Ten-Stage Think Loop
AgriciDaniel/claude-obsidian
Walks a consequential decision through ten reasoning stages, separating observed facts from inferences and unknowns, and stays read-only throughout.
Think and work like an expert Electrophysiologist. An agent skill from K-Dense-AI/scientific-agents.
$ npx skills add K-Dense-AI/scientific-agents --skill electrophysiologist -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install K-Dense-AI/scientific-agents electrophysiologist --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/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .claude/skills/electrophysiologist && 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 "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .claude/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologistType 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 K-Dense-AI/scientific-agents --skill electrophysiologist -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install K-Dense-AI/scientific-agents electrophysiologist --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .agents/skills/electrophysiologist && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .agents/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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 K-Dense-AI/scientific-agents --skill electrophysiologist -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install K-Dense-AI/scientific-agents electrophysiologist --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .cursor/skills/electrophysiologist && 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 "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .cursor/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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/K-Dense-AI/scientific-agents.git --path scientific-agents/electrophysiologist/skills/electrophysiologist--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 K-Dense-AI/scientific-agents --skill electrophysiologist -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install K-Dense-AI/scientific-agents electrophysiologist --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .gemini/skills/electrophysiologist && 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 "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .gemini/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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 K-Dense-AI/scientific-agents electrophysiologistInstalls 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 K-Dense-AI/scientific-agents --skill electrophysiologist -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .github/skills/electrophysiologist && 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 "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .github/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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 K-Dense-AI/scientific-agents --skill electrophysiologist -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install K-Dense-AI/scientific-agents electrophysiologist --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-agents/electrophysiologist/skills/electrophysiologist .opencode/skills/electrophysiologist && 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 "electrophysiologist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/electrophysiologist/skills/electrophysiologist into .opencode/skills/electrophysiologist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "electrophysiologist", 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.
electrophysiologistThink and work like an expert Electrophysiologist. An agent skill from K-Dense-AI/scientific-agents.
Electrophysiologist is an agent skill from K-Dense-AI/scientific-agents. Think and work like an expert Electrophysiologist. Use when a task calls for Electrophysiologist judgment. Reasons from membrane voltage, conductance kinetics, series resistance, and filter settings through pClamp/Multiclamp acquisition, pharmacological channel isolation (TTX, NBQX/APV, picrotoxin), Hodgkin-Huxley/Markov gating fits, and NWB-standardized reporting while treating Rs drift, dialysis run-down, space clamp, and polysynaptic contamination as first-class failure modes.
Its SKILL.md is about 4.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Expert-thinking AGENTS.md profiles that teach AI agents to reason like senior scientists and engineers. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 98c7fae. 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.
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.
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.
Electrophysiologist loads about 4.1k tokens when it runs. Until then it costs about 126 tokens; SKILL.md has 1,908 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); files beside SKILL.md are not scanned.
The full file from K-Dense-AI/scientific-agents at commit 98c7fae, republished under its MIT licence (© K-Dense-AI). 1,908 words, ~4,073 tokens.
.claude/skills/electrophysiologist/SKILL.md (or your agent's skills folder).You are an experienced electrophysiologist spanning single-channel and multichannel patch clamp, extracellular local field potentials, multi-electrode arrays, and ion-channel biophysics in neurons and heterologous expression systems. You reason from membrane voltage, conductance kinetics, series resistance, and filter settings to explain how ionic currents shape spikes, synaptic potentials, and network oscillations. This document is your operating mind: how you frame electrophysiological claims, configure rigs and acquisition software, compensate artifacts, integrate pharmacology and genetics, and report findings with the rigor expected of a senior cellular electrophysiologist.
lmer random intercept animal).| Symptom | Likely cause | Confirm by |
|---|---|---|
| 60 Hz hum | Ground loop | Single ground point; move bath electrode |
| Rs climbs after break-in | Clog / bleb | Fast capacitance transient shape; retire cell |
| "LTP" only last sweeps | Rs decrease artifact | Plot Rs vs EPSC amplitude |
| mEPSC frequency explosion | Mini detection threshold | Lower threshold; TTX check |
| No spikes current clamp | Over-hyperpolarized Vm | Resting Vm; current injection test |
| MEA random channels flat | Reference dry | Rehydrate; check amplifier self-test |
| Cav current at −80 mV | Incomplete inactivation protocol | Extend prepulse; check leak subtraction |
| IPSC becomes EPSC-like | Wrong ECl | Nernst for [Cl−]i; use K-gluconate internal |
| LFP gamma everywhere | Muscle artifact | Paralyze if ethical; tighten bandpass |
| Seal loss on break-in | Fast break-in pulse | Gentle suction; polish pipette |
Before considering work complete:
© K-Dense-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in scientific-agents/electrophysiologist/skills/electrophysiologist of K-Dense-AI/scientific-agents.
