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Use this when you need any help navigating SVAHNAR Platform and other products.
API & SDK Integration
Load, run, and interact with this agent programmatically using standard HTTP curl requests or the SVAHNAR SDK.
Secure Environment
Runs in isolated, zero-retention execution nodes with encrypted data transport.
Models Used (1)
gpt-oss-120b
Tools Attached (1)
KnowledgeRepo
MCP Connections (0)
No Model Context Protocol servers connected.
Specifications
AGENT TYPE
Single Agent
SUB-AGENTS
1 agent
SUPERVISOR
No
RUNS
1,200+ runs
Configuration (YAML)
create_agent_network:
agent-1:
tools:
tool_assigned:
- name: KnowledgeRepo
config:
HITL: false
k_repo_id: 727d37ae-789d-41e7-b232-701bcaeb0209
LLM_config:
params:
model: gpt-oss-120b
agent_name: SVAHNAR_DOCUMENTATION_HELPER_AGENT
incoming_edge:
- Start
outgoing_edge: []
agent_function: "# SVAHNAR Documentation Context\nThis document outlines the available\
\ documentation categories, subcategories, and specific documents with their\
\ IDs.\n\n## Category: Keyvault\n**Description for Keyvault:** Securely store,\
\ manage, and revoke API keys, credentials, and sensitive data used by your\
\ agents.\n\n- **Title:** Keyvault\n - **Doc ID:** `4ffbea6d-72a3-5713-9288-1771d66183c1`\n\
\ - **Description:** Learn how to securely store, manage, and revoke API keys\
\ and credentials using SVAHNAR Keyvault. Centralized secret management with\
\ encryption at rest and in...\n - **When to use:** Provides information on\
\ Keyvault within the Keyvault section. Learn how to securely store, manage,\
\ and revoke API keys and credentials using SVAHNAR Keyvault. Centralized secret\
\ management with encryption at rest and in...\n\n\n## Category: AI Framework\n\
**Description for AI Framework:** The SVAHNAR Agentic AI Framework enables developers\
\ and users to build, orchestrate, and deploy intelligent, autonomous AI systems.\n\
\n- **Title:** Agent Configuration Reference Guide\n - **Doc ID:** `43671523-6480-5312-a926-0dad541cc438`\n\
\ - **Description:** Complete reference for configuring AI agents on SVAHNAR,\
\ including LLM settings, tools, edges, and agent functions.\n - **When to\
\ use:** Provides information on Agent Configuration Reference Guide within\
\ the AI Framework section. Complete reference for configuring AI agents on\
\ SVAHNAR, including LLM settings, tools, edges, and agent functions.\n- **Title:**\
\ Create Agentic Network Configuration Guide\n - **Doc ID:** `f952c216-6a95-5102-9635-89354f5da72d`\n\
\ - **Description:** Learn how to build and configure multi-agent networks\
\ on SVAHNAR for complex, collaborative AI workflows.\n - **When to use:**\
\ Provides information on Create Agentic Network Configuration Guide within\
\ the AI Framework section. Learn how to build and configure multi-agent networks\
\ on SVAHNAR for complex, collaborative AI workflows.\n- **Title:** Create Simple\
\ Agent Configuration Guide\n - **Doc ID:** `3f1d7ddb-16e2-524c-8475-0966d526cff4`\n\
\ - **Description:** Step-by-step guide to creating a simple AI agent on SVAHNAR\
\ using YAML configuration.\n - **When to use:** Provides information on Create\
\ Simple Agent Configuration Guide within the AI Framework section. Step-by-step\
\ guide to creating a simple AI agent on SVAHNAR using YAML configuration.\n\
- **Title:** Introduction Configuration Guide\n - **Doc ID:** `122075a4-2eb8-5219-a793-fefce58a7efd`\n\
\ - **Description:** Learn the fundamentals of SVAHNAR's AI framework and how\
\ agentic networks enable multi-agent orchestration.\n - **When to use:** Provides\
\ information on Introduction Configuration Guide within the AI Framework section.\
\ Learn the fundamentals of SVAHNAR's AI framework and how agentic networks\
\ enable multi-agent orchestration.\n\n\n### Subcategory: Configuration\n**Description\
\ for Configuration:** Understand the YAML-first approach to configure agentic\
\ networks, agents, and their behaviors without complex code.\n\n- **Title:**\
\ LLM Reference Guide\n - **Doc ID:** `107e0b3a-6221-54ca-b4b7-f9ece007e6ab`\n\
\ - **Description:** Configure the large language model (LLM) for your SVAHNAR\
\ agents, including model selection, temperature, and parameters.\n - **When\
