies/hooks/safeguards, scaffold a portable repo (config-over-code split), build, run a fresh no-memory adversarial…
Produce structured acquisition due-diligence findings from deal inputs and a private data room. Triggers on "run diligence", "due diligence on", "diligence deck", "DD findings", "acquisition analysis", "data room", "ingest data room", "/diligence".
Productize an open-source model into a hosted inference endpoint the researcher (or their agent) can call. Picks the right hardware, the right serving stack (vLLM / Triton / TEI / BentoML), wraps it in an OpenAI-compatible gateway (LiteLLM) with per-tenant auth, exposes it as an MCP tool in chat, and runs a quality +…
Autonomous personalized research loop. Use when the user wants to research a topic autonomously, run a research loop, start adaptive research, or use presets like technique-scout or cross-domain. Triggers on: 'auto run', 'research loop', 'autonomous research', 'run research', 'start research', 'adaptive research'.
Design experiment variants for a hypothesis — write patches, import the plan for validation, and get it approved. Use after a baseline exists, when the user wants to plan or implement experiments.
Ship a validated experiment — clean local branch reconstructed from the baseline, engineering report, and optional draft PR. Use when the user wants the winning change as a branch, a report, or a PR.
Start or resume a ResearchForge project — explore a research idea or improve a repository with benchmarked experiments. Use when the user wants to begin research, set up ResearchForge, or asks "where was I?" in an existing project.