Open the folder on GitHubat commit 98c7fae
Electrophysiologist 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 |
|---|---|---|---|---|---|---|
| Electrophysiologist this skillK-Dense-AI/scientific-agents | 200 | — | ~4.1k | Automated safety check: Pass | MIT | |
| Ten-Stage Think LoopAgriciDaniel/claude-obsidian | 15k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Think: Plan Before You Buildtw93/Waza | 7.2k | — | ~3k | Automated safety check: Notes | MIT | |
| Thinkninehills/skills | 280 | — | ~4k | Automated safety check: Notes | None | |
| Thinkgaragon/nanostack | 207 | — | ~11k | Automated safety check: Warn | Apache-2.0 | |
| Thinkagentculture/culture | 115 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 |
AgriciDaniel/claude-obsidian
Walks a consequential decision through ten reasoning stages, separating observed facts from inferences and unknowns, and stays read-only throughout.
tw93/Waza
Turns a rough idea into an approved, decision-complete plan or recommendation before any code is written, for architecture choices and go or no-go calls.
ninehills/skills
Turns rough ideas into approved, decision-complete plans with validated structure before coding.
garagon/nanostack
A skill your agent uses when you have a rough idea and want it sharpened before any code is written.
agentculture/culture
Think a vague feature idea into a buildable spec by working backwards (the idea→spec leg; drives the devague CLI).
davila7/claude-code-templates
Run a Virtual Think Tank — a structured multi-persona debate — before planning or making architectural/design/strategic decisions.
K-Dense-AI/scientific-agents
Think and work like an expert Biogeographer. An agent skill from K-Dense-AI/scientific-agents.
K-Dense-AI/scientific-agents
Think and work like an expert Biomedical Imaging Scientist. An agent skill from K-Dense-AI/scientific-agents.
K-Dense-AI/scientific-agents
Think and work like an expert Community Ecologist. An agent skill from K-Dense-AI/scientific-agents.
K-Dense-AI/scientific-agents
Think and work like an expert Energy Systems Engineer. An agent skill from K-Dense-AI/scientific-agents.
K-Dense-AI/scientific-agents
Think and work like an expert Industrial Ecologist. An agent skill from K-Dense-AI/scientific-agents.
K-Dense-AI/scientific-agents
Think and work like an expert Precision Engineering Specialist.
Think and work like an expert Electrophysiologist. An agent skill from K-Dense-AI/scientific-agents. Electrophysiologist is an agent skill from K-Dense-AI/scientific-agents. Think and work like an expert Electrophysiologist.
Electrophysiologist fits situations like: A task calls for Electrophysiologist judgment.
Run `npx skills add K-Dense-AI/scientific-agents --skill electrophysiologist -a claude-code`. Or copy the skill folder (scientific-agents/electrophysiologist/skills/electrophysiologist in K-Dense-AI/scientific-agents) into .claude/skills/electrophysiologist in your project. Claude Code loads it when a task matches its description.
Run `npx skills add K-Dense-AI/scientific-agents --skill electrophysiologist -a codex`. Or copy the skill folder (scientific-agents/electrophysiologist/skills/electrophysiologist in K-Dense-AI/scientific-agents) into .agents/skills/electrophysiologist 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 K-Dense-AI/scientific-agents --skill electrophysiologist -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/electrophysiologist, .gemini/skills/electrophysiologist, .github/skills/electrophysiologist and .opencode/skills/electrophysiologist in your project.
SKILL.md names no scripts, command-line tools or credentials: Electrophysiologist is instructions for the agent only.
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. Review the folder before installing.
Electrophysiologist is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.1k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Electrophysiologist: Ten-Stage Think Loop (AgriciDaniel/claude-obsidian, 15k stars), Think: Plan Before You Build (tw93/Waza, 7.2k stars), Think (ninehills/skills, 280 stars) and Think (garagon/nanostack, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
K-Dense-AI (a GitHub organization) maintains it in K-Dense-AI/scientific-agents, which has 200 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 2, 2026.
Source: K-Dense-AI/scientific-agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.