SkillAnything Skill Generator
AgentSkillOS/SkillAnything
Generates a complete agent skill for a target tool, API, library or workflow through a seven-phase pipeline that ends with testing, tuning and packaging for several platforms.
Scaffold a new ClawBio skill from a spec file (JSON/YAML) or interactively — generates SKILL.md, Python skeleton, tests, and updates catalog.json
$ npx skills add ClawBio/ClawBio --skill skill-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ClawBio/ClawBio skill-builder --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/ClawBio/ClawBio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/skill-builder .claude/skills/skill-builder && 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 "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .claude/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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/ClawBio/ClawBio/tree/main/skills/skill-builderType 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 ClawBio/ClawBio --skill skill-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ClawBio/ClawBio skill-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/skill-builder .agents/skills/skill-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .agents/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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 ClawBio/ClawBio --skill skill-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ClawBio/ClawBio skill-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/skill-builder .cursor/skills/skill-builder && 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 "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .cursor/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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/ClawBio/ClawBio.git --path skills/skill-builder--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 ClawBio/ClawBio --skill skill-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ClawBio/ClawBio skill-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/skill-builder .gemini/skills/skill-builder && 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 "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .gemini/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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 ClawBio/ClawBio skill-builderInstalls 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 ClawBio/ClawBio --skill skill-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/skill-builder .github/skills/skill-builder && 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 "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .github/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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 ClawBio/ClawBio --skill skill-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ClawBio/ClawBio skill-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/skill-builder .opencode/skills/skill-builder && 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 "skill-builder" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/skill-builder into .opencode/skills/skill-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-builder", 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.
skill-builderScaffold a new ClawBio skill from a spec file (JSON/YAML) or interactively — generates SKILL.md, Python skeleton, tests, and updates catalog.json
Skill Builder is an agent skill from ClawBio/ClawBio. Scaffold a new ClawBio skill from a spec file (JSON/YAML) or interactively — generates SKILL.md, Python skeleton, tests, and updates catalog.json
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files (for example `demo_spec.json`, `skill_builder.py` and `templates/spec_template.json`).
It sits in Agent Workflows, covering Skill authoring. It works with Python. The repository describes itself as: 🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 5e045e3. 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 script files (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom 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.
Skill Builder loads about 2.1k tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 647 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 ClawBio/ClawBio at commit 5e045e3, republished under its MIT licence (© ClawBio). 647 words, ~2,090 tokens.
.claude/skills/skill-builder/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.You are Skill Builder, a specialised ClawBio meta-skill for scaffolding new skills. Your role is to take a skill specification and generate a complete, PR-ready ClawBio skill directory with all required files.
catalog.json and clawbio.py — a 30-60 minute process prone to missing required sections or malformed YAML.CONTRIBUTING.md automatically — no forgotten sections, no malformed frontmatter, no missing reproducibility bundle.--interactive).SKILL.md against the CONTRIBUTING.md checklist (--validate-only).skills/catalog.json and patch clawbio.py's SKILLS dict when run from inside the ClawBio repo.--dry-run).| Format | Extension | Required Fields | Example |
|---|---|---|---|
| JSON spec | .json | name, description, author | spec.json |
| YAML spec | .yaml / .yml | name, description, author | spec.yaml (requires pyyaml) |
| Existing SKILL.md | .md | Any SKILL.md | Used with --validate-only |
When the user asks to create a new skill:
--interactiveSKILL.md, <name>.py, tests/test_<name>.py, examples/example_spec.jsoncatalog.json and patch the SKILLS dict in clawbio/cli.py (falls back to clawbio.py in older checkouts)# Spec-driven (recommended for agents)
python skills/skill-builder/skill_builder.py --input spec.json --output skills/my-skill/
# Interactive (human-friendly)
python skills/skill-builder/skill_builder.py --interactive
# Demo (scaffolds hello-bioinformatics skill)
python skills/skill-builder/skill_builder.py --demo --output /tmp/skill_builder_demo
# Validate an existing SKILL.md
python skills/skill-builder/skill_builder.py --validate-only --input skills/my-skill/SKILL.md
# Dry run (print without writing)
python skills/skill-builder/skill_builder.py --input spec.json --dry-run
# Via ClawBio runner
python clawbio.py run skill-builder --demo
python clawbio.py run skill-builder --input spec.jsonpython clawbio.py run skill-builder --demoExpected output: A fully scaffolded hello-bioinformatics skill at /tmp/skill_builder_demo/hello-bioinformatics/ — includes SKILL.md, hello_bioinformatics.py, tests/test_hello_bioinformatics.py, and a result.json + report.md in the skill-builder output directory documenting what was created.
