Autonomous experiment loop with evidence-driven move selection — scales from parameter tuning (directional search) to architecture innovation (structural changes), with git ledger, guard, noise-aware keep/discard, and trend-analysis stop advice. Use when the user asks to optimize a research metric, run an experiment loop, tune hyperparameters, explore architectural changes, or improve model performance iteratively.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
The line at the top of this page pins the label git:20261014.9f2a5e0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_3pzgmxnzthgqbei5
GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/autoresearch
GET https://markdownregistry.com/api/v1/blob/bcb8c9821c8fac724ab4c3390ca8598698bc0b55e2729c1b01813eae3bb399ff
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
yichen-zju/claude-for-research · claude/skills/a-evolve/SKILL.md · Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution…
yichen-zju/claude-for-research · claude/skills/academic-plotting/SKILL.md · Generates publication-quality figures for ML papers from research context. Given a paper section or description…
yichen-zju/claude-for-research · claude/skills/academic-research-suite/SKILL.md · Claude-native Academic Research Skills suite (ported from the Codex adapter) for deep research, academic paper writing…
yichen-zju/claude-for-research · claude/skills/accelerate/SKILL.md · Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for…
yichen-zju/claude-for-research · claude/skills/alpha-research/SKILL.md · Search, read, and query research papers via the alphaxiv MCP server (2.5M+ arXiv papers). Use when the user asks about…
yichen-zju/claude-for-research · claude/skills/alphafold2/SKILL.md · Predict or audit protein structures with AlphaFold2-style workflows. Use when a research task needs monomer/multimer…
yichen-zju/claude-for-research · claude/skills/anti-defensive-writing-en/SKILL.md · Stops defensive writing across the entire paper lifecycle — writing, revising, cutting, and organizing experiments…
yichen-zju/claude-for-research · claude/skills/awq/SKILL.md · Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when…
github/awesome-copilot · skills/autoresearch/SKILL.md · Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable…
orchestra-research/ai-research-skills · 0-autoresearch-skill/SKILL.md · Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid…
ericosiu/ai-marketing-skills · autoresearch/SKILL.md · Run Karpathy-style autoresearch optimization on any content. Generates 50+ variants, scores with a 5-expert simulated…
yeachan-heo/gajae-code · packages/coding-agent/src/defaults/gjc/skills/autoresearch/SKILL.md · Goal-directed research missions that interleave web research with data experimentation and end on a structured…
