Msa Structure Prediction Pipeline
NVIDIA/skills
NOTE: your protein sequence and the retrieved MSA alignment are transmitted to external NVIDIA-hosted APIs (health.api.nvidia.com) on every call.
Search and retrieve 3D protein structures from the RCSB Protein Data Bank
$ npx skills add wentorai/research-plugins --skill pdb-structure-api -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wentorai/research-plugins pdb-structure-api --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/wentorai/research-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .claude/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .claude/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-apiType 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 wentorai/research-plugins --skill pdb-structure-api -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wentorai/research-plugins pdb-structure-api --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .agents/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .agents/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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 wentorai/research-plugins --skill pdb-structure-api -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wentorai/research-plugins pdb-structure-api --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .cursor/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .cursor/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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/wentorai/research-plugins.git --path skills/domains/biomedical/pdb-structure-api--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 wentorai/research-plugins --skill pdb-structure-api -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wentorai/research-plugins pdb-structure-api --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .gemini/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .gemini/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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 wentorai/research-plugins pdb-structure-apiInstalls 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 wentorai/research-plugins --skill pdb-structure-api -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .github/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .github/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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 wentorai/research-plugins --skill pdb-structure-api -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wentorai/research-plugins pdb-structure-api --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/domains/biomedical/pdb-structure-api .opencode/skills/pdb-structure-api && 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-structure-api" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/domains/biomedical/pdb-structure-api into .opencode/skills/pdb-structure-api/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pdb-structure-api", 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.
pdb-structure-apiSearch and retrieve 3D protein structures from the RCSB Protein Data Bank
Pdb Structure API is an agent skill from wentorai/research-plugins. Search and retrieve 3D protein structures from the RCSB Protein Data Bank
Its SKILL.md is about 1.9k 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 Research & Science, covering Protein structure and design. The repository describes itself as: 350+ academic research skills, MCP configs, and plugins for Research-Claw and AI agents. The licence is MIT.
Read from SKILL.md and the folder at commit bf44b3c. 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.
Shell commands in SKILL.md call:
curlFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
data.rcsb.orgsearch.rcsb.orgfiles.rcsb.orgAlso links to:
rcsb.orgwwpdb.orgFrom 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 Structure API loads about 1.9k tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 366 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 wentorai/research-plugins at commit bf44b3c, republished under its MIT licence (© wentorai). 366 words, ~1,850 tokens.
.claude/skills/pdb-structure-api/SKILL.md (or your agent's skills folder).The RCSB Protein Data Bank (PDB) is the single global archive for experimentally determined 3D structures of biological macromolecules. It hosts over 200,000 structures resolved by X-ray crystallography, cryo-EM, NMR spectroscopy, and other methods. Each entry includes atomic coordinates, experimental metadata, polymer sequences, bound ligands, and literature references.
Two complementary APIs are available. The Data API (data.rcsb.org) serves structured entry metadata, polymer entities, and chemical components via RESTful GET endpoints. The Search API (search.rcsb.org) supports full-text, attribute-based, sequence similarity, and structure similarity searches.
No authentication required. Both APIs are freely accessible without API keys, tokens, or registration.
Retrieve metadata for a structure including experimental method, resolution, citations, and bound components.
GET https://data.rcsb.org/rest/v1/core/entry/{pdb_id}curl "https://data.rcsb.org/rest/v1/core/entry/4HHB"{
"rcsb_id": "4HHB",
"struct": {
"title": "THE CRYSTAL STRUCTURE OF HUMAN DEOXYHAEMOGLOBIN AT 1.74 ANGSTROMS RESOLUTION"
},
"exptl": [{"method": "X-RAY DIFFRACTION"}],
"rcsb_entry_info": {
"deposited_atom_count": 4779,
"molecular_weight": 64.74,
"polymer_composition": "heteromeric protein",
"polymer_entity_count_protein": 2,
"resolution_combined": [1.74],
"nonpolymer_bound_components": ["HEM"]
}
}Retrieve protein/nucleic acid entity details including sequence, organism, and gene info.
