sandbase-skills

SandBase Skills

Browse the flagship Skill: skills.sh · Agentic Awesome Skills · Agent Skill Exchange · askill · Awesome Skills · skills.re · SkillsCat · OpenAgentSkill · AgentSkill.sh

Have a repeatable workflow that is missing? Request a Skill with a public example and acceptance criteria.

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245 installable Agent Skills for research, social intelligence, marketing, media generation, software engineering, data science, and business workflows. Install into any compatible agent (DeepSeek Harness, Claude Code, Codex, Cursor, Gemini CLI) and start working immediately. The flagship research Skill works with host-provided search tools; connect SandBase when you want broader provider coverage.

SandBase also exposes 2,000+ models and APIs, including a unified surface for LLM, image, and video generation. Skills define the workflow; the SandBase API or MCP bridge supplies optional model, media, search, social, and data capabilities when a workflow needs them.

Start with multi-source-search: it runs with your agent's existing search tools, ships a worked evidence-ledger example, and includes an offline validator. If it improves a real workflow, star the repository so other builders can discover it.

What are Skills?

A Skill is an instruction file that teaches an AI agent how to do one specific job. Each Skill defines a repeatable workflow, evidence rules, and output format. Portable Skills can use capabilities already provided by the host agent; specialized social, market, and data workflows can add SandBase providers when configured.

Repository Layout

The repository keeps the human-authored Skill instructions separate from the generated catalogs and client-specific packaging:

research/                 Research, social, and intelligence Skills
marketing/                Business, content, engineering, and data Skills
catalog/skills/           Install metadata for every published Skill
skills.json               Machine-readable registry manifest
agent-plugin/             Portable Agent Plugin packaging
.claude-plugin/           Claude Code marketplace manifest
dsh/                      DeepSeek Harness packaging and install metadata
examples/                 Worked research reports and validation fixtures
integrations/             SandBase registry and integration metadata
scripts/                  Catalog, package, and consistency checks
tests/                    Node and Python regression tests

research/ and marketing/ are the canonical Skill sources. When adding or renaming a Skill, update its matching entry in catalog/skills/, the registry manifest, and the relevant generated packaging, then run the checks below. The catalog is the authoritative list for installation paths; the tables in this README are a discoverability index.

Validation before opening a PR

npm test
npm run marketplace:check
npm run agent-plugin:check
python3 scripts/skillpack.py validate

Quick Start

# Try it without installing: generate the complete Skill prompt
npx skills use sandbaseai/sandbase-skills@multi-source-search

# Or install it into Codex
npx skills add sandbaseai/sandbase-skills@multi-source-search --agent codex

# Use it with your agent's existing web/search tools
# "Fact-check this claim with independent sources and validate the evidence ledger"

multi-source-search needs no SandBase account when the host agent already provides search and page-reading tools. For specialized social, market, and data-provider Skills, set SANDBASE_API_KEY in your environment—never in a prompt or committed file.

GitHub CLI (official Agent Skills workflow)

GitHub CLI 2.90.0 or later can preview a Skill before installing it. Because this repository groups Skills by domain, pass the exact path shown in the catalog:

# Inspect the instructions and bundled files without installing anything
gh skill preview sandbaseai/sandbase-skills research/multi-source-search

# Install it for Codex at user scope
gh skill install sandbaseai/sandbase-skills research/multi-source-search \
  --agent codex --scope user

Replace the final path with another linked Skill path from the catalog below. See GitHub's gh skill documentation for supported agents, version pinning, updates, and security guidance.

Portable Agent Plugin (Copilot CLI and compatible clients)

Install the curated, account-free research plugin directly from this repository:

copilot plugin install sandbaseai/sandbase-skills:agent-plugin

The plugin follows the vendor-neutral Agent Plugins 1.0 specification and currently packages multi-source-search with its references and offline evidence-ledger validator. Its generated Skill copy is checked against the canonical source in CI.

Add SandBase MCP tools to the same agent

Skills provide repeatable instructions; SandBase CLI adds six MCP tools for discovering and running 2,000+ models and APIs. Connect one of the 25 supported client targets, then use these Skills and MCP tools in the same agent:

npx -y https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz connect --client codex

Replace codex with another client ID from the verified catalog. If the bridge is useful in your workflow, star SandBase CLI so other agent users can discover it.

