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baofeng-techbaofeng-tech/agent-skills-so/search/SKILL.md

search

Skill0 starsChanged 7 months agoMITView on GitHub

Search command center for web, academic, Tavily, and Perplexity-backed research through one AIsa API key. Use when: the user needs one flagship skill for live search, source discovery, or citation-ready research. Supports fast lookup, answer generation, and deep research reports.

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  • Sends data out

54 other projects use a version of this.

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Used with

Projects with it also use fetch, integrate and 10 more.

Other files people use alongside this one.

Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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The file

We split this skill into the rules it gives an agent

4 rules. 0 are common, 3 are distinctive, and 1 is very specific to this project.

  • 0

    Common

    Most of the 47 edited versions we read keep these.

  • 3

    Distinctive

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Run live search, source discovery, and citation-ready research from one flagship AIsa search surface.

    line 18
  2. Distinctive:

    Search the web quickly, then expand into cited answers without switching packages.

    line 34
  3. Distinctive:

    Search the latest AI agent launches and show the most relevant sources first.

    line 75
  4. Very specific:

    Use messages because the AIsa Perplexity endpoints are presented as "Ask AI" endpoints in the official docs.

    line 273

“Common” is measured: kept by at least 6 in 10 of the 47 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

AIsa Search Command Center

Run live search, source discovery, and citation-ready research from one flagship AIsa search surface.

When to use

  • The user needs one general-purpose search skill for live web lookup, source discovery, or research synthesis.
  • The user wants to move between quick search, scholar search, Tavily extraction, and Perplexity-backed answer generation without changing skills.
  • The user needs a flagship search lane that can expand into citations, summaries, and deep research.

When NOT to use

  • The task is specifically about cross-source verification, confidence scoring, or consensus checks better handled by multi-source-search.
  • The task is narrow enough for a single-provider sibling such as scholar-search, tavily-search, or perplexity-search.
  • The workflow must avoid relay-based calls to api.aisa.one.

High-Intent Workflows

  • Search the web quickly, then expand into cited answers without switching packages.
  • Pull academic sources or extracted pages when the first-pass lookup needs stronger evidence.
  • Produce a deep research report when the user wants a broader map instead of a short answer.

One API key gives you:

  • Structured web search
  • Scholar search
  • Hybrid scholar search
  • Tavily search and extraction tools
  • Perplexity Sonar answer-generation endpoints with citations

What This Skill Is Best For

Fast web lookup

Search the latest AI infrastructure launches and summarize the top sources.

Scholar-backed research

Find recent papers on multimodal reasoning from 2024 onward.

Citation-rich answers

Use Sonar Pro to answer which open-source agent frameworks are gaining traction and cite sources.

Deep research reports

Use Sonar Deep Research to produce a thorough market map of AI browser agents.

Quick Start

export AISA_API_KEY="your-key"

Example Requests

  • Search the latest AI agent launches and show the most relevant sources first.
  • Find papers and cited analysis on multimodal reasoning from the last 18 months.
  • Build a deep research report on browser-use agents with sources and tradeoffs.

Search APIs

Web Search

curl -X POST "https://api.aisa.one/apis/v1/scholar/search/web?query=AI+frameworks&max_num_results=10" \
  -H "Authorization: Bearer $AISA_API_KEY"

Scholar Search

curl -X POST "https://api.aisa.one/apis/v1/scholar/search/scholar?query=transformer+models&max_num_results=10" \
  -H "Authorization: Bearer $AISA_API_KEY"

curl -X POST "https://api.aisa.one/apis/v1/scholar/search/scholar?query=LLM&max_num_results=10&as_ylo=2024&as_yhi=2025" \
  -H "Authorization: Bearer $AISA_API_KEY"

Hybrid Scholar Search

curl -X POST "https://api.aisa.one/apis/v1/scholar/search/smart?query=machine+learning+optimization&max_num_results=10" \
  -H "Authorization: Bearer $AISA_API_KEY"

Perplexity Sonar APIs

The deprecated /search/full and /search/smart nodes have been removed from this skill.

