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.
从论文与代码仓设计可交付的 AutoResearch 工程题,确定 Starter、Baseline、Reference、评分器、Harbor 结构和证据契约。用于出题、改题或审题;不替代提交包最终 QA。
$ npx skills add bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bosprimigenious/autoresearch-skills autoresearch-task-authoring --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/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/autoresearch-task-authoring .claude/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .claude/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoringType 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 bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bosprimigenious/autoresearch-skills autoresearch-task-authoring --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/autoresearch-task-authoring .agents/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .agents/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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 bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bosprimigenious/autoresearch-skills autoresearch-task-authoring --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/autoresearch-task-authoring .cursor/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .cursor/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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/bosprimigenious/autoresearch-skills.git --path skills/autoresearch-task-authoring--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 bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bosprimigenious/autoresearch-skills autoresearch-task-authoring --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/autoresearch-task-authoring .gemini/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .gemini/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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 bosprimigenious/autoresearch-skills autoresearch-task-authoringInstalls 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 bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/autoresearch-task-authoring .github/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .github/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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 bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bosprimigenious/autoresearch-skills autoresearch-task-authoring --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bosprimigenious/autoresearch-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/autoresearch-task-authoring .opencode/skills/autoresearch-task-authoring && 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-task-authoring" agent skill from https://github.com/bosprimigenious/autoresearch-skills/tree/main/skills/autoresearch-task-authoring into .opencode/skills/autoresearch-task-authoring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-task-authoring", 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.
autoresearch-task-authoring从论文与代码仓设计可交付的 AutoResearch 工程题,确定 Starter、Baseline、Reference、评分器、Harbor 结构和证据契约。用于出题、改题或审题;不替代提交包最终 QA。
Autoresearch Task Authoring is an agent skill from bosprimigenious/autoresearch-skills. 从论文与代码仓设计可交付的 AutoResearch 工程题,确定 Starter、Baseline、Reference、评分器、Harbor 结构和证据契约。用于出题、改题或审题;不替代提交包最终 QA。
Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts and reference files (for example `AGENTS.md`, `CLAUDE.md` and `agents/openai.yaml`).
It sits in Agent Workflows, covering Autonomous loops. The repository describes itself as: Reusable skills for AutoResearch task design, isolation, QA, and handoff. The licence is MIT.
9 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d8ff7e2. It shows what the files ask for, not the result of running them.
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.
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Autoresearch Task Authoring loads about 390 tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 33 tokens; SKILL.md has 89 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.
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); the scripts in this folder are not scanned.
The full file from bosprimigenious/autoresearch-skills at commit d8ff7e2, republished under its MIT licence (© bosprimigenious). 89 words, ~390 tokens.
.claude/skills/autoresearch-task-authoring/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.先读任务平台最新规则、项目示例和目标论文,再读 authoring-contract.md 与 前移 QA。不得从旧题或别的仓库复制未经验证的结构。
scripts/authoring_gate.py selection evidence.json。pilot 门;完成双镜像、Hidden 隔离和目标 Harness trial 后过 container 门。没有动态证据时明确写“未验证运行”。long_run 门。失败必须用新 trial 修复,不覆盖旧 receipt 或拼接不同轮次证据。autoresearch-qa-skills-0.3.4 做双路独立本地质检。冻结唯一完整提交包 ZIP 及 SHA256;两种不同 AI 分别新建无历史上下文的会话,每个会话只发该 ZIP。不同模型家族优先,同类 AI 的不同版本也可以。不附带散文件、旧报告、作者解释或另一 AI 的结论。两路首轮质检均须完整实测;任一路命中硬失败或分歧未闭环即 NOT READY。审查报告是 release 门的输入,不能由作者原会话内自报结论替代。release-evidence.json,再运行 python3 scripts/authoring_gate.py release release-evidence.json。门禁会读取并校验两份 QA 报告、共识、隐私报告和 manifest 的内容与 SHA256;任一引用缺失、摘要被篡改、模型或会话不独立、ZIP 不同源或有未解决分歧都必须失败。输出至少包括题面、接口、Starter、Baseline、Reference、评分器、冻结清单、证据清单、构建说明和验收命令。
© bosprimigenious, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 7 other files (scripts, references) in skills/autoresearch-task-authoring of bosprimigenious/autoresearch-skills.