DeepSeek Harness

Install all 245 Skills as a native DSH bundle:

dsh plugin --profile web add github:sandbaseai/sandbase-skills
dsh web

The bundle mounts the packaged marketing/ and research/ directories through DSH's filesystem Skill provider while preserving the default Skill roots.

To copy only the flagship Skill into one project's .dsh/skills/multi-source-search directory:

npx --yes github:sandbaseai/sandbase-skills add multi-source-search

The single-Skill installer and the bundle both run directly from the GitHub source, so no npm publication or SandBase account is required.

Claude Code marketplace

Install all 245 Skills as a native Claude Code plugin:

/plugin marketplace add sandbaseai/sandbase-skills
/plugin install sandbase-skills@sandbase-agent-skills

The marketplace manifest lists every Skill explicitly, so Claude Code can discover them on demand without copying directories by hand.

Verify research output offline

The multi-source-search Skill produces an evidence ledger that can be checked before you trust or share its synthesis:

See the complete worked example, which cross-checks one claim against primary documentation from GitHub, GitLab, and Atlassian.

python3 research/multi-source-search/scripts/validate_report.py \
  examples/verifiable-research-report.json
# VALID: 3 source(s), 1 claim(s), 2 provider(s)

The validator rejects unknown or duplicate sources, inflated confidence, unused evidence, and high-confidence claims that still have a declared conflict. It runs offline and checks internal consistency; it does not claim that a source is true.

For an end-to-end example that runs this research contract inside a governed, sandboxed runtime, read Build an Auditable Research Agent.

Try a Real Workflow

Install the matching Skill, then give your agent one of these tasks:

Skill	Example task	What you get	Install
twitter-intelligence	“Compare sentiment and recurring complaints for Brand A and Brand B on X this month.”	Source-linked posts, trends, accounts, and a structured comparison	skills.sh
multi-source-search	“Verify the strongest evidence for and against this market claim.”	Cross-checked web and academic findings with disagreements called out	skills.sh
competitor-monitor	“Track three competitors’ pricing, launches, content, and social activity.”	A dated competitive-intelligence brief with observed changes	skills.sh
seo-content-brief	“Build a writer-ready brief for this target keyword.”	Search intent, competing pages, required subtopics, and differentiation angles	skills.sh
github-profile-research	“Assess this engineering team’s open-source activity.”	Repository, language, contribution, star, and activity analysis	skills.sh
youtube-research	“Map the leading channels and audience questions in this niche.”	Video and channel discovery, transcript evidence, and comment themes	skills.sh

Skill Catalog (245 Skills)

Social Intelligence (14 Skills)

Research and monitor conversations across every major social platform.

Skill	Platform	Use it to
twitter-intelligence	Twitter/X	Search tweets, track trends, analyze users, monitor sentiment
youtube-research	YouTube	Search videos, analyze channels, extract transcripts, read comments
instagram-research	Instagram	Analyze profiles, track hashtags, research content strategies
tiktok-research	TikTok	Search videos, analyze creators, track hashtag challenges
linkedin-research	LinkedIn	Research companies, professionals, job markets
reddit-research	Reddit	Search discussions, monitor communities, discover trends
xiaohongshu-research	Xiaohongshu (RED)	Search notes, analyze creators, track consumer trends
weibo-research	Weibo	Monitor hot searches, track trending topics, analyze sentiment
douyin-research	Douyin	Search videos, analyze creators, track challenges
wechat-channels-research	WeChat Channels	Search videos, analyze live streams
wechat-mp-research	WeChat Official Accounts	Research articles, analyze accounts
wechat-search	WeChat	Search across WeChat ecosystem
china-social-research	Multi-platform	Cross-platform China social research
community-research	Reddit + Telegram	Online community analysis

Search & Research (24 Skills)

Find, validate, and synthesize information from multiple sources.