The replacement flow is the Perplexity API family:

EndpointUse case
/perplexity/sonarLightweight, cost-effective search answers with citations
/perplexity/sonar-proBetter for complex queries and multi-step follow-ups
/perplexity/sonar-reasoning-proStronger analytical reasoning with web search
/perplexity/sonar-deep-researchExhaustive research and long-form reports

These descriptions are based on the AIsa docs:

Sonar

curl -X POST "https://api.aisa.one/apis/v1/perplexity/sonar" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "sonar",
    "messages": [
      {"role": "user", "content": "What changed in the AI agent ecosystem this week?"}
    ]
  }'

Sonar Pro

curl -X POST "https://api.aisa.one/apis/v1/perplexity/sonar-pro" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "sonar-pro",
    "messages": [
      {"role": "user", "content": "Compare the top browser-use agent frameworks and cite the key differences."}
    ]
  }'

Sonar Reasoning Pro

curl -X POST "https://api.aisa.one/apis/v1/perplexity/sonar-reasoning-pro" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "sonar-reasoning-pro",
    "messages": [
      {"role": "user", "content": "Analyze whether small vertical AI agents can defend against general-purpose copilots."}
    ]
  }'

Sonar Deep Research

curl -X POST "https://api.aisa.one/apis/v1/perplexity/sonar-deep-research" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "sonar-deep-research",
    "messages": [
      {"role": "user", "content": "Create a deep research report on AI coding agents in 2026, including product categories, pricing, and risks."}
    ]
  }'

Tavily APIs

curl -X POST "https://api.aisa.one/apis/v1/tavily/search" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"query":"latest AI developments"}'

curl -X POST "https://api.aisa.one/apis/v1/tavily/extract" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"urls":["https://example.com/article"]}'

curl -X POST "https://api.aisa.one/apis/v1/tavily/crawl" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"url":"https://example.com","max_depth":2}'

curl -X POST "https://api.aisa.one/apis/v1/tavily/map" \
  -H "Authorization: Bearer $AISA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"url":"https://example.com"}'

Python Client

# Structured search
python3 scripts/search_client.py web --query "latest AI news" --count 10
python3 scripts/search_client.py scholar --query "transformer architecture" --count 10
python3 scripts/search_client.py smart --query "autonomous agents" --count 10

# Perplexity Sonar family
python3 scripts/search_client.py sonar --query "Summarize this week's AI launches"
python3 scripts/search_client.py sonar-pro --query "Compare AI agent frameworks with citations"
python3 scripts/search_client.py sonar-reasoning-pro --query "Analyze the defensibility of AI copilots"
python3 scripts/search_client.py sonar-deep-research --query "Write a deep research report on AI browser agents"

# Optional system instruction
python3 scripts/search_client.py sonar-pro \
  --query "Map the top coding agent products" \
  --system "Respond in markdown with a short executive summary first."

# Tavily utilities
python3 scripts/search_client.py tavily-search --query "AI developments"
python3 scripts/search_client.py tavily-extract --urls "https://example.com/article"

# Multi-source retrieval
python3 scripts/search_client.py verity --query "Is quantum computing ready for enterprise?"

API Reference

EndpointMethodDescription
/scholar/search/webPOSTWeb search with structured results
/scholar/search/scholarPOSTAcademic paper search
/scholar/search/smartPOSTHybrid scholar search
/scholar/explainPOSTGenerate result explanations
/perplexity/sonarPOSTLightweight search answers with citations
/perplexity/sonar-proPOSTAdvanced search answers for complex tasks
/perplexity/sonar-reasoning-proPOSTAnalytical reasoning with web search
/perplexity/sonar-deep-researchPOSTExhaustive research reports
/tavily/searchPOSTTavily search integration
/tavily/extractPOSTExtract content from URLs
/tavily/crawlPOSTCrawl web pages
/tavily/mapPOSTGenerate site maps

Parameters

Scholar search query parameters

ParameterTypeDescription
querystringSearch query
max_num_resultsintegerMax results (default 10)
as_ylointegerYear lower bound
as_yhiintegerYear upper bound

Perplexity request body

This skill sends a minimal OpenAI-style payload:

{
  "model": "sonar-pro",
  "messages": [
    {"role": "system", "content": "Optional system instruction"},
    {"role": "user", "content": "Your question"}
  ]
}

Use messages because the AIsa Perplexity endpoints are presented as "Ask AI" endpoints in the official docs. This skill keeps the payload intentionally small for broad compatibility.

Notes

  • /search/full and /search/smart are no longer documented here because you indicated those nodes have been retired.
  • The existing scholar and Tavily endpoints remain available.
  • verity still focuses on parallel retrieval from scholar, web, hybrid scholar, and Tavily sources.

Full API Reference

See API Reference for complete endpoint documentation.

Resources

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