Minimal spec (JSON):
{
"name": "my-skill",
"description": "What this skill does",
"author": "Your Name"
}Full spec with all optional fields:
{
"name": "my-skill",
"description": "One-line description of what this skill does",
"author": "Your Name",
"domain": "genomics",
"capabilities": ["Capability 1", "Capability 2"],
"trigger_keywords": ["keyword1", "another phrase"],
"tags": ["tag1", "tag2"],
"dependencies": {
"required": ["package >= 1.0"],
"optional": ["package2"]
},
"chaining_partners": ["pharmgx-reporter"],
"cli_alias": "myskill",
"input_formats": [
{
"format": "23andMe raw data",
"extension": ".txt",
"required_fields": "rsid, chromosome, position, genotype",
"example": "demo_patient.txt"
}
]
}vcf-annotator, not VCF_Annotator)--input/--output/--demo; output boilerplate creates report.md, result.json, reproducibility bundleclawbio.py SKILLS dict via targeted string replacementoutput_directory/
├── report.md # Summary of what was generated
├── result.json # Machine-readable scaffold manifest
└── reproducibility/
├── commands.sh # Exact command to reproduce the scaffold
├── environment.yml # Environment snapshot
└── checksums.sha256 # SHA-256 of report.md and result.json
Generated skill at skills/<name>/:
├── SKILL.md # Complete skill definition
├── <name>.py # Python skeleton with --input/--output/--demo
├── tests/
│ └── test_<name>.py # pytest skeleton with 3 standard tests
└── examples/
└── example_spec.json # The spec that generated this skillRequired (stdlib only — zero install):
argparse, pathlib, json, re, textwrap, shutil, getpass, socket)Optional:
pyyaml >= 6.0 — enables YAML spec files in addition to JSON; graceful fallback to JSON-only mode if absent--force; prompts or errors if destination existsTODO:result.json and the reproducibility bundle record exactly what was generated and whenTrigger conditions — the orchestrator routes here when:
name, description, author fields and asks to build a skillChaining partners:
bio-orchestrator: Skill builder output feeds back into the orchestrator once registered© ClawBio, MIT. 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 4 other files in skills/skill-builder of ClawBio/ClawBio.
Open the folder on GitHubat commit 5e045e3
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 ClawBio/ClawBio, which our catalogue first saw on October 7, 2026.
Skill Builder 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 |
|---|---|---|---|---|---|---|
| Skill Builder this skillClawBio/ClawBio | 1.2k | 1 repos | ~2.1k | Automated safety check: Pass | MIT | |
| SkillAnything Skill GeneratorAgentSkillOS/SkillAnything | 471 | — | ~1.9k | Automated safety check: Pass | MIT | |
| DBS Skill Makerdontbesilent2025/dbskill | 11k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Skill Creatorluongnv89/asm | 953 | — | ~5.3k | Automated safety check: Pass | MIT | |
| Run History Skill Builderdongshuyan/compass-skills | 751 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Skill Contract Reviewerrohitg00/ai-engineering-from-scratch | 66k | 1 repos | ~450 | Automated safety check: Pass | MIT |
AgentSkillOS/SkillAnything
Generates a complete agent skill for a target tool, API, library or workflow through a seven-phase pipeline that ends with testing, tuning and packaging for several platforms.
dontbesilent2025/dbskill
Turns a problem you keep running into into a single installable, tested skill, and prepares a GitHub repository only when you ask to share it.
luongnv89/asm
Create a skill or bring an existing one up to the same standard (validate + asm eval fix loop); run evals, tune triggering.
dongshuyan/compass-skills
Turn a completed task, browser flow, artifact pipeline, failure-recovery trace, or repeatedly refined workflow into a new reusable skill package or a reviewed skill-design plan.
rohitg00/ai-engineering-from-scratch
Validates an Agent Skill package against a portable contract with a Python checker, then picks the smallest set of instruction, capability or lifecycle primitives for the task.
TheSyart/emperor-agent
Create, update, import, or validate Emperor Skills (SKILL.md folders with optional scripts, references, and assets).
ClawBio/ClawBio
Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP.
ClawBio/ClawBio
Query TCGA tumor biology through the ucscxenatoolspy API. An agent skill from ClawBio/ClawBio.
ClawBio/ClawBio
Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP.
ClawBio/ClawBio
Population genetics of pre-aligned DNA sequences or multi-sample VCFs using selected DnaSP 6 methods.
ClawBio/ClawBio
Compute pairwise r² between a lead variant and every variant in a window using the 1000 Genomes Phase 3 GRCh38 reference panel, ancestry-stratified.
ClawBio/ClawBio
Download genomes, genes, virus sequences, and taxonomy data from NCBI using the datasets and dataformat CLI tools.
Works with
Categories
Scaffold a new ClawBio skill from a spec file (JSON/YAML) or interactively — generates SKILL.md, Python skeleton, tests, and updates catalog.json. Skill Builder is an agent skill from ClawBio/ClawBio.
Skill Builder fits situations like: tasks that involve Skill authoring.
Run `npx skills add ClawBio/ClawBio --skill skill-builder -a claude-code`. Or copy the skill folder (skills/skill-builder in ClawBio/ClawBio) into .claude/skills/skill-builder in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ClawBio/ClawBio --skill skill-builder -a codex`. Or copy the skill folder (skills/skill-builder in ClawBio/ClawBio) into .agents/skills/skill-builder 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 ClawBio/ClawBio --skill skill-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-builder, .gemini/skills/skill-builder, .github/skills/skill-builder and .opencode/skills/skill-builder in your project.
Going by SKILL.md and its folder, Skill Builder needs Python for the scripts in its folder and the command-line tools its instructions call (python). 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. Review the folder before installing.
Skill Builder is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.4k 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 Skill Builder: SkillAnything Skill Generator (AgentSkillOS/SkillAnything, 471 stars), DBS Skill Maker (dontbesilent2025/dbskill, 11k stars), Skill Creator (luongnv89/asm, 953 stars) and Run History Skill Builder (dongshuyan/compass-skills, 751 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ClawBio (a GitHub organization) maintains it in ClawBio/ClawBio, which has 1,154 GitHub stars. The repository holds 104 skills in this directory. The repository was last updated on October 7, 2026.
Source: ClawBio/ClawBio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.