Agent skill

Find Skills

by DrugClaw in DrugClaw/DrugClaw

Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw.

ProprietaryAuto-check passedResearch & Science

Install Find Skills

skills CLI
$ npx skills add DrugClaw/DrugClaw --skill find-skills -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install DrugClaw/DrugClaw find-skills --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/DrugClaw/DrugClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/built-in/find-skills .claude/skills/find-skills && rm -rf skills-src

Use ~/.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/

Facts

Skill name
find-skills
GitHub stars
126
Token cost
~477 tokens
SKILL.md length
173 words
Files
1
Skills in repo
25
Repo updated
First seen
Licence
Proprietary

At a glance

Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw.

  • Works in 5 steps: Clarify the target task in one sentence. → Search the registry by keywords (task,… → For each candidate skill, extract → …
  • Research & Science work in your project
  • SKILL.md covers Discovery workflow, Useful commands, Output format and DrugClaw adaptation hints
  • Calls curl; reaches api.github.com and raw.githubusercontent.com

What it does

Find Skills is an agent skill from DrugClaw/DrugClaw. Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw.

Its SKILL.md is about 480 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: {"os":["darwin","linux","windows"],"deps":["curl"]}

It sits in Research & Science. It works with Vercel. The repository describes itself as: 💊 AI Research Assistant for Accelerated Drug Discovery. 🦞.

When your agent uses it

  • Research & Science work in your project

Example prompts

  • “/find-skills”

Requirements

  • Compatibility (from SKILL.md): {"os":["darwin","linux","windows"],"deps":["curl"]}

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Clarify the target task in one sentence.
  2. Search the registry by keywords (task, toolchain, framework, platform).
  3. For each candidate skill, extract
  4. Recommend one best-fit skill and one fallback.
  5. If none fit exactly, propose adaptation steps for DrugClaw.

What it can do on your machine

Read from SKILL.md and the folder at commit 960a6e0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Shell commands in SKILL.md call:

    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.github.com
    • raw.githubusercontent.com

    Also links to:

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    {"os":["darwin","linux","windows"],"deps":["curl"]}

    From compatibility in the SKILL.md frontmatter.

Context cost

Find Skills loads about 477 tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 173 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~477

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.

Safety

Auto-check passed

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.

SKILL.md

Its licence (Proprietary) doesn't allow us to republish the file, so here is its outline and opening line. It has 173 words (~477 tokens).

“Use this skill when users ask:”

— opening of SKILL.md by DrugClaw, Proprietary
name
find-skills
compatibility
{"os":["darwin","linux","windows"],"deps":["curl"]}
license
Proprietary. LICENSE.txt has complete terms

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/built-in/find-skills of DrugClaw/DrugClaw.

Open the folder on GitHubat commit 960a6e0

Compare with similar skills

Find Skills 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.

Find Skills compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Find Skills this skillDrugClaw/DrugClaw126—~477Automated safety check: PassProprietary
Publish Research Siteagentara/skills603—~1.9kAutomated safety check: PassMIT
Vercel Composition Patternssupabase/supabase111k58 repos~726Automated safety check: PassMIT
Agent Browser CLIvercel-labs/agent-browser44k24 repos~864Automated safety check: PassApache-2.0
Vercel Deploybytedance/deer-flow84k10 repos~797Automated safety check: PassMIT
Hypothesis Generationspacering-net/codeg3.9k14 repos~3.6kAutomated safety check: NotesMIT

Similar skills

  • Publish Research Site

    agentara/skills

    Turn a thesis, proposition, trend, question, or explainer topic into a citation-backed, image-rich, interactive website and deploy it with Vercel CLI.

    603 GitHub stars~1.9k tokensUpdated 11 days ago
    Research & ScienceAuto-check passed
  • Official

    React composition patterns that scale. An agent skill from supabase/supabase.

    111k GitHub starsUsed in 58 repos~726 tokens
    DevelopmentAuto-check passed
  • Agent Browser CLI

    vercel-labs/agent-browser

    Official

    Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking…

    44k GitHub starsUsed in 24 repos~864 tokens
    Productivity & AutomationAuto-check passed
  • Vercel Deploy

    bytedance/deer-flow

    Deploys a project to Vercel with one script and no login, then returns a live preview URL and a claim link for moving the deployment into your own Vercel account.

    84k GitHub starsUsed in 10 repos~797 tokens
    DevOps & CloudAuto-check passed
  • Hypothesis Generation

    spacering-net/codeg

    Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.

    3.9k GitHub starsUsed in 14 repos~3.6k tokens
    Research & ScienceAuto-check: notes
  • GitHub Deep Research

    bytedance/deer-flow

    Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.