Skill	Use it to
multi-source-search	Cross-validate research with host search tools and optional Tavily, Exa, Scholar, and Cloudsway coverage
tavily-deep-research	Advanced web search with content extraction and site mapping
exa-deep-search	Semantic search and source extraction with Exa
exa-similar-finder	Find pages similar to any URL
academic-research	Search scholarly papers with AI-powered explanations
academic-trend-research	Track emerging research areas and breakthrough papers
google-news-research	Monitor news articles and media coverage
web-scraper	Scrape pages, crawl sites, extract structured data
last30days-research	Multi-platform research for the last 30 days
topic-deep-dive	Exhaustive multi-source topic research
event-tracker	Track events in real-time across platforms
trend-spotter	Spot emerging trends across platforms
news-aggregator	Aggregate news from multiple sources
market-research	Comprehensive market intelligence
newsletter-research	Discover industry newsletters and publications
podcast-research	Find podcasts and episodes by topic
content-ideation	Generate data-backed content ideas
internet-skill-finder	Find and verify installable Agent Skills from current public repositories
database-lookup	Research and verify Database Lookup with explicit validation and safety boundaries
github-gem-seeker	Research and verify GitHub Gem Seeker with explicit validation and safety boundaries
hackernews-frontpage	Research and verify Hacker News Front Page with explicit validation and safety boundaries
microsoft-code-reference	Research and verify Microsoft Code Reference with explicit validation and safety boundaries
microsoft-docs	Research and verify Microsoft Docs with explicit validation and safety boundaries
usfiscaldata	Research and verify U.S. Fiscal Data with explicit validation and safety boundaries

Business Intelligence (28 Skills)

Company research, sales intelligence, and competitive analysis.

Skill	Use it to
apollo-company-research	Search companies, enrich profiles, track hiring
akta-company-research	Research companies via employee and product reviews
company-enrichment	Enrich company data from multiple sources
google-maps-reviews	Analyze local business reviews
product-intelligence	Cross-platform product market research
product-review-extractor	Extract and analyze product reviews at scale
competitive-pricing	Benchmark pricing against competitors
pricing-page-analyzer	Extract and analyze competitor pricing
review-aggregator	Aggregate reviews from multiple platforms
startup-research	Research startups with funding, team, and traction
hiring-intelligence	Analyze hiring patterns and talent competition
talent-sourcing	Source candidates by skills and expertise
lead-research	Build complete prospect profiles
outreach-builder	Build verified outreach lists
email-outreach-prep	Prepare personalized email outreach
sales-intelligence	Account intelligence for sales conversations
partnership-research	Qualify potential partners with data
industry-landscape	Map any industry's competitive landscape
local-market-research	Research local markets with reviews and social data
data-enrichment	Fill data gaps with verified intelligence
stock-analysis	Research public companies with current market, ownership, and filing evidence
similarweb-analytics	Compare estimated website traffic, engagement, channels, and geography
market-sizing-analysis	Calculate evidence-backed TAM, SAM, and SOM ranges
variance-analysis	Decompose financial variances into business drivers
reconciliation	Match account data and classify open differences
cash-flow-snapshot	Forecast 30/60/90-day cash flow and liquidity risks
sales-enablement	Create buyer-specific sales collateral
prd	Turn product ideas into measurable requirements

Business & Operations (12 Skills)

Plan and verify operational, financial, legal, and decision-support workflows.

Skill	Use it to
audit-support	Plan and verify Audit Support with explicit validation and safety boundaries
brainstorm-experiments-new	Plan and verify Brainstorm Experiments New with explicit validation and safety boundaries
business-model	Plan and verify Business Model with explicit validation and safety boundaries
call-prep	Plan and verify Call Prep with explicit validation and safety boundaries
close-management	Plan and verify Close Management with explicit validation and safety boundaries
daily-briefing	Plan and verify Daily Briefing with explicit validation and safety boundaries
journal-entry-prep	Plan and verify Journal Entry Prep with explicit validation and safety boundaries
lean-canvas	Plan and verify Lean Canvas with explicit validation and safety boundaries
legal-risk-assessment	Plan and verify Legal Risk Assessment with explicit validation and safety boundaries
meeting-briefing	Plan and verify Meeting Briefing with explicit validation and safety boundaries
revops	Plan and verify Revenue Operations with explicit validation and safety boundaries
team-composition-analysis	Plan and verify Team Composition Analysis with explicit validation and safety boundaries

Marketing & Content (25 Skills)

Brand monitoring, influencer marketing, and content strategy.