\ to use:** Provides information on LLM Reference Guide within the AI Framework,\
\ Configuration section. Configure the large language model (LLM) for your SVAHNAR\
\ agents, including model selection, temperature, and parameters.\n- **Title:**\
\ Initialization Reference Guide\n - **Doc ID:** `b7fe7a69-ed15-512f-8c6b-798d8b984fbb`\n\
\ - **Description:** Learn how to configure the initialization settings for\
\ your SVAHNAR AI agents.\n - **When to use:** Provides information on Initialization\
\ Reference Guide within the AI Framework, Configuration section. Learn how\
\ to configure the initialization settings for your SVAHNAR AI agents.\n- **Title:**\
\ Agent Function Reference Guide\n - **Doc ID:** `e6960b83-4288-5a7e-8a5b-bfe4e9979235`\n\
\ - **Description:** Configure agent functions in SVAHNAR to control agent\
\ behavior, prompts, and decision logic.\n - **When to use:** Provides information\
\ on Agent Function Reference Guide within the AI Framework, Configuration section.\
\ Configure agent functions in SVAHNAR to control agent behavior, prompts, and\
\ decision logic.\n- **Title:** Edges Reference Guide\n - **Doc ID:** `a16a9a4c-36d0-53a1-bd55-3465acdc55b0`\n\
\ - **Description:** Configure edges in SVAHNAR agentic networks to define\
\ routing logic and agent-to-agent communication.\n - **When to use:** Provides\
\ information on Edges Reference Guide within the AI Framework, Configuration\
\ section. Configure edges in SVAHNAR agentic networks to define routing logic\
\ and agent-to-agent communication.\n- **Title:** Tools Reference Guide\n -\
\ **Doc ID:** `73b1bd90-eaf5-5f11-9cc7-1b418490a428`\n - **Description:** Learn\
\ how to configure and assign tools to your SVAHNAR agents for enhanced capabilities.\n\
\ - **When to use:** Provides information on Tools Reference Guide within the\
\ AI Framework, Configuration section. Learn how to configure and assign tools\
\ to your SVAHNAR agents for enhanced capabilities.\n\n\n## Category: Agents\n\
**Description for Agents:** Programmatically validate, test, run, and manage\
\ your AI agent instances and deployments via the SVAHNAR API or console.\n\n\
- **Title:** Delete Agent\n - **Doc ID:** `4acf6901-54ab-5d42-b647-9a918213361e`\n\
\ - **Description:** Learn how to permanently delete an AI agent from your\
\ SVAHNAR workspace.\n - **When to use:** Provides information on Delete Agent\
\ within the Agents section. Learn how to permanently delete an AI agent from\
\ your SVAHNAR workspace.\n- **Title:** Update Agent\n - **Doc ID:** `56549ba3-0bdb-5afb-8c5f-5ba9f9123276`\n\
\ - **Description:** Learn how to update the configuration, name, and settings\
\ of an existing SVAHNAR AI agent.\n - **When to use:** Provides information\
\ on Update Agent within the Agents section. Learn how to update the configuration,\
\ name, and settings of an existing SVAHNAR AI agent.\n- **Title:** Chat History\
\ Formatting\n - **Doc ID:** `a3dd1c96-b493-5b1f-93f7-2caa8cb65c8c`\n - **Description:**\
\ A guide on how to format chat history for the SVAHNAR Agent Service API.\n\
\ - **When to use:** Provides information on Chat History Formatting within\
\ the Agents section. A guide on how to format chat history for the SVAHNAR\
\ Agent Service API.\n- **Title:** Run Agent\n - **Doc ID:** `80526e99-2f70-5db0-89d1-64a71ad36baa`\n\
\ - **Description:** Learn how to run and execute your SVAHNAR AI agent, trigger\
\ workflows, and monitor real-time responses.\n - **When to use:** Provides\
\ information on Run Agent within the Agents section. Learn how to run and execute\
\ your SVAHNAR AI agent, trigger workflows, and monitor real-time responses.\n\
- **Title:** Validate Agent\n - **Doc ID:** `a81052ec-e51c-5d41-bbd8-914a31174be2`\n\
\ - **Description:** Learn how to validate your SVAHNAR agent YAML configuration\
\ before deployment to catch errors early.\n - **When to use:** Provides information\
\ on Validate Agent within the Agents section. Learn how to validate your SVAHNAR\
\ agent YAML configuration before deployment to catch errors early.\n- **Title:**\
\ Get Agent Details\n - **Doc ID:** `080e16cc-34eb-5ac2-8e44-272a6e63bbb3`\n\
