Research Refine
zjYao36/Auto-Research-Refine
Turns a vague research direction into a focused, problem-anchored method plan through up to five review rounds with a second model.
Agent skill
Tulingresearch Fusion Experiment Execution
by meamaturinlove221 in meamaturinlove221/TuringResearch_plus
A skill your agent uses when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas.
Install Tulingresearch Fusion Experiment Execution
$ npx skills add meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-execution --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/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .claude/skills/tulingresearch-fusion-experiment-execution && 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 "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .claude/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-executionType 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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-execution --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .agents/skills/tulingresearch-fusion-experiment-execution && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .agents/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-execution --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .cursor/skills/tulingresearch-fusion-experiment-execution && 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 "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .cursor/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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/meamaturinlove221/TuringResearch_plus.git --path .agents/skills/tulingresearch-fusion-experiment-execution--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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-execution --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .gemini/skills/tulingresearch-fusion-experiment-execution && 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 "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .gemini/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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 meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-executionInstalls 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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .github/skills/tulingresearch-fusion-experiment-execution && 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 "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .github/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install meamaturinlove221/TuringResearch_plus tulingresearch-fusion-experiment-execution --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/meamaturinlove221/TuringResearch_plus.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/tulingresearch-fusion-experiment-execution .opencode/skills/tulingresearch-fusion-experiment-execution && 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 "tulingresearch-fusion-experiment-execution" agent skill from https://github.com/meamaturinlove221/TuringResearch_plus/tree/main/.agents/skills/tulingresearch-fusion-experiment-execution into .opencode/skills/tulingresearch-fusion-experiment-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tulingresearch-fusion-experiment-execution", 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
tulingresearch-fusion-experiment-execution- GitHub stars
- 136
- Token cost
- ~571 tokens
- SKILL.md length
- 210 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas.
- Maintaining experiment design
- SKILL.md covers Role, When to use, Inputs and Outputs, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Implementation plans
What it does
Tulingresearch Fusion Experiment Execution is an agent skill from meamaturinlove221/TuringResearch_plus. Use when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas.
Its SKILL.md is about 570 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 Planning and Experimental design. The repository describes itself as: Turn messy research goals into evidence ledgers, method cards, experiment routes, artifact audits, and advisor-ready reports.
When your agent uses it
- Maintaining experiment design
- Implementation plans
Example prompts
- “/tulingresearch-fusion-experiment-execution”
What it can do on your machine
Read from SKILL.md and the folder at commit 48a7795. 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
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Tulingresearch Fusion Experiment Execution loads about 571 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 210 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 210 words (~571 tokens).
“Maintain ExperimentPlan generation, constraints, scenario plans, implementation plans, and result schemas.”
- name
- tulingresearch-fusion-experiment-execution
Files
Just SKILL.md in .agents/skills/tulingresearch-fusion-experiment-execution of meamaturinlove221/TuringResearch_plus.
Open the folder on GitHubat commit 48a7795
Compare with similar skills
Tulingresearch Fusion Experiment Execution 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 |
|---|---|---|---|---|---|---|
| Tulingresearch Fusion Experiment Execution this skillmeamaturinlove221/TuringResearch_plus | 136 | — | ~571 | Automated safety check: Pass | Custom licence | |
| Research RefinezjYao36/Auto-Research-Refine | 128 | 6 repos | ~6.9k | Automated safety check: Notes | None | |
| Executing Plans Inlineobra/superpowers | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Interview Meaddyosmani/agent-skills | 105k | 6 repos | ~3.8k | Automated safety check: Pass | MIT | |
| OpenSpec Guided OnboardingFission-AI/OpenSpec | 72k | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Writing Plansgeeksblabla/stateofdev.ma | 163 | 58 repos | ~661 | Automated safety check: Pass | None |
Similar skills
Executing Plans Inline
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
Interview Me
addyosmani/agent-skills
Asks one question at a time, each with a best guess attached, until the agent is about 95 percent sure what you really want, before any plan, spec or code.
OpenSpec Guided Onboarding
Fission-AI/OpenSpec
Walks you through a complete OpenSpec workflow cycle with narration while doing real work in your codebase.
