SandBase Skills

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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.

Multi-source search workflow: search capabilities, source-origin tracing, evidence ledger, and offline validation

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.


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

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