Skill	Use it to
brand-monitoring	Track brand mentions across all platforms
kol-discovery	Find and evaluate influencers across platforms
influencer-analytics	Analyze influencer performance with engagement data
social-listening	Monitor conversations about any topic globally
competitor-content-intelligence	Find differentiated content opportunities
competitor-monitor	Monitor competitor launches, pricing, campaigns, and market signals
thought-leadership-monitor	Track industry voices and their content
pr-media-monitor	Track press mentions and media narrative
content-performance	Analyze content performance across platforms
audience-research	Understand target audiences from community data
social-proof-research	Find authentic testimonials and endorsements
competitor-ad-research	Research competitor advertising strategies
hashtag-tracker	Track hashtag performance across platforms
crisis-monitor	Detect and assess crises before they escalate
reddit-customer-insights	Discover customer language and pain points
listicle-blog-writer	Research and write transparent, evidence-backed best-of articles
ai-seo	Create or review AI SEO with explicit validation and safety boundaries
alternative-blog-writer	Create or review Alternative Blog Writer with explicit validation and safety boundaries
churn-prevention	Create or review Churn Prevention with explicit validation and safety boundaries
comparison-article-writer	Create or review Comparison Article Writer with explicit validation and safety boundaries
copy-editing	Create or review Copy Editing with explicit validation and safety boundaries
grammar-check	Create or review Grammar Check with explicit validation and safety boundaries
humanizer	Create or review Humanizer with explicit validation and safety boundaries
marketing-ideas	Create or review Marketing Ideas with explicit validation and safety boundaries
marketing-psychology	Create or review Marketing Psychology with explicit validation and safety boundaries

Marketing & SEO (8 Skills)

Search engine optimization, SERP analysis, and technical auditing.

Skill	Use it to
seo-keyword-insights	Build evidence-backed keyword strategies with DataForSEO
backlink-gap-analysis	Find ethical backlink gaps against competitors
serp-analysis	Analyze live Google SERP results and features
seo-content-brief	Generate SERP-backed content briefs
site-audit	Audit website content, structure, and SEO health
programmatic-seo	Design and validate data-driven SEO page families
backlink-analysis	Analyze Backlink Analysis with explicit validation and safety boundaries
seo-competitor-analysis	Analyze Seo Competitor Analysis with explicit validation and safety boundaries

Media Generation (4 Skills)

Plan, generate, assemble, and verify multimedia deliverables.

Skill	Use it to
video-generator	Produce cost-aware multi-shot videos with SandBase image, video, music, and speech models
music-prompter	Design prompts and generate cost-aware songs, instrumentals, and multi-part music with SandBase
manim-animator	Build reproducible mathematical and explanatory animations with optional SandBase media
game-dev	Build and verify playable browser games with optional SandBase-generated assets

Design & Media (30 Skills)

Create and review interfaces, diagrams, animation, and editable media.

Skill	Use it to
accessibility-review	Create or review Accessibility Review with explicit validation and safety boundaries
beautiful-article	Create or review Beautiful Article with explicit validation and safety boundaries
captions-overlay	Create or review Captions Overlay with explicit validation and safety boundaries
cut-the-curve	Create or review Cut The Curve with explicit validation and safety boundaries
emil-design-eng	Create or review Design Engineering Craft with explicit validation and safety boundaries
excalidraw-diagram-generator	Create or review Excalidraw Diagram Generator with explicit validation and safety boundaries
gsap-core	Create or review GSAP Core with explicit validation and safety boundaries
gsap-frameworks	Create or review GSAP Framework Integrations with explicit validation and safety boundaries
gsap-plugins	Create or review GSAP Plugins with explicit validation and safety boundaries
gsap-react	Create or review GSAP React with explicit validation and safety boundaries
gsap-scrolltrigger	Create or review GSAP ScrollTrigger with explicit validation and safety boundaries
gsap-timeline	Create or review GSAP Timeline with explicit validation and safety boundaries
gsap-utils	Create or review GSAP Utilities with explicit validation and safety boundaries
html-video-production	Create or review HTML Video Production with explicit validation and safety boundaries
hyperframes-keyframes	Create or review Hyperframes Keyframes with explicit validation and safety boundaries
hyperframes-registry	Create or review Hyperframes Registry with explicit validation and safety boundaries
image-manipulation-image-magick	Create or review ImageMagick Image Manipulation with explicit validation and safety boundaries
json-canvas	Create or review JSON Canvas with explicit validation and safety boundaries
legacy-circuit-mockups	Create or review Legacy Circuit Mockups with explicit validation and safety boundaries
markdown-mermaid-writing	Create or review Markdown and Mermaid Writing with explicit validation and safety boundaries
markdown-to-html	Create or review Markdown To Html with explicit validation and safety boundaries
oversized-cursor	Create or review Oversized Cursor with explicit validation and safety boundaries
penpot-uiux-design	Create or review Penpot UI/UX Design with explicit validation and safety boundaries
plantuml-ascii	Create or review PlantUML ASCII with explicit validation and safety boundaries
playground	Create or review Playground with explicit validation and safety boundaries
review-animations	Create or review Review Animations with explicit validation and safety boundaries
seam-craft	Create or review Seam Craft with explicit validation and safety boundaries
tailwind-design-system	Create or review Tailwind Design System with explicit validation and safety boundaries
video-template-frame-glitch-title	Create or review Video Template Frame Glitch Title with explicit validation and safety boundaries
video-template-frame-light-leak-cinema	Create or review Video Template Frame Light Leak Cinema with explicit validation and safety boundaries