Writing Plans
geeksblabla/stateofdev.ma
A skill your agent uses when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file…
Subagent Driven Development
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
More from meamaturinlove221/TuringResearch_plus
All 29 skills in this repoTulingresearch Architecture Contracts
meamaturinlove221/TuringResearch_plus
A skill your agent uses when updating TulingResearch Plus architecture docs, MCP namespaces, or YAML contracts.
Tulingresearch Cache And Ledger
meamaturinlove221/TuringResearch_plus
A skill your agent uses when changing shared cache, failure ledger, BudgetGate, or StateLedger foundations.
Tulingresearch Fusion Context Management
meamaturinlove221/TuringResearch_plus
A skill your agent uses when maintaining context init, checkpoint, recover, index, or summarize behavior.
Tulingresearch Fusion Convergence
meamaturinlove221/TuringResearch_plus
A skill your agent uses when maintaining candidate scoring, ranking, feasibility assessment, and promotion decisions.
Tulingresearch Fusion Creative Ideation
meamaturinlove221/TuringResearch_plus
A skill your agent uses when maintaining deterministic idea generation and quality-diversity filtering.
Tulingresearch Fusion Deep Insight
meamaturinlove221/TuringResearch_plus
A skill your agent uses when maintaining gap analysis, insight generation, boundary maps, sensitivity probes, or reformulation.
Related
Categories
Questions about Tulingresearch Fusion Experiment Execution
What does Tulingresearch Fusion Experiment Execution do?
A skill your agent uses when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas. Tulingresearch Fusion Experiment Execution is an agent skill from meamaturinlove221/TuringResearch_plus. Use when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas.
When should I use Tulingresearch Fusion Experiment Execution?
Tulingresearch Fusion Experiment Execution fits situations like: maintaining experiment design; implementation plans.
How do I install Tulingresearch Fusion Experiment Execution in Claude Code?
Run `npx skills add meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a claude-code`. Or copy the skill folder (.agents/skills/tulingresearch-fusion-experiment-execution in meamaturinlove221/TuringResearch_plus) into .claude/skills/tulingresearch-fusion-experiment-execution in your project. Claude Code loads it when a task matches its description.
How do I install Tulingresearch Fusion Experiment Execution in Codex?
Run `npx skills add meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a codex`. Or copy the skill folder (.agents/skills/tulingresearch-fusion-experiment-execution in meamaturinlove221/TuringResearch_plus) into .agents/skills/tulingresearch-fusion-experiment-execution in your project. Codex loads it when a task matches its description.
Can I use Tulingresearch Fusion Experiment Execution 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 meamaturinlove221/TuringResearch_plus --skill tulingresearch-fusion-experiment-execution -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tulingresearch-fusion-experiment-execution, .gemini/skills/tulingresearch-fusion-experiment-execution, .github/skills/tulingresearch-fusion-experiment-execution and .opencode/skills/tulingresearch-fusion-experiment-execution in your project.
What does Tulingresearch Fusion Experiment Execution need to run?
SKILL.md names no scripts, command-line tools or credentials: Tulingresearch Fusion Experiment Execution is instructions for the agent only.
Does Tulingresearch Fusion Experiment Execution access the network?
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.
Is Tulingresearch Fusion Experiment Execution 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 Tulingresearch Fusion Experiment Execution use?
Tulingresearch Fusion Experiment Execution has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Tulingresearch Fusion Experiment Execution use?
About 571 tokens (SKILL.md is roughly 2.3k 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 Tulingresearch Fusion Experiment Execution?
Skills that share tags, products or a category with Tulingresearch Fusion Experiment Execution: Research Refine (zjYao36/Auto-Research-Refine, 128 stars), Executing Plans Inline (obra/superpowers, 297k stars), Interview Me (addyosmani/agent-skills, 105k stars) and OpenSpec Guided Onboarding (Fission-AI/OpenSpec, 72k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Tulingresearch Fusion Experiment Execution?
meamaturinlove221 (a GitHub user) maintains it in meamaturinlove221/TuringResearch_plus, which has 136 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on June 2, 2026.
Source: meamaturinlove221/TuringResearch_plus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.