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.
- Reads credentials
- Sends data out
54 other projects use a version of this.
Adopted by
Most recently taken up by
- beCyborg/jadlis-searchtheir own version, first seen Nov 8, 2026
- hydra-db/hydradb-claude-codetheir own version, first seen Nov 8, 2026
- Mahashwetha/Job-search-email-system-claudetheir own version, first seen Nov 5, 2026
- denolfe/dotfilestheir own version, first seen Nov 2, 2026
- Arcadia-1/virtuoso-bridge-litetheir own version, first seen Nov 1, 2026
- jav-ed/skill_Managtheir own version, first seen Nov 1, 2026
Used with
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Other versions54 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 54
- anthropics/knowledge-work-plugins★ 35ksame name
- exa-labs/exa-mcp-server★ 5.2ksame name
- browserbase/agent-browse★ 3.7ksame name
- spotify/portal-ai-plugins★ 2.8ksame name
- Muuuun/luxas★ 1.2ksame name
- Arcadia-1/virtuoso-bridge-lite★ 1ksame name
- ZimoLiao/scholaraio★ 585same name
- BlockRunAI/blockrun-mcp★ 389same name
- project-numina/numina-lean-agent★ 279same name
- brightdata/skills★ 270same name
44 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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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
- Distinctive: line 18
Run live search, source discovery, and citation-ready research from one flagship AIsa search surface.
- Distinctive: line 34
Search the web quickly, then expand into cited answers without switching packages.
- Distinctive: line 75
Search the latest AI agent launches and show the most relevant sources first.
- Very specific: line 273
Use messages because the AIsa Perplexity endpoints are presented as "Ask AI" endpoints in the official docs.
“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.
Files
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, orperplexity-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:
| Endpoint | Use case |
/perplexity/sonar | Lightweight, cost-effective search answers with citations |
/perplexity/sonar-pro | Better for complex queries and multi-step follow-ups |
/perplexity/sonar-reasoning-pro | Stronger analytical reasoning with web search |
/perplexity/sonar-deep-research | Exhaustive 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
| Endpoint | Method | Description |
/scholar/search/web | POST | Web search with structured results |
/scholar/search/scholar | POST | Academic paper search |
/scholar/search/smart | POST | Hybrid scholar search |
/scholar/explain | POST | Generate result explanations |
/perplexity/sonar | POST | Lightweight search answers with citations |
/perplexity/sonar-pro | POST | Advanced search answers for complex tasks |
/perplexity/sonar-reasoning-pro | POST | Analytical reasoning with web search |
/perplexity/sonar-deep-research | POST | Exhaustive research reports |
/tavily/search | POST | Tavily search integration |
/tavily/extract | POST | Extract content from URLs |
/tavily/crawl | POST | Crawl web pages |
/tavily/map | POST | Generate site maps |
Parameters
Scholar search query parameters
| Parameter | Type | Description |
query | string | Search query |
max_num_results | integer | Max results (default 10) |
as_ylo | integer | Year lower bound |
as_yhi | integer | Year 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/fulland/search/smartare no longer documented here because you indicated those nodes have been retired.- The existing scholar and Tavily endpoints remain available.
veritystill focuses on parallel retrieval from scholar, web, hybrid scholar, and Tavily sources.
Full API Reference
See API Reference for complete endpoint documentation.
Resources
- AIsa Verity - Reference implementation of confidence-scored search agent
- AIsa Documentation - Complete API documentation
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
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