GET https://data.rcsb.org/rest/v1/core/polymer_entity/{pdb_id}/{entity_id}curl "https://data.rcsb.org/rest/v1/core/polymer_entity/4HHB/1"{
"entity_poly": {
"pdbx_seq_one_letter_code_can": "VLSPADKTNVKAAWGKVGAHAGEYGAEALERMFLSFPTTKTYFPHFDLSH...",
"rcsb_entity_polymer_type": "Protein",
"rcsb_sample_sequence_length": 141,
"type": "polypeptide(L)"
},
"entity_src_gen": [{
"gene_src_common_name": "Human",
"pdbx_gene_src_scientific_name": "Homo sapiens",
"pdbx_gene_src_ncbi_taxonomy_id": "9606"
}]
}Retrieve ligand or small molecule metadata by component ID.
GET https://data.rcsb.org/rest/v1/core/chemcomp/{comp_id}curl "https://data.rcsb.org/rest/v1/core/chemcomp/HEM"{
"rcsb_id": "HEM",
"chem_comp": {
"formula": "C34 H32 Fe N4 O4",
"formula_weight": 616.487,
"name": "PROTOPORPHYRIN IX CONTAINING FE",
"type": "non-polymer"
}
}Search across all PDB entries with free-text queries. Returns ranked results by relevance.
POST https://search.rcsb.org/rcsbsearch/v2/queryContent-Type: application/jsonquery.type ("terminal"), query.service ("full_text", "text", "sequence", "structure"), query.parameters.value, return_type ("entry", "polymer_entity", "assembly"), request_options.paginate.start/rowscurl -X POST "https://search.rcsb.org/rcsbsearch/v2/query" \
-H "Content-Type: application/json" \
-d '{
"query": {
"type": "terminal",
"service": "full_text",
"parameters": {"value": "hemoglobin"}
},
"return_type": "entry",
"request_options": {
"results_content_type": ["experimental"],
"paginate": {"start": 0, "rows": 3}
}
}'{
"query_id": "6f7192a6-d65b-4ff1-9d94-37b9600a8864",
"result_type": "entry",
"total_count": 8960,
"result_set": [
{"identifier": "3GOU", "score": 1.0},
{"identifier": "6IHX", "score": 0.9995},
{"identifier": "2PGH", "score": 0.9985}
]
}For attribute-based searches, use "service": "text" with "attribute" and "operator" fields. Combine multiple criteria with "type": "group" and "logical_operator": "and".
No formal rate limits or rate-limit headers are published. RCSB recommends reasonable request rates. For bulk data, use FTP downloads at https://files.rcsb.org/pub/pdb/ or ftp://ftp.wwpdb.org/pub/pdb/ instead of iterative API calls.
import requests
# Search for kinase inhibitor structures
search_body = {
"query": {"type": "terminal", "service": "full_text",
"parameters": {"value": "tyrosine kinase inhibitor"}},
"return_type": "entry",
"request_options": {"results_content_type": ["experimental"],
"paginate": {"start": 0, "rows": 5}}
}
results = requests.post("https://search.rcsb.org/rcsbsearch/v2/query",
json=search_body).json()
print(f"Total hits: {results['total_count']}")
# Retrieve metadata for each hit
for hit in results["result_set"]:
pdb_id = hit["identifier"]
entry = requests.get(
f"https://data.rcsb.org/rest/v1/core/entry/{pdb_id}").json()
info = entry["rcsb_entry_info"]
print(f"{pdb_id}: {entry['struct']['title'][:80]}")
print(f" Resolution: {info.get('resolution_combined', ['N/A'])[0]} A, "
f"Method: {info['experimental_method']}")import requests
pdb_id = "4HHB"
entry = requests.get(
f"https://data.rcsb.org/rest/v1/core/entry/{pdb_id}").json()
for eid in range(1, entry["rcsb_entry_info"]["polymer_entity_count"] + 1):
entity = requests.get(
f"https://data.rcsb.org/rest/v1/core/polymer_entity/{pdb_id}/{eid}"
).json()
poly = entity["entity_poly"]
src = entity.get("rcsb_entity_source_organism", [{}])[0]
print(f"Entity {eid}: {poly['rcsb_entity_polymer_type']} "
f"({src.get('ncbi_scientific_name', 'N/A')})")
print(f" {poly['rcsb_sample_sequence_length']} residues: "
f"{poly['pdbx_seq_one_letter_code_can'][:50]}...")© wentorai, 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 skills/domains/biomedical/pdb-structure-api of wentorai/research-plugins.