\ - **Description:** Retrieve detailed information about a specific SVAHNAR\
\ AI agent, including its configuration and status.\n - **When to use:** Provides\
\ information on Get Agent Details within the Agents section. Retrieve detailed\
\ information about a specific SVAHNAR AI agent, including its configuration\
\ and status.\n- **Title:** Create Agent\n - **Doc ID:** `f75d7c58-5013-5fac-a270-fe0b6d2e1840`\n\
\ - **Description:** Follow this guide to create and deploy an AI agent on\
\ SVAHNAR using the console or YAML configuration.\n - **When to use:** Provides\
\ information on Create Agent within the Agents section. Follow this guide to\
\ create and deploy an AI agent on SVAHNAR using the console or YAML configuration.\n\
- **Title:** Test Agent\n - **Doc ID:** `7cd6e44b-8977-5244-a7f7-c31d74541ede`\n\
\ - **Description:** Learn how to test your SVAHNAR AI agent to verify its\
\ behavior, responses, and tool usage before going live.\n - **When to use:**\
\ Provides information on Test Agent within the Agents section. Learn how to\
\ test your SVAHNAR AI agent to verify its behavior, responses, and tool usage\
\ before going live.\n- **Title:** List All Agents\n - **Doc ID:** `9eafe24f-24cc-5002-9a9d-f8ba40e815bd`\n\
\ - **Description:** View and manage all your AI agents on the SVAHNAR platform\
\ from a single list view.\n - **When to use:** Provides information on List\
\ All Agents within the Agents section. View and manage all your AI agents on\
\ the SVAHNAR platform from a single list view.\n\n\n## Category: OAuth Connections\n\
**Description for OAuth Connections:** Connect SVAHNAR to external services\
\ like Google, Slack, and Atlassian using secure OAuth 2.0 authorization for\
\ your agents.\n\n- **Title:** Connect SVAHNAR to Custom OAuth Clients | OAuth\
\ Setup\n - **Doc ID:** `9c3445f3-1891-556d-a18a-306843f222f0`\n - **Description:**\
\ Register your own OAuth 2.0 application in SVAHNAR to connect any service\
\ — including private MCP servers — using your own client credentials.\n -\
\ **When to use:** Provides information on Connect SVAHNAR to Custom OAuth Clients\
\ | OAuth Setup within the OAuth Connections section. Register your own OAuth\
\ 2.0 application in SVAHNAR to connect any service — including private MCP\
\ servers — using your own client credentials.\n- **Title:** Connect SVAHNAR\
\ to Microsoft Outlook | OAuth Setup\n - **Doc ID:** `82a36b7b-d7db-5327-809c-ec8383585da6`\n\
\ - **Description:** Connect SVAHNAR to Microsoft Outlook and the Microsoft\
\ Graph API for email, calendar, and meeting management in your AI agents.\n\
\ - **When to use:** Provides information on Connect SVAHNAR to Microsoft Outlook\
\ | OAuth Setup within the OAuth Connections section. Connect SVAHNAR to Microsoft\
\ Outlook and the Microsoft Graph API for email, calendar, and meeting management\
\ in your AI agents.\n- **Title:** Connect SVAHNAR to OAuth Connections | OAuth\
\ Setup\n - **Doc ID:** `ae31f2d0-e93b-5028-b65f-5f6cedaacf2c`\n - **Description:**\
\ Connect SVAHNAR to external services like Google, Slack, Microsoft Outlook,\
\ Atlassian, Box, GitHub, Notion, Salesforce, and SharePoint using secure OAuth\
\ 2.0...\n - **When to use:** Provides information on Connect SVAHNAR to OAuth\
\ Connections | OAuth Setup within the OAuth Connections section. Connect SVAHNAR\
\ to external services like Google, Slack, Microsoft Outlook, Atlassian, Box,\
\ GitHub, Notion, Salesforce, and SharePoint using secure OAuth 2.0...\n- **Title:**\
\ Connect SVAHNAR to Box | OAuth Setup\n - **Doc ID:** `f7be86a1-3818-5ddc-a603-5a7633eb34e9`\n\
\ - **Description:** Connect SVAHNAR to Box to ingest Box files into your Knowledge\
\ Repositories for AI-powered search and retrieval.\n - **When to use:** Provides\
\ information on Connect SVAHNAR to Box | OAuth Setup within the OAuth Connections\
\ section. Connect SVAHNAR to Box to ingest Box files into your Knowledge Repositories\
\ for AI-powered search and retrieval.\n- **Title:** Connect SVAHNAR to Atlassian\
\ (Jira + Confluence) | OAuth Setup\n - **Doc ID:** `83b415b1-620d-53d0-9298-82dd1f8b6fa8`\n\
\ - **Description:** Connect SVAHNAR to Atlassian Cloud to use Jira and Confluence\
\ in your AI agents for issue tracking, project management, and knowledge base\
