MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
One-shot recipes for adding, deleting, moving, and replacing individual atoms in the active CatGo viewer structure.
$ npx skills add Hello-QM/catgo-LRG --skill atom-ops -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Hello-QM/catgo-LRG atom-ops --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/Hello-QM/catgo-LRG.git skills-src && mkdir -p .claude/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .claude/skills/atom-ops && 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 "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .claude/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_opsType 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 Hello-QM/catgo-LRG --skill atom-ops -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Hello-QM/catgo-LRG atom-ops --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Hello-QM/catgo-LRG.git skills-src && mkdir -p .agents/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .agents/skills/atom-ops && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .agents/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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 Hello-QM/catgo-LRG --skill atom-ops -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Hello-QM/catgo-LRG atom-ops --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Hello-QM/catgo-LRG.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .cursor/skills/atom-ops && 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 "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .cursor/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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/Hello-QM/catgo-LRG.git --path server/catgo/workflow/skills/structure/atom_ops--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 Hello-QM/catgo-LRG --skill atom-ops -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Hello-QM/catgo-LRG atom-ops --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Hello-QM/catgo-LRG.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .gemini/skills/atom-ops && 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 "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .gemini/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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 Hello-QM/catgo-LRG atom-opsInstalls 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 Hello-QM/catgo-LRG --skill atom-ops -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Hello-QM/catgo-LRG.git skills-src && mkdir -p .github/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .github/skills/atom-ops && 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 "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .github/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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 Hello-QM/catgo-LRG --skill atom-ops -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Hello-QM/catgo-LRG atom-ops --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Hello-QM/catgo-LRG.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/server/catgo/workflow/skills/structure/atom_ops .opencode/skills/atom-ops && 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 "atom-ops" agent skill from https://github.com/Hello-QM/catgo-LRG/tree/main/server/catgo/workflow/skills/structure/atom_ops into .opencode/skills/atom-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "atom-ops", 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.
atom-opsOne-shot recipes for adding, deleting, moving, and replacing individual atoms in the active CatGo viewer structure.
Atom Ops is an agent skill from Hello-QM/catgo-LRG. One-shot recipes for adding, deleting, moving, and replacing individual atoms in the active CatGo viewer structure. Use whenever the user asks to "add an atom", "delete atoms", "remove this atom", "move atom N", "replace H with Li", or any single-atom edit — including "add a hydrogen on top of atom 12" / "delete atoms 5–9" / "swap the oxygen at site 3 for fluorine". Skips the discovery loop (no need to list structure tools or check adsorption sites first); goes straight to the matching catgostructure action…
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Model Context Protocol. The repository describes itself as: AI-driven workbench for computational materials science — interactive 3D structure viewer, natural-language CatBot assistant, visual DAG workflow engine, HPC job submission… The licence is AGPL-3.0.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit fd6291b. 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 (its code samples are json).
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.
Atom Ops loads about 1.2k tokens when it runs. Until then it costs about 150 tokens; SKILL.md has 600 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 Hello-QM/catgo-LRG at commit fd6291b, republished under its AGPL-3.0 licence (© Hello-QM). 600 words, ~1,202 tokens.
.claude/skills/atom-ops/SKILL.md (or your agent's skills folder).Single-atom edits via mcp__catgo__catgo_structure. The default exploration path lists structure-tool actions, reads several skill docs, and queries the current viewer state before each action — that is 4–8 MCP calls for a one-atom edit and the user sees "Thinking…" for 15–30 s. This skill collapses every common operation to a single call.
If the user wants to add a molecule or cluster (CO, H₂O, NH₂, …) onto a surface, stop and use the structure/cluster_ops skill instead — placing a molecule needs adsorbate placement and site selection, not raw atom addition.
Every recipe below is a single mcp__catgo__catgo_structure call. Each item lists the action, the required params, and the typical user phrasing.
User: "Add an H at (1.5, 2.0, 6.3) Å"
{"action":"add_atom","element":"H","position":[1.5,2.0,6.3]}User: "Place a hydrogen 1.0 Å above atom 12"
You need the position of atom 12. Two paths:
position.mcp__catgo__catgo_structure {"action":"get_info"} once, find the site, add [0, 0, height] to its xyz, then issue add_atom. Do not call get_info more than once per chat turn — re-use the result.For atoms placed on a slab surface (above the topmost layer), use mcp__catgo__catgo_structure {"action":"add_atom","element":"H","position":[x,y,z]} where z = (highest-atom z) + bond length (typical: O–H 1.0 Å, H–metal 1.5 Å, C–metal 2.0 Å).
User: "Delete atoms 5, 6, 7" or "remove the last 3 atoms" or "删除 5 到 9"
{"action":"delete_atoms","indices":[5,6,7]}Indices are 0-based and refer to the current viewer site order. For ranges, expand them yourself (5,6,7 not 5-7). For "the last 3 atoms" you need get_info to know the site count first; same single-call-per-turn rule applies.