Data Science & Analytics (27 Skills)

Build reproducible statistics, machine-learning, visualization, and data-engineering workflows.

Skill	Use it to
airflow-dag-patterns	Build reproducible Airflow Dag Patterns with explicit validation and safety boundaries
backtesting-frameworks	Build reproducible Backtesting Frameworks with explicit validation and safety boundaries
dask	Build reproducible Dask with explicit validation and safety boundaries
data-context-extractor	Build reproducible Data Context Extractor with explicit validation and safety boundaries
data-visualization	Build reproducible Data Visualization with explicit validation and safety boundaries
dbt-transformation-patterns	Build reproducible dbt Transformation Patterns with explicit validation and safety boundaries
experimental-design	Build reproducible Experimental Design with explicit validation and safety boundaries
huggingface-datasets	Build reproducible Hugging Face Datasets with explicit validation and safety boundaries
matplotlib	Build reproducible Matplotlib with explicit validation and safety boundaries
networkx	Build reproducible NetworkX with explicit validation and safety boundaries
polars	Build reproducible Polars with explicit validation and safety boundaries
powerbi-modeling	Build reproducible Power BI Modeling with explicit validation and safety boundaries
risk-metrics-calculation	Build reproducible Risk Metrics Calculation with explicit validation and safety boundaries
seaborn	Build reproducible Seaborn with explicit validation and safety boundaries
shap	Build reproducible SHAP with explicit validation and safety boundaries
single-cell-rna-qc	Build reproducible Single-Cell RNA QC with explicit validation and safety boundaries
spark-optimization	Build reproducible Spark Optimization with explicit validation and safety boundaries
sql-optimization-patterns	Build reproducible SQL Optimization Patterns with explicit validation and safety boundaries
sql-queries	Build reproducible SQL Queries with explicit validation and safety boundaries
stable-baselines3	Build reproducible Stable-Baselines3 with explicit validation and safety boundaries
statistical-power	Build reproducible Statistical Power with explicit validation and safety boundaries
statsmodels	Build reproducible Statsmodels with explicit validation and safety boundaries
sympy	Build reproducible SymPy with explicit validation and safety boundaries
torch-geometric	Build reproducible PyTorch Geometric with explicit validation and safety boundaries
umap-learn	Build reproducible UMAP-learn with explicit validation and safety boundaries
vaex	Build reproducible Vaex with explicit validation and safety boundaries
validate-data	Build reproducible Validate Data with explicit validation and safety boundaries

Software Engineering & DevOps (48 Skills)

Design, implement, test, document, and operate software systems.