\ operations.\n - **When to use:** Provides information on Connect SVAHNAR\
\ to Atlassian (Jira + Confluence) | OAuth Setup within the OAuth Connections\
\ section. Connect SVAHNAR to Atlassian Cloud to use Jira and Confluence in\
\ your AI agents for issue tracking, project management, and knowledge base\
\ operations.\n- **Title:** Connect SVAHNAR to GitHub | OAuth Setup\n - **Doc\
\ ID:** `433b05c0-7664-54a9-a9f2-e1d24b9d3a70`\n - **Description:** Connect\
\ SVAHNAR to GitHub to allow AI agents to read files, create issues, open pull\
\ requests, and manage repositories.\n - **When to use:** Provides information\
\ on Connect SVAHNAR to GitHub | OAuth Setup within the OAuth Connections section.\
\ Connect SVAHNAR to GitHub to allow AI agents to read files, create issues,\
\ open pull requests, and manage repositories.\n- **Title:** Connect SVAHNAR\
\ to Salesforce | OAuth Setup\n - **Doc ID:** `86e69f85-48da-5c08-98e1-4f66212e99af`\n\
\ - **Description:** Connect SVAHNAR to Salesforce CRM to allow AI agents to\
\ query, create, and update CRM records.\n - **When to use:** Provides information\
\ on Connect SVAHNAR to Salesforce | OAuth Setup within the OAuth Connections\
\ section. Connect SVAHNAR to Salesforce CRM to allow AI agents to query, create,\
\ and update CRM records.\n\n\n## Category: Tools\n**Description for Tools:**\
\ Equip your agents with external capabilities like web search, API integrations,\
\ and Human-in-the-Loop workflows to take real-world actions.\n\n- **Title:**\
\ Understanding Tools\n - **Doc ID:** `e9872ad0-9ce4-5c25-9e8c-75e6bdbac1ee`\n\
\ - **Description:** Learn how tools work in SVAHNAR AI agents, including how\
\ LLMs call tools to take real-world actions.\n - **When to use:** Provides\
\ information on Understanding Tools within the Tools section. Learn how tools\
\ work in SVAHNAR AI agents, including how LLMs call tools to take real-world\
\ actions.\n- **Title:** Human-in-the-Loop (HITL)\n - **Doc ID:** `ed373155-7ba9-51a6-a354-4498f29bde9e`\n\
\ - **Description:** Learn how to use Human-in-the-Loop (HITL) in SVAHNAR.\
\ Enable Human-in-the-Loop intervention to allow human administrators to approve,\
\ modify, or reject AI ag...\n - **When to use:** Provides information on Human-in-the-Loop\
\ (HITL) within the Tools section. Learn how to use Human-in-the-Loop (HITL)\
\ in SVAHNAR. Enable Human-in-the-Loop intervention to allow human administrators\
\ to approve, modify, or reject AI ag...\n- **Title:** Custom Instruction\n\
\ - **Doc ID:** `e7002f15-3e92-5944-b75b-c9620c947811`\n - **Description:**\
\ Learn how to use Custom Instruction in SVAHNAR. Add tool-specific instructions\
\ to guide AI agent behavior for individual tool calls.\n - **When to use:**\
\ Provides information on Custom Instruction within the Tools section. Learn\
\ how to use Custom Instruction in SVAHNAR. Add tool-specific instructions to\
\ guide AI agent behavior for individual tool calls.\n- **Title:** List of Tools\n\
\ - **Doc ID:** `37bee386-0e34-5561-ba9b-bafe3b715250`\n - **Description:**\
\ Browse the complete list of tools available in SVAHNAR, from web search and\
\ databases to CRM, email, and more.\n - **When to use:** Provides information\
\ on List of Tools within the Tools section. Browse the complete list of tools\
\ available in SVAHNAR, from web search and databases to CRM, email, and more.\n\
\n\n### Subcategory: Tools List\n**Description for Tools List:** A quick look\
\ at what tools are available on SVAHNAR Platform, apart from MCP servers.\n\
\n- **Title:** Wikipedia Tool Integration Guide\n - **Doc ID:** `b095d137-8918-5b95-b3b5-f9eee5017d9f`\n\
\ - **Description:** Enable SVAHNAR AI agents to search Wikipedia for article\
\ summaries and encyclopedic knowledge.\n - **When to use:** Provides information\
\ on Wikipedia Tool Integration Guide within the Tools, Tools List section.\
\ Enable SVAHNAR AI agents to search Wikipedia for article summaries and encyclopedic\
\ knowledge.\n- **Title:** Google Jobs Tool Integration Guide\n - **Doc ID:**\
\ `8c11c113-e962-56a2-9634-3da4b884f95e`\n - **Description:** Search and retrieve\
\ job listings from Google Jobs within your SVAHNAR AI agent workflows.\n -\