Open the folder on GitHubat commit bf44b3c
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wentorai/research-plugins, which our catalogue first saw on October 7, 2026.
Pdb Structure API 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 Structure API this skillwentorai/research-plugins | 298 | 1 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Msa Structure Prediction PipelineNVIDIA/skills | 3.5k | 1 repos | ~1.6k | Automated safety check: Notes | Apache-2.0 | |
| Interpro Databasemajiayu000/claude-skill-registry | 666 | 2 repos | ~2.7k | Automated safety check: Pass | CC0-1.0 | |
| Fda Databasejaechang-hits/SciAgent-Skills | 370 | 1 repos | ~4.5k | Automated safety check: Pass | CC0-1.0 | |
| Dailymed Databasejaechang-hits/SciAgent-Skills | 370 | 1 repos | ~6k | Automated safety check: Pass | CC0-1.0 | |
| Ddinter Databasejaechang-hits/SciAgent-Skills | 370 | 1 repos | ~7.3k | Automated safety check: Pass | CC-BY-4.0 |
NVIDIA/skills
NOTE: your protein sequence and the retrieved MSA alignment are transmitted to external NVIDIA-hosted APIs (health.api.nvidia.com) on every call.
majiayu000/claude-skill-registry
Query InterPro for protein family, domain, and functional site annotations.
jaechang-hits/SciAgent-Skills
Query openFDA REST API for adverse events (FAERS), labeling, product info, recalls, enforcement.
jaechang-hits/SciAgent-Skills
Query FDA drug labels (DailyMed) via REST API. An agent skill from jaechang-hits/SciAgent-Skills.
jaechang-hits/SciAgent-Skills
Query DDInter drug-drug interactions via REST API (1.7M+ interactions, 2,400+ drugs).
jaechang-hits/SciAgent-Skills
Cross-reference compound IDs across 20+ databases (ChEMBL, DrugBank, PubChem, ChEBI, PDB, SureChEMBL, HMDB, DrugCentral, BindingDB) via UniChem REST API.
wentorai/research-plugins
Craft structured research abstracts that maximize clarity and journal acceptance
wentorai/research-plugins
Manage academic citations across BibTeX, APA, MLA, and Chicago formats
wentorai/research-plugins
Summarize academic papers with structured extraction of key elements
wentorai/research-plugins
Evidence-based study techniques for academic learning and retention
wentorai/research-plugins
Adjust writing tone and register for academic audiences and venues
wentorai/research-plugins
Academic translation, post-editing, and Chinglish correction guide
Categories
Search and retrieve 3D protein structures from the RCSB Protein Data Bank. Pdb Structure API is an agent skill from wentorai/research-plugins.
Pdb Structure API fits situations like: tasks that involve Protein structure and design.
Run `npx skills add wentorai/research-plugins --skill pdb-structure-api -a claude-code`. Or copy the skill folder (skills/domains/biomedical/pdb-structure-api in wentorai/research-plugins) into .claude/skills/pdb-structure-api in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wentorai/research-plugins --skill pdb-structure-api -a codex`. Or copy the skill folder (skills/domains/biomedical/pdb-structure-api in wentorai/research-plugins) into .agents/skills/pdb-structure-api 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 wentorai/research-plugins --skill pdb-structure-api -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-structure-api, .gemini/skills/pdb-structure-api, .github/skills/pdb-structure-api and .opencode/skills/pdb-structure-api in your project.
Going by SKILL.md and its folder, Pdb Structure API needs the command-line tools its instructions call (curl). Our summary lists: Python 3.
SKILL.md names 5 domains. In commands or code: data.rcsb.org, search.rcsb.org and files.rcsb.org; the agent is likely to contact these when it follows the instructions. As links in the text: rcsb.org and wwpdb.org. 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.
Pdb Structure API is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.4k 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 Structure API: Msa Structure Prediction Pipeline (NVIDIA/skills, 3.5k stars), Interpro Database (majiayu000/claude-skill-registry, 666 stars), Fda Database (jaechang-hits/SciAgent-Skills, 370 stars) and Dailymed Database (jaechang-hits/SciAgent-Skills, 370 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
wentorai (a GitHub user) maintains it in wentorai/research-plugins, which has 298 GitHub stars. The repository holds 405 skills in this directory. The repository was last updated on June 19, 2026.
Source: wentorai/research-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.