Skill	Use it to
agentic-eval	Implement and verify Agentic Eval with explicit validation and safety boundaries
api-designer	Implement and verify API Designer with explicit validation and safety boundaries
appinsights-instrumentation	Implement and verify Application Insights Instrumentation with explicit validation and safety boundaries
azure-role-selector	Implement and verify Azure Role Selector with explicit validation and safety boundaries
behave-skill	Implement and verify Behave BDD with explicit validation and safety boundaries
chrome-devtools	Implement and verify Chrome Devtools with explicit validation and safety boundaries
ci-cd-and-automation	Implement and verify CI/CD and Automation with explicit validation and safety boundaries
claude-automation-recommender	Implement and verify Claude Automation Recommender with explicit validation and safety boundaries
claude-md-improver	Implement and verify CLAUDE.md Improver with explicit validation and safety boundaries
code-documenter	Implement and verify Code Documenter with explicit validation and safety boundaries
cowork-plugin-customizer	Implement and verify Cowork Plugin Customizer with explicit validation and safety boundaries
dispatching-parallel-agents	Implement and verify Dispatching Parallel Agents with explicit validation and safety boundaries
final-release-review	Implement and verify Final Release Review with explicit validation and safety boundaries
finishing-a-development-branch	Implement and verify Finishing A Development Branch with explicit validation and safety boundaries
gemini-api	Implement and verify Gemini API with explicit validation and safety boundaries
git-commit	Implement and verify Git Commit with explicit validation and safety boundaries
git-workflow-and-versioning	Implement and verify Git Workflow And Versioning with explicit validation and safety boundaries
google-cloud-waf-cost-optimization	Implement and verify Google Cloud WAF Cost Optimization with explicit validation and safety boundaries
google-cloud-waf-operational-excellence	Implement and verify Google Cloud WAF Operational Excellence with explicit validation and safety boundaries
google-cloud-waf-performance-optimization	Implement and verify Google Cloud WAF Performance Optimization with explicit validation and safety boundaries
google-cloud-waf-reliability	Implement and verify Google Cloud WAF Reliability with explicit validation and safety boundaries
google-cloud-waf-security	Implement and verify Google Cloud WAF Security with explicit validation and safety boundaries
google-cloud-waf-sustainability	Implement and verify Google Cloud WAF Sustainability with explicit validation and safety boundaries
grafana-dashboards	Implement and verify Grafana Dashboards with explicit validation and safety boundaries
graphql-architect	Implement and verify GraphQL Architect with explicit validation and safety boundaries
huggingface-gradio	Implement and verify Hugging Face Gradio with explicit validation and safety boundaries
hybrid-search-implementation	Implement and verify Hybrid Search Implementation with explicit validation and safety boundaries
k8s-security-policies	Implement and verify Kubernetes Security Policies with explicit validation and safety boundaries
langchain-architecture	Implement and verify LangChain Architecture with explicit validation and safety boundaries
make-repo-contribution	Implement and verify Make Repo Contribution with explicit validation and safety boundaries
mcp-cli	Implement and verify MCP CLI with explicit validation and safety boundaries
ml-pipeline	Implement and verify ML Pipeline with explicit validation and safety boundaries
nuget-manager	Implement and verify NuGet Manager with explicit validation and safety boundaries
observability-and-instrumentation	Implement and verify Observability And Instrumentation with explicit validation and safety boundaries
pr-draft-summary	Implement and verify PR Draft Summary with explicit validation and safety boundaries
prometheus-configuration	Implement and verify Prometheus Configuration with explicit validation and safety boundaries
refactor	Implement and verify Refactor with explicit validation and safety boundaries
similarity-search-patterns	Implement and verify Similarity Search Patterns with explicit validation and safety boundaries
slo-implementation	Implement and verify SLO Implementation with explicit validation and safety boundaries
source-management	Implement and verify Source Management with explicit validation and safety boundaries
spec-driven-development	Implement and verify Spec Driven Development with explicit validation and safety boundaries
systematic-debugging	Implement and verify Systematic Debugging with explicit validation and safety boundaries
test-driven-development	Implement and verify Test Driven Development with explicit validation and safety boundaries
turborepo	Implement and verify Turborepo with explicit validation and safety boundaries
vector-index-tuning	Implement and verify Vector Index Tuning with explicit validation and safety boundaries
verification-before-completion	Implement and verify Verification Before Completion with explicit validation and safety boundaries
vscode-ext-localization	Implement and verify VS Code Extension Localization with explicit validation and safety boundaries
writing-plans	Implement and verify Writing Plans with explicit validation and safety boundaries

Tools & Utilities (25 Skills)

Practical tools for everyday agent tasks.