\ **When to use:** Provides information on Google Jobs Tool Integration Guide\
\ within the Tools, Tools List section. Search and retrieve job listings from\
\ Google Jobs within your SVAHNAR AI agent workflows.\n- **Title:** Arxiv Tool\
\ Integration Guide\n - **Doc ID:** `0b68e11c-d6d1-5aac-a94b-d9cd226bfc95`\n\
\ - **Description:** Enable SVAHNAR agents to search and retrieve academic\
\ papers from Arxiv for research and analysis workflows.\n - **When to use:**\
\ Provides information on Arxiv Tool Integration Guide within the Tools, Tools\
\ List section. Enable SVAHNAR agents to search and retrieve academic papers\
\ from Arxiv for research and analysis workflows.\n- **Title:** Reddit Tool\
\ Integration Guide\n - **Doc ID:** `1a7c2d71-172a-5b67-907a-284afc72f924`\n\
\ - **Description:** Search Reddit discussions, threads, and comments from\
\ your SVAHNAR AI agents for community insights.\n - **When to use:** Provides\
\ information on Reddit Tool Integration Guide within the Tools, Tools List\
\ section. Search Reddit discussions, threads, and comments from your SVAHNAR\
\ AI agents for community insights.\n- **Title:** AWS SES Tool Integration Guide\n\
\ - **Doc ID:** `1753caa8-ca3f-5454-b4a2-c6fba18c2864`\n - **Description:**\
\ Send transactional emails from your SVAHNAR AI agents using Amazon Simple\
\ Email Service (SES).\n - **When to use:** Provides information on AWS SES\
\ Tool Integration Guide within the Tools, Tools List section. Send transactional\
\ emails from your SVAHNAR AI agents using Amazon Simple Email Service (SES).\n\
- **Title:** Weather Tool Integration Guide\n - **Doc ID:** `177b91d0-1718-5e1b-8b35-62d058896e1b`\n\
\ - **Description:** Fetch real-time weather conditions and forecasts for any\
\ city using OpenWeatherMap in SVAHNAR agents.\n - **When to use:** Provides\
\ information on Weather Tool Integration Guide within the Tools, Tools List\
\ section. Fetch real-time weather conditions and forecasts for any city using\
\ OpenWeatherMap in SVAHNAR agents.\n- **Title:** GitLab Tool Integration Guide\n\
\ - **Doc ID:** `96fdebaa-a9c1-574e-91b0-91fd17565048`\n - **Description:**\
\ Connect your SVAHNAR AI agents to GitLab to manage repositories, pipelines,\
\ and issues programmatically.\n - **When to use:** Provides information on\
\ GitLab Tool Integration Guide within the Tools, Tools List section. Connect\
\ your SVAHNAR AI agents to GitLab to manage repositories, pipelines, and issues\
\ programmatically.\n- **Title:** Outlook & Calendar Tool Integration Guide\n\
\ - **Doc ID:** `ed9a1237-e7b1-5290-9d9a-b6e19e12bb93`\n - **Description:**\
\ Read, send, and manage Microsoft Outlook emails and calendar events from your\
\ SVAHNAR AI agents.\n - **When to use:** Provides information on Outlook &\
\ Calendar Tool Integration Guide within the Tools, Tools List section. Read,\
\ send, and manage Microsoft Outlook emails and calendar events from your SVAHNAR\
\ AI agents.\n- **Title:** Database Tool Tool Integration Guide\n - **Doc ID:**\
\ `69df50ef-05fb-55e5-b97e-9563c5cc5a5f`\n - **Description:** Enable SVAHNAR\
\ AI agents to read and write to databases using the Database Tool with full\
\ SQL support.\n - **When to use:** Provides information on Database Tool Tool\
\ Integration Guide within the Tools, Tools List section. Enable SVAHNAR AI\
\ agents to read and write to databases using the Database Tool with full SQL\
\ support.\n- **Title:** Webpage Search Tool Integration Guide\n - **Doc ID:**\
\ `49451725-bdea-5213-ad39-b9d426c00287`\n - **Description:** Enable SVAHNAR\
\ AI agents to extract and read content from any public web page URL for analysis.\n\
\ - **When to use:** Provides information on Webpage Search Tool Integration\
\ Guide within the Tools, Tools List section. Enable SVAHNAR AI agents to extract\
\ and read content from any public web page URL for analysis.\n- **Title:**\
\ WolframAlpha Tool Integration Guide\n - **Doc ID:** `c45c678d-baa0-56ef-a387-458e00c6e19b`\n\
\ - **Description:** Solve mathematical problems and complex factual queries\
\ using WolframAlpha in your SVAHNAR AI agents.\n - **When to use:** Provides\
\ information on WolframAlpha Tool Integration Guide within the Tools, Tools\
