.fyi
SkillsMCPPluginsSubagents

Browse by category

DevOps & CI/CD SkillsProductivity & Workflow SkillsOther SkillsProduct & Project Management SkillsDocumentation & Knowledge SkillsCode Review & Refactor SkillsBackend & APIs SkillsAgent Meta & Communication SkillsResearch SkillsSecurity SkillsUX UI & Design SkillsTesting & QA SkillsSee all →

Every Claude Code skill, MCP server, plugin and subagent in one directory. Searchable, comparable, and one command from installed. Live stats from GitHub, npm and PyPI.

We're on Product HuntYour agent's app storeCheck it out →
Agent SkillsMCP ServersPluginsSubagentsCoding Agents
CollectionsOfficial publishersGlossaryFAQBlogSearchSavedFeedback
PrivacyTermsllms.txtSitemap

made with ♥ · © 2026 aaaa.fyi

Independent project · real data from public registries

…/agent-loop-skills/exploratory-autoresearch
home/skills/gaasher/agent-loop-skills/exploratory-autoresearch
gaasher avatar

exploratory-autoresearch

bygaasher· 25 skills

Stars

143

Forks

20

Category

Research

View on GitHub

TL;DR

Use when the user wants an autonomous ML research loop that explores the space broadly rather than hill-climbing one approach. A temperature scheduler replaces the usual hypothesis step: it forces several wild, diverse swings (full rewrites, different architectures/regimes) early, then enters an adaptive phase that picks swing / merge / exploit per iteration — with a hard stagnation guard that bans further small-step exploits once they run too long, forcing a pivot back to a swing or merge. Tracks an approaches.md registry and a move_type per iteration; analyses every run before the next move. One change per iteration; loops forever until interrupted. Not for the standard analysis-first ml-autoresearch (which lets analysis alone choose each change), one-off training runs, or sweeps.

How to install exploratory-autoresearch?

gaasher/agent-loop-skills/exploratory-autoresearch
$npx -y skills add gaasher/agent-loop-skills --skill exploratory-autoresearch

Installs into the current project.

›Prefer a prompt? Paste this to your agent

Use this skill

Run `npx skills use "https://github.com/gaasher/agent-loop-skills" --skill "gaasher/agent-loop-skills/exploratory-autoresearch"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.

Use the whole pack

Use the skills in "https://github.com/gaasher/agent-loop-skills" that are relevant to the current task. Run `npx skills add "https://github.com/gaasher/agent-loop-skills"` and select the relevant skills, then follow their instructions.

Preview

gaasher/agent-loop-skillsgaasher/agent-loop-skills

$ npx -y skills add gaasher/agent-loop-skills --skill exploratory-autoresearch

▸ installing to .claude/skills…

✓ exploratory-autoresearch ready

Repogaasher/agent-loop-skills
TypeSkills
CategoryResearch
ForResearcher
UpdatedJun 2026
License—
First seenJul 27, 2026

Tags

Skill

Related

6 picks
Type
  1. mattpocock avatarresearchInvestigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo.SkillsJul 2026183k189k
  2. lllllllama avataranalyze-projectRigor Analyze / Rigor Audit read-only skill for deep learning research repositories.SkillsJul 2026176k512
  3. lllllllama avatarpaper-context-resolverRigor Paper Context helper for README-first deep learning repo reproduction.SkillsJul 2026176k512
  4. lllllllama avatarrepo-intake-and-planRigor Intake helper for README-first deep learning repo reproduction.SkillsJul 2026176k512
  5. firecrawl avatarfirecrawl-searchWeb search with full page content extraction. Use this skill whenever the user asks to search the web, find articles, research a topic, look something up, find…SkillsJul 202677k539
  6. coreyhaines31 avatarcustomer-researchWhen the user wants to conduct, analyze, or synthesize customer research.SkillsJul 202671k42k