Open the folder on GitHubat commit d8ff7e2
Autoresearch Task Authoring 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 Task Authoring this skillbosprimigenious/autoresearch-skills | 153 | — | ~390 | Automated safety check: Pass | MIT | |
| 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 |
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.
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.
cobusgreyling/loop-engineering
Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score.
Forward-Future/loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication.
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-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.
bosprimigenious/autoresearch-skills
对 AutoResearch 的正式 Baseline 做只读合理性审查,检查训练不足、实现故障、预算或 seed 不公平及缺乏代表性的弱对照,区分合理 naive Starter 与评分锚点。适用于专家提交包和 Baseline/Reference 证据复核,不用于求解任务或要求 Baseline 达到 SOTA。
bosprimigenious/autoresearch-skills
自主检索、去重并筛选可转化为 AutoResearch 优化任务的论文,核查论文与源码许可、优化面、评测、资源、效应噪声和目标 Harness 可交付性。用于从零找论文、维护候选池或在投入实现前做选题预检;不用于已经确定论文后的实验执行。
bosprimigenious/autoresearch-skills
对 AutoResearch 目录或 ZIP 做只读质检;先审优化面是否仅调参、Baseline 是否合理、Reference 提升是否充分,再查 21 项实现、严格 Docker 路径、Harbor 接口与成对训练证据。输出方法介绍、完整跑分、专家退回说明及 TXT/Markdown/JSON 报告;不用于求解任务。
bosprimigenious/autoresearch-skills
为 AutoResearch 的双 Agent 轨迹、付费 GPU 长跑、Docker 执行、可信评测与恢复建立共享协议、成本决策和隔离边界。用于小时/包日选择、启动或恢复 campaign、设计证据与防止题目或轨迹串用;不替代具体任务算法或最终平台 QA。
bosprimigenious/autoresearch-skills
在已获授权的飞书/Lark 多维表格中处理 AutoResearch 的领题、完成提交/验收和组长初检三表流转,核对当期题号、字段权限、证据和写后回读。用于领取题目、提交验收材料或回填初检结论;不用于绕过组织权限、恢复离职账号或替代任务 QA。
bosprimigenious/autoresearch-skills
将 AutoResearch 的 Claude、Codex、Cursor 对话、命令输出和外部提交状态整理为可执行交接,区分事实、失败、待办和证据边界。用于总结长会话、换 agent 或收尾归档;不把对话陈述当作已验证事实。
Categories
从论文与代码仓设计可交付的 AutoResearch 工程题,确定 Starter、Baseline、Reference、评分器、Harbor 结构和证据契约。用于出题、改题或审题;不替代提交包最终 QA。. Autoresearch Task Authoring is an agent skill from bosprimigenious/autoresearch-skills.
Autoresearch Task Authoring fits situations like: tasks that involve Autonomous loops.
Run `npx skills add bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a claude-code`. Or copy the skill folder (skills/autoresearch-task-authoring in bosprimigenious/autoresearch-skills) into .claude/skills/autoresearch-task-authoring in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -a codex`. Or copy the skill folder (skills/autoresearch-task-authoring in bosprimigenious/autoresearch-skills) into .agents/skills/autoresearch-task-authoring in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bosprimigenious/autoresearch-skills --skill autoresearch-task-authoring -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-task-authoring, .gemini/skills/autoresearch-task-authoring, .github/skills/autoresearch-task-authoring and .opencode/skills/autoresearch-task-authoring in your project.
Going by SKILL.md and its folder, Autoresearch Task Authoring needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3; Docker.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Autoresearch Task Authoring is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 390 tokens (SKILL.md is roughly 1.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Autoresearch Task Authoring: 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.
bosprimigenious (a GitHub user) maintains it in bosprimigenious/autoresearch-skills, which has 153 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 4, 2026.
Source: bosprimigenious/autoresearch-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.