research-lookup
Skill1 starsChanged 33 days agoNo licenceView on GitHub
Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.
- Reads credentials
We split this skill into the rules it gives an agent
33 rules. 0 are common, 32 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 11 edited versions we read keep these.
32
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 11 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Other versions12 projects use a version of this.
Word for word · 1
- garri333/Skills★ 1100% same
Edited · 6
- wu-yc/LabClaw★ 1.1k72% same
- LeonChaoX/qinyan-academic-skills★ 91015% same
- qinyan-ai/qinyan-academic-skills★ 8015% same
- Barrios88/barrios-skills★ 6373% same
- uppifyagency/boilerplate-saas-2026★ 111% same
- yf8578/claude-skills-collection★ 1100% same
Wrote their own version · 5
- K-Dense-AI/claude-scientific-writer★ 2.4ksame name
- Luooops/skills★ 1same name
- maratmu1988-afk/medical-research★ 1same name
- zh123012/claude-skills★ 1same name
- patoangolano/bio-stack★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use usfiscaldata, database-lookup and 3 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
yf8578Skillusfiscaldata
Query the U.S. Treasury Fiscal Data API for federal financial data including national debt, government spending, revenue, interest rates, exchange rates, and savings bonds. Access 54 datasets and 182 data tables with no API key required. Use when working with U.S. federal fiscal data, national debt tracking (Debt to the Penny), Daily Treasury Statements, Monthly Treasury Statements, Treasury securities auctions, interest rates on Treasury securities, foreign exchange rates, savings bonds, or any U.S. government financial statistics.
Also in 6 projects that use this
uppifyagencySkilldatabase-lookup
Search 78 public scientific, biomedical, materials science, and economic databases via REST APIs. Covers physics/astronomy (NASA, NIST, SDSS, SIMBAD), earth/environment (USGS, NOAA, EPA), chemistry/drugs (PubChem, ChEMBL, DrugBank, FDA, KEGG, ZINC, BindingDB), materials (Materials Project, COD), biology/genomics (Reactome, UniProt, STRING, Ensembl, NCBI Gene, GEO, GTEx, PDB, AlphaFold, InterPro, BioGRID, Gene Ontology, dbSNP, gnomAD, ENCODE, Human Protein Atlas, Human Cell Atlas), disease/clinical (COSMIC, Open Targets, ClinicalTrials.gov, OMIM, ClinVar, GDC/TCGA, cBioPortal, DisGeNET, GWAS Catalog), regulatory (FDA, USPTO, SEC EDGAR), economics/finance (FRED, World Bank, US Treasury), demographics (US Census, Eurostat, WHO). Use when looking up compounds, genes, proteins, pathways, variants, clinical trials, patents, economic indicators, or any public database API query.
Also in 5 projects that use this
ashrafkahoush-uxSkillwhat-if-oracle
Run structured What-If scenario analysis with multi-branch possibility exploration. Use this skill when the user asks speculative questions like "what if...", "what would happen if...", "what are the possibilities", "explore scenarios", "scenario analysis", "possibility space", "what could go wrong", "best case / worst case", "risk analysis", "contingency planning", "strategic options", or any question about uncertain futures. Also trigger when the user faces a fork-in-the-road decision, wants to stress-test an idea, or needs to think through consequences before committing.
Also in 6 projects that use this
LeonChaoXSkillmolecular-dynamics
Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD, analyze trajectories (RMSD, RMSF, contact maps, free energy surfaces). For structural biology, drug binding, and biophysics.
Also in 4 projects that use this
K-Dense-AISkillncats-arax
Queries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph relationships. Use for Biolink-constrained RTX-KG2 lookup, explicit selected-provider ARAX federation, separate entity normalization, qualifier-aware graph traversal, and inspection of TRAPI edge bindings, publications, and knowledge-source provenance. Do not use for inference, ranking, open-ended pathfinding, clinical guidance, or sensitive queries.
Also in 3 projects that use this
In this repository319 other files it gives its agents.
- AGENTS.mdAGENTS.md
- composioAGENTS.md
- clinical-statistics-analyzer/CLAUDE.mdCLAUDE.md
- hematology-paper-writer/CLAUDE.mdCLAUDE.md
- academic-research-writerSkill
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- adaptyvSkill
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- anndataSkill
- arboretoSkill
- artifacts-builderSkill
- asana-automationSkill
- astropySkill
- bamboohr-automationSkill
- basecamp-automationSkill
- benchling-integrationSkill
- biopythonSkill
- biorxiv-databaseSkill
- bioservicesSkill
- bitbucket-automationSkill
- bkit-development-pipelineSkill
- bkit-frontend-architectSkill
- bkit-geminiSkill
- bkit-pdcaSkill
- box-automationSkill
- brainstormingSkill
- brand-guidelinesSkill
- brand-ymlSkill
- brenda-databaseSkill
- brevo-automationSkill
- building-native-uiSkill
- cal-com-automationSkill
- calendly-automationSkill
- canva-automationSkill
- canvas-designSkill
- cellxgene-censusSkill
- changelog-generatorSkill
- chembl-databaseSkill
- chinese-copywriting-guidelinesSkill
- chinese-patentSkill
- chrome-devtoolsSkill
- circleci-automationSkill
- cirqSkill
- citation-managementSkill
- clickup-automationSkill
- clinical-decision-supportSkill
- clinical-reportsSkill
- clinical-statistics-analyzerSkill
- clinical-study-analysisSkill
- clinicaltrials-databaseSkill
- clinpgx-databaseSkill
- clinvar-databaseSkill
- cliSkill
- The first 60 shown.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.