User: "Remove all hydrogens"
{"action":"delete_atoms","element":"H"}This is faster than enumerating indices when the user names an element.
User: "Swap the oxygen at site 3 for fluorine" or "把 site 7 的 C 换成 N"
{"action":"replace_atom","index":3,"new_element":"F"}This is substitution at a fixed position — the element changes, the xyz stays. For systematic element-screening across many sites, use the dedicated structure/substitution skill instead.
User: "Move atom 12 to (2.0, 3.0, 5.5)"
{"action":"move_atom","index":12,"position":[2.0,3.0,5.5]}For relative moves ("shift atom 12 by 0.5 Å along z"), compute the new absolute position yourself from get_info once, then call move_atom.
These patterns are slow and add no value:
{"action":"list"} or similar discovery calls) before doing the edit. The actions above are the complete set you need.get_info repeatedly to verify each edit succeeded. CatGo's viewer reactivity already shows the change; the tool response confirms it; re-fetching wastes round-trips.One sentence stating what changed. Mention the new total atom count if it changed.
Added one H at (1.5, 2.0, 6.3). Structure now has 13 atoms. Deleted atoms 5–9. Structure now has 27 atoms. Replaced O at site 3 with F. Composition: Ti2O3F.
Do not dump the full site list or coordinates back to the user — the viewer shows the result.
© Hello-QM, AGPL-3.0. 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 server/catgo/workflow/skills/structure/atom_ops of Hello-QM/catgo-LRG.
Open the folder on GitHubat commit fd6291b
Atom Ops 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 |
|---|---|---|---|---|---|---|
| Atom Ops this skillHello-QM/catgo-LRG | 205 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Figma use_figma Plugin API Ruleswarpdotdev/warp | 65k | 4 repos | ~4.4k | Automated safety check: Pass | AGPL-3.0 | |
| Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills | 8.4k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
warpdotdev/warp
Required groundwork before any use_figma call: the rules and reference files for running JavaScript in a Figma file through the Plugin API without common failures.
google-labs-code/stitch-skills
Builds walkthrough videos from Stitch design projects using Remotion, with transitions, zoom effects and text overlays on each screen.
coollabsio/coolify
A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify.
Hello-QM/catgo-LRG
Drive a file-first, agent-in-the-loop computational campaign via a folder + markdown tree (no DB).
Hello-QM/catgo-LRG
Run LAMMPS molecular dynamics with DeePMD-kit machine learning potentials.
Hello-QM/catgo-LRG
Compute adsorption/reaction Gibbs free energies, free-energy diagrams, and electrochemical overpotentials (HER/ORR/OER/CO2RR/NRR) with VASP.
Hello-QM/catgo-LRG
Generate and manage ABINIT DFT calculations. An agent skill from Hello-QM/catgo-LRG.
Hello-QM/catgo-LRG
A skill your agent uses when the user asks to place an adsorbate molecule on a surface, find adsorption sites, or set up a surface+adsorbate model for DFT.
Hello-QM/catgo-LRG
A skill your agent uses when the user asks for adsorption energy, binding energy, or wants to compare how strongly a molecule binds to a surface.
Works with
One-shot recipes for adding, deleting, moving, and replacing individual atoms in the active CatGo viewer structure. Atom Ops is an agent skill from Hello-QM/catgo-LRG. One-shot recipes for adding, deleting, moving, and replacing individual atoms in the active CatGo viewer structure.
Atom Ops fits situations like: the user asks to add an atom; remove this atom; replace H with Li; any single-atom edit — including add a hydrogen on top of atom 12 / delete atoms 5–9 / swap the oxygen at site 3 for fluorine.
Run `npx skills add Hello-QM/catgo-LRG --skill atom-ops -a claude-code`. Or copy the skill folder (server/catgo/workflow/skills/structure/atom_ops in Hello-QM/catgo-LRG) into .claude/skills/atom-ops in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Hello-QM/catgo-LRG --skill atom-ops -a codex`. Or copy the skill folder (server/catgo/workflow/skills/structure/atom_ops in Hello-QM/catgo-LRG) into .agents/skills/atom-ops 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 Hello-QM/catgo-LRG --skill atom-ops -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/atom-ops, .gemini/skills/atom-ops, .github/skills/atom-ops and .opencode/skills/atom-ops in your project.
SKILL.md names no scripts, command-line tools or credentials: Atom Ops 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.
Atom Ops is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k 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 Atom Ops: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Hello-QM (a GitHub user) maintains it in Hello-QM/catgo-LRG, which has 205 GitHub stars. The repository holds 75 skills in this directory. The repository was last updated on September 22, 2026.
Source: Hello-QM/catgo-LRG on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.