\ List section. Solve mathematical problems and complex factual queries using\
\ WolframAlpha in your SVAHNAR AI agents.\n- **Title:** Pinecone Tool Integration\
\ Guide\n - **Doc ID:** `246f9f6a-8cbb-584b-a51f-069289e96fdd`\n - **Description:**\
\ Perform semantic, lexical, and hybrid vector searches on Pinecone indexes\
\ from your SVAHNAR AI agents.\n - **When to use:** Provides information on\
\ Pinecone Tool Integration Guide within the Tools, Tools List section. Perform\
\ semantic, lexical, and hybrid vector searches on Pinecone indexes from your\
\ SVAHNAR AI agents.\n- **Title:** Google Finance Tool Integration Guide\n \
\ - **Doc ID:** `509f9173-9f50-53dc-a742-4cf0aab628e2`\n - **Description:**\
\ Fetch real-time and historical stock market data via Google Finance in your\
\ SVAHNAR AI agents.\n - **When to use:** Provides information on Google Finance\
\ Tool Integration Guide within the Tools, Tools List section. Fetch real-time\
\ and historical stock market data via Google Finance in your SVAHNAR AI agents.\n\
- **Title:** HubSpot Tool Integration Guide\n - **Doc ID:** `ab1e5495-89bf-586a-acf6-e9fbbbf1eea5`\n\
\ - **Description:** Connect your SVAHNAR AI agents to HubSpot CRM to manage\
\ contacts, deals, and marketing workflows.\n - **When to use:** Provides information\
\ on HubSpot Tool Integration Guide within the Tools, Tools List section. Connect\
\ your SVAHNAR AI agents to HubSpot CRM to manage contacts, deals, and marketing\
\ workflows.\n- **Title:** Google Hotels Tool Integration Guide\n - **Doc ID:**\
\ `05d6a8b5-d9d8-5e1b-95eb-bbf6c15b42f6`\n - **Description:** Search for hotels\
\ and accommodation options using Google Hotels within your SVAHNAR AI agents.\n\
\ - **When to use:** Provides information on Google Hotels Tool Integration\
\ Guide within the Tools, Tools List section. Search for hotels and accommodation\
\ options using Google Hotels within your SVAHNAR AI agents.\n- **Title:** Calendly\
\ Tool Integration Guide\n - **Doc ID:** `fe7fb9d4-05e5-5a70-919c-5af5960b44cb`\n\
\ - **Description:** Automate scheduling and meeting management with the SVAHNAR\
\ Calendly tool integration for AI agents.\n - **When to use:** Provides information\
\ on Calendly Tool Integration Guide within the Tools, Tools List section. Automate\
\ scheduling and meeting management with the SVAHNAR Calendly tool integration\
\ for AI agents.\n- **Title:** GitHub Tool Integration Guide\n - **Doc ID:**\
\ `e8636594-8bd0-5ad5-a6f4-b74112f1dc3f`\n - **Description:** Manage GitHub\
\ repositories, issues, and pull requests directly from your SVAHNAR AI agents.\n\
\ - **When to use:** Provides information on GitHub Tool Integration Guide\
\ within the Tools, Tools List section. Manage GitHub repositories, issues,\
\ and pull requests directly from your SVAHNAR AI agents.\n- **Title:** Knowledge\
\ Repo Tool Integration Guide\n - **Doc ID:** `bfc36ba7-063d-5cfb-8dbe-ba01ac9e6d2e`\n\
\ - **Description:** Enable SVAHNAR AI agents to perform semantic search over\
\ your Knowledge Repositories for RAG workflows.\n - **When to use:** Provides\
\ information on Knowledge Repo Tool Integration Guide within the Tools, Tools\
\ List section. Enable SVAHNAR AI agents to perform semantic search over your\
\ Knowledge Repositories for RAG workflows.\n- **Title:** Google Scholar Tool\
\ Integration Guide\n - **Doc ID:** `dd303db0-3f59-58f2-8248-af56d364e703`\n\
\ - **Description:** Enable SVAHNAR AI agents to search academic research and\
\ citations via Google Scholar.\n - **When to use:** Provides information on\
\ Google Scholar Tool Integration Guide within the Tools, Tools List section.\
\ Enable SVAHNAR AI agents to search academic research and citations via Google\
\ Scholar.\n- **Title:** Discord Tool Integration Guide\n - **Doc ID:** `7bd186e4-e36e-51c9-a063-eab338d3f4bf`\n\
\ - **Description:** Send messages and interact with Discord channels directly\
\ from your SVAHNAR AI agents.\n - **When to use:** Provides information on\
\ Discord Tool Integration Guide within the Tools, Tools List section. Send\
\ messages and interact with Discord channels directly from your SVAHNAR AI\
