Show Me Your Work Decision Log
cursor/plugins
Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.
Curate and expand the awesome-autoresearch repository. An agent skill from yibie/awesome-autoresearch.
Install Autoresearch Curation
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yibie/awesome-autoresearch autoresearch-curation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/autoresearch-curation .claude/skills/autoresearch-curation && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .claude/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yibie/awesome-autoresearch autoresearch-curation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/autoresearch-curation .agents/skills/autoresearch-curation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .agents/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yibie/awesome-autoresearch autoresearch-curation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/autoresearch-curation .cursor/skills/autoresearch-curation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .cursor/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/yibie/awesome-autoresearch.git --path .agents/skills/autoresearch-curation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yibie/awesome-autoresearch autoresearch-curation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/autoresearch-curation .gemini/skills/autoresearch-curation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .gemini/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install yibie/awesome-autoresearch autoresearch-curationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/autoresearch-curation .github/skills/autoresearch-curation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .github/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yibie/awesome-autoresearch autoresearch-curation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yibie/awesome-autoresearch.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/autoresearch-curation .opencode/skills/autoresearch-curation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "autoresearch-curation" agent skill from https://github.com/yibie/awesome-autoresearch/tree/main/.agents/skills/autoresearch-curation into .opencode/skills/autoresearch-curation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-curation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
autoresearch-curation- GitHub stars
- 775
- Token cost
- ~2.8k tokens
- SKILL.md length
- 1,359 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- None found
At a glance
Curate and expand the awesome-autoresearch repository. An agent skill from yibie/awesome-autoresearch.
- Works in 3 steps: Search broadly, classify narrowly → Keep X queries simple → Chinese + English
- Adding new autoresearch cases
- SKILL.md covers Goal, Source of truth, Hard inclusion rules and Category model, plus 10 more sections
- Calls gh, python3 and python
What it does
Autoresearch Curation is an agent skill from yibie/awesome-autoresearch. Curate and expand the awesome-autoresearch repository. Use when adding new autoresearch cases, collecting discussion evidence from X/Reddit/HN/blogs, promoting discussion items into main categories, refreshing README counts, or running periodic evidence sweeps.
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Autonomous loops. It works with Reddit. The repository describes itself as: awesome autoresearch list.
When your agent uses it
- Adding new autoresearch cases
- Collecting discussion evidence from X/Reddit/HN/blogs
- Promoting discussion items into main categories
- Refreshing README counts
Example prompts
- “/autoresearch-curation”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Search broadly, classify narrowly
- Keep X queries simple
- Chinese + English
What it can do on your machine
Read from SKILL.md and the folder at commit 6f832d7. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
ghpython3pythongit
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh and git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Autoresearch Curation loads about 2.8k tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 1,359 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,359 words (~2,783 tokens).
“Use this skill to maintain awesome-autoresearch as a strict, high-signal list of direct autoresearch use cases.”
- name
- autoresearch-curation
Files
Just SKILL.md in .agents/skills/autoresearch-curation of yibie/awesome-autoresearch.
Open the folder on GitHubat commit 6f832d7
Compare with similar skills
Autoresearch Curation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Autoresearch Curation this skillyibie/awesome-autoresearch | 775 | — | ~2.8k | Automated safety check: Pass | None | |
| Show Me Your Work Decision Logcursor/plugins | 11k | 8 repos | ~1.6k | Automated safety check: Pass | None | |
| Autoresearch Iteration Loopuditgoenka/autoresearch | 6.5k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Install Loop Engineeringcobusgreyling/loop-engineering | 11k | 1 repos | ~648 | Automated safety check: Pass | MIT | |
| LoopyForward-Future/loopy | 3.2k | — | ~3.9k | Automated safety check: Pass | MIT | |
| AI Performance Improvement Plantanweai/pua | 20k | 2 repos | ~6.9k | Automated safety check: Pass | MIT |
Similar skills
- Official
Autoresearch Iteration Loop
uditgoenka/autoresearch
Runs an autonomous modify, verify, keep-or-discard loop against any metric, with subcommands for planning, debugging, fixing, security audits, shipping and more.
Install Loop Engineering
cobusgreyling/loop-engineering
Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score.
Loopy
Forward-Future/loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication.
AI Performance Improvement Plan
tanweai/pua
Pushes an agent to exhaust every option, investigate before asking and take initiative beyond the literal request, instead of giving up or waiting passively.
LoopX Self Repair
loopx-project/loopx
Diagnoses surprising LoopX behavior, such as stale recommendations or tiny progress, assigns it to the responsible layer and repairs it at the lowest durable level.
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Related
Works with
Categories
Questions about Autoresearch Curation
What does Autoresearch Curation do?
Curate and expand the awesome-autoresearch repository. An agent skill from yibie/awesome-autoresearch. Autoresearch Curation is an agent skill from yibie/awesome-autoresearch. Curate and expand the awesome-autoresearch repository.
When should I use Autoresearch Curation?
Autoresearch Curation fits situations like: adding new autoresearch cases; collecting discussion evidence from X/Reddit/HN/blogs; promoting discussion items into main categories; refreshing README counts.
How do I install Autoresearch Curation in Claude Code?
Run `npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a claude-code`. Or copy the skill folder (.agents/skills/autoresearch-curation in yibie/awesome-autoresearch) into .claude/skills/autoresearch-curation in your project. Claude Code loads it when a task matches its description.
How do I install Autoresearch Curation in Codex?
Run `npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a codex`. Or copy the skill folder (.agents/skills/autoresearch-curation in yibie/awesome-autoresearch) into .agents/skills/autoresearch-curation in your project. Codex loads it when a task matches its description.
Can I use Autoresearch Curation in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yibie/awesome-autoresearch --skill autoresearch-curation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autoresearch-curation, .gemini/skills/autoresearch-curation, .github/skills/autoresearch-curation and .opencode/skills/autoresearch-curation in your project.
What does Autoresearch Curation need to run?
Going by SKILL.md and its folder, Autoresearch Curation needs the command-line tools its instructions call (gh, python3, python and git). Our summary lists: Python 3.
Does Autoresearch Curation access the network?
SKILL.md contains no URLs. Its commands use gh and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Autoresearch Curation safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Autoresearch Curation use?
No licence was found for Autoresearch Curation or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Autoresearch Curation use?
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Autoresearch Curation?
Skills that share tags, products or a category with Autoresearch Curation: Show Me Your Work Decision Log (cursor/plugins, 11k stars), Autoresearch Iteration Loop (uditgoenka/autoresearch, 6.5k stars), Install Loop Engineering (cobusgreyling/loop-engineering, 11k stars) and Loopy (Forward-Future/loopy, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Autoresearch Curation?
yibie (a GitHub user) maintains it in yibie/awesome-autoresearch, which has 775 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 10, 2026.
Source: yibie/awesome-autoresearch on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.