    84k GitHub starsUsed in 4 repos~1.3k tokens
    Research & ScienceAuto-check passed

More from DrugClaw/DrugClaw

All 25 skills in this repo
  • Bio DB Tools

    DrugClaw/DrugClaw

    Query public biology databases and APIs including UniProt, RCSB PDB, AlphaFold DB, ClinVar, dbSNP, gnomAD, Ensembl, GEO, InterPro, KEGG, OpenTargets, Reactome, and STRING.

    126 GitHub stars~1.4k tokensUpdated 6 mo ago
    Auto-check passed
  • Grn Tools

    DrugClaw/DrugClaw

    Gene regulatory network workflow guide for transcriptomics and single-cell expression matrices using Arboreto, GRNBoost2, and GENIE3.

    126 GitHub stars~692 tokensUpdated 6 mo ago
    Auto-check passed
  • Knowledge Graph Tools

    DrugClaw/DrugClaw

    Drug-discovery knowledge-graph workflow guide for assembling drug-target-disease-pathway relationship graphs from OpenTargets GraphQL, ChEMBL REST, STRING PPI, and Reactome pathway APIs, then…

    126 GitHub stars~1.7k tokensUpdated 6 mo ago
    Auto-check passed
  • Literature Review Tools

    DrugClaw/DrugClaw

    Research-literature workflow guide for evidence-matrix assembly, citation-table normalization, structured review synthesis, and research-gap mapping.

    126 GitHub stars~923 tokensUpdated 6 mo ago
    Auto-check passed
  • Medical Data Tools

    DrugClaw/DrugClaw

    Medical data workflow guide for DICOM metadata inspection and basic de-identification, physiological signal analysis with NeuroKit2, and cohort-table profiling for clinical research datasets.

    126 GitHub stars~1.3k tokensUpdated 6 mo ago
    Auto-check passed
  • Omics Tools

    DrugClaw/DrugClaw

    Omics and single-cell workflow guide for AnnData, Scanpy-style dataset profiling, PyDESeq2-oriented count checks, pysam alignment inspection, and pyOpenMS mass-spectrometry summaries.

    126 GitHub stars~1.1k tokensUpdated 6 mo ago
    Auto-check passed

Works with

Questions about Find Skills

What does Find Skills do?

Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw. Find Skills is an agent skill from DrugClaw/DrugClaw. Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw.

When should I use Find Skills?

Find Skills fits situations like: research & Science work in your project.

How do I install Find Skills in Claude Code?

Run `npx skills add DrugClaw/DrugClaw --skill find-skills -a claude-code`. Or copy the skill folder (skills/built-in/find-skills in DrugClaw/DrugClaw) into .claude/skills/find-skills in your project. Claude Code loads it when a task matches its description.

How do I install Find Skills in Codex?

Run `npx skills add DrugClaw/DrugClaw --skill find-skills -a codex`. Or copy the skill folder (skills/built-in/find-skills in DrugClaw/DrugClaw) into .agents/skills/find-skills in your project. Codex loads it when a task matches its description.

Can I use Find Skills in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add DrugClaw/DrugClaw --skill find-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/find-skills, .gemini/skills/find-skills, .github/skills/find-skills and .opencode/skills/find-skills in your project.

What does Find Skills need to run?

Going by SKILL.md and its folder, Find Skills needs the command-line tools its instructions call (curl). Compatibility (from SKILL.md): {"os":["darwin","linux","windows"],"deps":["curl"]}.

Does Find Skills access the network?

SKILL.md names 3 domains. In commands or code: api.github.com and raw.githubusercontent.com; the agent is likely to contact these when it follows the instructions. As links in the text: github.com. This is read from the text; nothing was executed.

Is Find Skills safe to install?

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.

What licence does Find Skills use?

Find Skills carries a proprietary licence (declared in SKILL.md). It is published on GitHub, but it is not open source: read the licence file before using or sharing it.

How many tokens does Find Skills use?

About 477 tokens (SKILL.md is roughly 1.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Find Skills?

Skills that share tags, products or a category with Find Skills: Publish Research Site (agentara/skills, 603 stars), Vercel Composition Patterns (supabase/supabase, 111k stars), Agent Browser CLI (vercel-labs/agent-browser, 44k stars) and Vercel Deploy (bytedance/deer-flow, 84k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Find Skills?

DrugClaw (a GitHub organization) maintains it in DrugClaw/DrugClaw, which has 126 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on March 23, 2026.

Source: DrugClaw/DrugClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.