\ agents.\n- **Title:** Zapier Tool Integration Guide\n - **Doc ID:** `bf1be17e-226b-5232-975d-518be1af4c13`\n\
\ - **Description:** Trigger Zapier Zaps from your SVAHNAR AI agents to connect\
\ with thousands of third-party applications.\n - **When to use:** Provides\
\ information on Zapier Tool Integration Guide within the Tools, Tools List\
\ section. Trigger Zapier Zaps from your SVAHNAR AI agents to connect with thousands\
\ of third-party applications.\n- **Title:** Twilio SMS Tool Integration Guide\n\
\ - **Doc ID:** `3c9fb65d-e007-5162-8a14-44ef5602128d`\n - **Description:**\
\ Send SMS notifications and alerts from your SVAHNAR AI agents using Twilio's\
\ messaging API.\n - **When to use:** Provides information on Twilio SMS Tool\
\ Integration Guide within the Tools, Tools List section. Send SMS notifications\
\ and alerts from your SVAHNAR AI agents using Twilio's messaging API.\n- **Title:**\
\ REST API Tool Integration Guide\n - **Doc ID:** `c3861f76-0ca9-5330-bbc6-c274e47aa5e2`\n\
\ - **Description:** Configure the SVAHNAR REST API tool to let your agents\
\ make custom HTTP requests to any external REST API.\n - **When to use:**\
\ Provides information on REST API Tool Integration Guide within the Tools,\
\ Tools List section. Configure the SVAHNAR REST API tool to let your agents\
\ make custom HTTP requests to any external REST API.\n- **Title:** Jira Tool\
\ Integration Guide\n - **Doc ID:** `403c359e-7202-5940-bbbb-7993f1839cc1`\n\
\ - **Description:** Create, update, and manage Jira issues and projects directly\
\ from your SVAHNAR AI agents.\n - **When to use:** Provides information on\
\ Jira Tool Integration Guide within the Tools, Tools List section. Create,\
\ update, and manage Jira issues and projects directly from your SVAHNAR AI\
\ agents.\n- **Title:** Database Tool (Read-Only) Tool Integration Guide\n \
\ - **Doc ID:** `1cfc715c-0773-5550-83bb-238e5c27261a`\n - **Description:**\
\ Allow SVAHNAR AI agents to safely query databases in read-only mode without\
\ risk of data modification.\n - **When to use:** Provides information on Database\
\ Tool (Read-Only) Tool Integration Guide within the Tools, Tools List section.\
\ Allow SVAHNAR AI agents to safely query databases in read-only mode without\
\ risk of data modification.\n- **Title:** Twilio WhatsApp Tool Integration\
\ Guide\n - **Doc ID:** `aacdc2d6-a0d8-59aa-94a9-e38b3e7382f9`\n - **Description:**\
\ Send automated WhatsApp messages from your SVAHNAR AI agents using Twilio's\
\ WhatsApp API.\n - **When to use:** Provides information on Twilio WhatsApp\
\ Tool Integration Guide within the Tools, Tools List section. Send automated\
\ WhatsApp messages from your SVAHNAR AI agents using Twilio's WhatsApp API.\n\
- **Title:** Google Flights Tool Integration Guide\n - **Doc ID:** `0af86764-5105-5576-926e-4f6af8499b7e`\n\
\ - **Description:** Search for flights and travel data using Google Flights\
\ within your SVAHNAR AI agent workflows.\n - **When to use:** Provides information\
\ on Google Flights Tool Integration Guide within the Tools, Tools List section.\
\ Search for flights and travel data using Google Flights within your SVAHNAR\
\ AI agent workflows.\n- **Title:** Wikidata Tool Integration Guide\n - **Doc\
\ ID:** `5ab541fb-816c-5b22-a7b7-9ba515fb6536`\n - **Description:** Query structured\
\ factual data about people, places, and events from Wikidata in your SVAHNAR\
\ agents.\n - **When to use:** Provides information on Wikidata Tool Integration\
\ Guide within the Tools, Tools List section. Query structured factual data\
\ about people, places, and events from Wikidata in your SVAHNAR agents.\n-\
\ **Title:** Salesforce Tool Integration Guide\n - **Doc ID:** `ceb3c63b-b629-5d49-9913-2e3e8ce0ada9`\n\
\ - **Description:** Query and manage Salesforce CRM data, accounts, and opportunities\
\ directly from your SVAHNAR AI agents.\n - **When to use:** Provides information\
\ on Salesforce Tool Integration Guide within the Tools, Tools List section.\
\ Query and manage Salesforce CRM data, accounts, and opportunities directly\
\ from your SVAHNAR AI agents.\n- **Title:** Tavily Tool Integration Guide\n\
\ - **Doc ID:** `fbf4bdcd-b990-5494-ac22-c0325cae2ab8`\n - **Description:**\
