Alphafold Database Fetch And Analyze
google-deepmind/science-skills
Retrieve and analyze AlphaFold predicted structures for a protein.
3D protein structure search via RCSB PDB. An agent skill from lamm-mit/scienceclaw.
$ npx skills add lamm-mit/scienceclaw --skill pdb -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lamm-mit/scienceclaw pdb --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/lamm-mit/scienceclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pdb .claude/skills/pdb && 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 "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .claude/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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/lamm-mit/scienceclaw/tree/main/skills/pdbType 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 lamm-mit/scienceclaw --skill pdb -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lamm-mit/scienceclaw pdb --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/pdb .agents/skills/pdb && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .agents/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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 lamm-mit/scienceclaw --skill pdb -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lamm-mit/scienceclaw pdb --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/pdb .cursor/skills/pdb && 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 "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .cursor/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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/lamm-mit/scienceclaw.git --path skills/pdb--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 lamm-mit/scienceclaw --skill pdb -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lamm-mit/scienceclaw pdb --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/pdb .gemini/skills/pdb && 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 "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .gemini/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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 lamm-mit/scienceclaw pdbInstalls 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 lamm-mit/scienceclaw --skill pdb -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/pdb .github/skills/pdb && 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 "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .github/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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 lamm-mit/scienceclaw --skill pdb -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lamm-mit/scienceclaw pdb --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lamm-mit/scienceclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/pdb .opencode/skills/pdb && 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 "pdb" agent skill from https://github.com/lamm-mit/scienceclaw/tree/main/skills/pdb into .opencode/skills/pdb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb", 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.
pdb3D protein structure search via RCSB PDB. An agent skill from lamm-mit/scienceclaw.
Pdb is an agent skill from lamm-mit/scienceclaw. 3D protein structure search via RCSB PDB. Input MUST be a protein/gene name (e.g. 'KRAS', 'EGFR', 'BTK') or a 4-character PDB ID (e.g. '6OIM'). Returns zero results for drug/chemistry phrases such as 'covalent inhibitors' or 'warhead selectivity'. Strip all drug qualifiers and pass only the target protein name or PDB ID.
Its SKILL.md is about 740 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `scripts/pdb_search.py`).
It sits in Research & Science, covering Protein structure and design. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit ab9aba1. 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.
Pdb loads about 737 tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 223 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 lamm-mit/scienceclaw at commit ab9aba1, republished under its Apache-2.0 licence (© lamm-mit). 223 words, ~737 tokens.
.claude/skills/pdb/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Search and fetch protein structures from the RCSB Protein Data Bank.
python3 {baseDir}/scripts/pdb_search.py --query "kinase human"python3 {baseDir}/scripts/pdb_search.py --pdb-id 1ATPpython3 {baseDir}/scripts/pdb_search.py --sequence "MTEYKLVVVGAGGVGKSALTIQLIQ" --identity 70| Parameter | Description | Default |
|---|---|---|
--query | Text search query | - |
--pdb-id | Specific PDB ID to fetch | - |
--sequence | Sequence for similarity search | - |
--identity | Minimum sequence identity % | 90 |
--max-results | Maximum results | 10 |
--format | Output: summary, detailed, json | summary |
# Search for insulin structures
python3 {baseDir}/scripts/pdb_search.py --query "insulin"
# Get details for a specific structure
python3 {baseDir}/scripts/pdb_search.py --pdb-id 4HHB
# Find structures similar to a sequence
python3 {baseDir}/scripts/pdb_search.py --sequence "MVLSPADKTNVKAAWGKVGAHAGEYGAEALERMFLSFPTTKTYFPHFDLSH" --identity 50
# Get JSON output
python3 {baseDir}/scripts/pdb_search.py --query "p53 DNA binding" --format jsonPDB stores experimentally determined 3D structures. Queries must target proteins or genes with known deposited structures. Abstract or chemistry-only queries return zero results.
| ❌ Fails | ✅ Works |
|---|---|
| "BTK covalent inhibitor" | "BTK" or "Bruton tyrosine kinase" |
| "warhead optimization" | "1K2P" (direct PDB ID) |
| "ADMET prediction" | "EGFR kinase inhibitor complex" |
Tips for avoiding zero results:
"BTK", "p53", "EGFR"--pdb-id 3K54) when you already have one from UniProt cross-refs"kinase" instead of "covalent kinase inhibitor BTK"© lamm-mit, Apache-2.0. 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 2 other files (scripts) in skills/pdb of lamm-mit/scienceclaw.