Skill	Use it to
email-validator	Verify email deliverability and reputation
domain-intelligence	Research domains (WHOIS, DNS, SSL, security)
domain-analyzer	Complete domain analysis from DNS to SEO
tech-stack-detector	Identify what tech powers any website
screenshot-capture	Capture screenshots of any URL
url-to-markdown	Convert web pages to clean Markdown
youtube-transcript	Extract transcripts from YouTube videos
document-parser	Parse PDFs and documents to text
content-translator	Translate text between languages
sentiment-analyzer	Analyze sentiment in any text
weather-lookup	Check weather conditions worldwide
flight-tracker	Track flight status in real time
currency-converter	Convert currencies with live rates
github-profile-research	Research developer GitHub profiles
npm-package-research	Evaluate npm packages before installing
cve-lookup	Look up security vulnerabilities by CVE
website-monitor	Monitor websites for changes and health
task-management	Maintain a shared repository-local task tracker
meeting-minutes	Turn meeting inputs into decisions and action items
ticket-triage	Classify, prioritize, and route support issues
excel-generator	Create polished Excel workbooks and verify their formulas, structure, and layout
i-have-adhd	Apply ADHD-Friendly Communication with explicit validation and safety boundaries
memory-management	Apply Memory Management with explicit validation and safety boundaries
obsidian-bases	Apply Obsidian Bases with explicit validation and safety boundaries
obsidian-markdown	Apply Obsidian Markdown with explicit validation and safety boundaries

Install

# Install any Skill by name
npx skills add sandbaseai/sandbase-skills@<skill-name> --agent codex

# Global install (available across all projects)
npx skills add sandbaseai/sandbase-skills@<skill-name> --agent codex --global

# Find indexed SandBase Skills by topic
npx skills find "research" --owner sandbaseai

# Browse every Skill in the repository
npx skills add sandbaseai/sandbase-skills --list

Supported Agents

Skills work with any agent that implements the Agent Skills specification:

• Claude Code — ~/.claude/skills/
• OpenAI Codex — ~/.codex/skills/
• Cursor — ~/.cursor/skills/
• Gemini CLI — ~/.gemini/skills/
• OpenClaw, Hermes, Amp, Devin — via npx skills add

How It Works

User Question → Agent reads SKILL.md → Uses host tools and/or SandBase → Validates evidence → Answer

1. You ask a question or give a task
2. Your agent reads the installed Skill's instructions
3. The Skill starts with compatible search or browser tools already available to the host
4. When configured, SandBase adds provider-specific capabilities via sandbase_discover → sandbase_inspect → sandbase_run (poll async results with sandbase_run_get)
5. The agent executes the workflow, validates structured evidence, and delivers the result

SandBase Ecosystem

• SandBase CLI — connect Codex, Claude Code, Cursor, Gemini CLI, and other MCP clients to 2,000+ AI models and APIs with one onboarding command.
• SandBase Harness — run persistent agent sessions with sandboxed tools, resumable streams, artifacts, cancellation, audit, and replay in your own infrastructure.
• DSH Plugin Store — discover runtime-verified DeepSeek Harness plugins, install them into a local Web profile, and inspect active loader state from Settings.

Pricing

Skills themselves are free and open source (Apache-2.0). multi-source-search can use compatible host-provided tools without a SandBase account. Optional SandBase API calls are usage-based — typically $0.001–$0.01 per call. A typical research task using those calls costs $0.05–$0.20.

See sandbase.ai/pricing for current rates.

Repository Layout

research/<skill>/SKILL.md           Agent instruction file
research/<skill>/references/        API maps and workflow guidance
marketing/<skill>/                  Original marketing skills
catalog/skills/                     Web display metadata
integrations/sandbase-registry/     Platform registry manifests
scripts/skillpack.py                Validation helper

Contributing

See CONTRIBUTING.md before adding or changing a Skill.

# Validate locally
python3 scripts/skillpack.py validate
python3 -m unittest discover -s tests -v

License

Apache-2.0. See LICENSE. Adapted third-party Skills retain their original licenses and pinned source revisions in THIRD_PARTY_NOTICES.md.

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Built for SandBase — One connection. Dynamic access to data sources and models. 245 installable agent skills.