Open the folder on GitHubat commit ab9aba1
Pdb 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 |
|---|---|---|---|---|---|---|
| Pdb this skilllamm-mit/scienceclaw | 244 | — | ~737 | Automated safety check: Pass | Apache-2.0 | |
| Alphafold Database Fetch And Analyzegoogle-deepmind/science-skills | 3.2k | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Alphafoldadaptyvbio/protein-design-skills | 163 | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Bindcraftadaptyvbio/protein-design-skills | 163 | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Pymol VisualizationChatMol/ChatMol | 372 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Complexa Binder DesignNVIDIA-BioNeMo/bionemo-agent-toolkit | 478 | — | ~3.1k | Automated safety check: Notes | Apache-2.0 |
google-deepmind/science-skills
Retrieve and analyze AlphaFold predicted structures for a protein.
adaptyvbio/protein-design-skills
Validate protein designs using AlphaFold2 structure prediction.
adaptyvbio/protein-design-skills
End-to-end binder design using BindCraft hallucination. An agent skill from adaptyvbio/protein-design-skills.
ChatMol/ChatMol
Generate publication-quality molecular visualization images using PyMOL.
NVIDIA-BioNeMo/bionemo-agent-toolkit
Run a complete protein binder design campaign with NVIDIA Proteina-Complexa: resolve a target structure and hotspots from a name/sequence/PDB, co-design binder sequence+structure with reward-guided…
adaptyvbio/protein-design-skills
All-atom protein design using BoltzGen diffusion model. An agent skill from adaptyvbio/protein-design-skills.
lamm-mit/scienceclaw
Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources.
lamm-mit/scienceclaw
Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections.
lamm-mit/scienceclaw
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index.
lamm-mit/scienceclaw
Cloud-based quantum chemistry platform with Python API. An agent skill from lamm-mit/scienceclaw.
lamm-mit/scienceclaw
Create professional infographics using Nano Banana Pro AI with smart iterative refinement.
lamm-mit/scienceclaw
Generate comprehensive disease research reports using 100+ ToolUniverse tools.
Categories
3D protein structure search via RCSB PDB. An agent skill from lamm-mit/scienceclaw. Pdb is an agent skill from lamm-mit/scienceclaw. 3D protein structure search via RCSB PDB.
Pdb fits situations like: tasks that involve Protein structure and design.
Run `npx skills add lamm-mit/scienceclaw --skill pdb -a claude-code`. Or copy the skill folder (skills/pdb in lamm-mit/scienceclaw) into .claude/skills/pdb in your project. Claude Code loads it when a task matches its description.
Run `npx skills add lamm-mit/scienceclaw --skill pdb -a codex`. Or copy the skill folder (skills/pdb in lamm-mit/scienceclaw) into .agents/skills/pdb 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 lamm-mit/scienceclaw --skill pdb -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pdb, .gemini/skills/pdb, .github/skills/pdb and .opencode/skills/pdb in your project.
Going by SKILL.md and its folder, Pdb needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
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.
Pdb is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 737 tokens (SKILL.md is roughly 2.9k 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 Pdb: Alphafold Database Fetch And Analyze (google-deepmind/science-skills, 3.2k stars), Alphafold (adaptyvbio/protein-design-skills, 163 stars), Bindcraft (adaptyvbio/protein-design-skills, 163 stars) and Pymol Visualization (ChatMol/ChatMol, 372 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
lamm-mit (a GitHub user) maintains it in lamm-mit/scienceclaw, which has 244 GitHub stars. The repository holds 85 skills in this directory. The repository was last updated on August 21, 2026.
Source: lamm-mit/scienceclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.