\ Empower SVAHNAR AI agents with real-time web search using Tavily, the search\
\ engine built for AI.\n - **When to use:** Provides information on Tavily\
\ Tool Integration Guide within the Tools, Tools List section. Empower SVAHNAR\
\ AI agents with real-time web search using Tavily, the search engine built\
\ for AI.\n- **Title:** AWS Lambda Tool Integration Guide\n - **Doc ID:** `bc87a52f-c456-5665-b807-d8631cb5f041`\n\
\ - **Description:** Trigger AWS Lambda serverless functions directly from\
\ your SVAHNAR AI agents for custom backend logic.\n - **When to use:** Provides\
\ information on AWS Lambda Tool Integration Guide within the Tools, Tools List\
\ section. Trigger AWS Lambda serverless functions directly from your SVAHNAR\
\ AI agents for custom backend logic.\n- **Title:** Yahoo Finance Tool Integration\
\ Guide\n - **Doc ID:** `109cff3b-0c7e-5697-8404-4466d54966eb`\n - **Description:**\
\ Retrieve stock prices, financial metrics, and market data via Yahoo Finance\
\ in your SVAHNAR AI agents.\n - **When to use:** Provides information on Yahoo\
\ Finance Tool Integration Guide within the Tools, Tools List section. Retrieve\
\ stock prices, financial metrics, and market data via Yahoo Finance in your\
\ SVAHNAR AI agents.\n\n\n## Category: Get Started\n**Description for Get Started:**\
\ Explore guides, SDKs, and walkthroughs to help you build, test, and deploy\
\ AI agents efficiently using the SVAHNAR Platform.\n\n- **Title:** Overview\n\
\ - **Doc ID:** `531571e5-0187-5918-a256-5cd39b1e2714`\n - **Description:**\
\ Get an overview of SVAHNAR, the AI agent platform for building, deploying,\
\ and managing intelligent agents at scale.\n - **When to use:** Provides information\
\ on Overview within the Get Started section. Get an overview of SVAHNAR, the\
\ AI agent platform for building, deploying, and managing intelligent agents\
\ at scale.\n- **Title:** Quickstart\n - **Doc ID:** `711d2cd2-0399-5fce-8a43-ac651acd2350`\n\
\ - **Description:** Start building with SVAHNAR in minutes. Follow this quickstart\
\ to create, configure, and run your first AI agent.\n - **When to use:** Provides\
\ information on Quickstart within the Get Started section. Start building with\
\ SVAHNAR in minutes. Follow this quickstart to create, configure, and run your\
\ first AI agent.\n- **Title:** Models\n - **Doc ID:** `7bf952a1-9a6e-56c8-a594-1f5c1d377738`\n\
\ - **Description:** Explore the large language models (LLMs) supported by\
\ SVAHNAR, including GPT-4o, GPT-5, Llama, and Deepseek.\n - **When to use:**\
\ Provides information on Models within the Get Started section. Explore the\
\ large language models (LLMs) supported by SVAHNAR, including GPT-4o, GPT-5,\
\ Llama, and Deepseek.\n\n\n## Category: Knowledge Repo\n**Description for Knowledge\
\ Repo:** Empower your agents with semantic search and Retrieval-Augmented Generation\
\ (RAG) by connecting them to your documents.\n\n- **Title:** KnowledgeRepository\n\
\ - **Doc ID:** `c53092e5-d7cb-5ea9-9c89-a3edec4e1dae`\n - **Description:**\
\ Learn how SVAHNAR's KnowledgeRepository enables Retrieval-Augmented Generation\
\ (RAG) for your AI agents with semantic search.\n - **When to use:** Provides\
\ information on KnowledgeRepository within the Knowledge Repo section. Learn\
\ how SVAHNAR's KnowledgeRepository enables Retrieval-Augmented Generation (RAG)\
\ for your AI agents with semantic search.\n\n\n### Subcategory: Connectors\n\
**Description for Connectors:** Upload files manually or use Connectors to index\
\ external sources like AWS S3, Confluence, and SharePoint automatically.\n\n\
- **Title:** URL\n - **Doc ID:** `5d4b40d2-73b1-5b50-ac5d-ad319bd2d37b`\n \
\ - **Description:** Connect web URLs as a knowledge source for your SVAHNAR\
\ KnowledgeRepository to enable URL-based RAG.\n - **When to use:** Provides\
\ information on URL within the Knowledge Repo, Connectors section. Connect\
\ web URLs as a knowledge source for your SVAHNAR KnowledgeRepository to enable\
\ URL-based RAG.\n- **Title:** AWS S3\n - **Doc ID:** `0dbc3811-b627-5d08-ac36-e23f4eadb66d`\n\
\ - **Description:** Connect your AWS S3 buckets as a knowledge source for\
\ SVAHNAR's KnowledgeRepository and RAG pipelines.\n - **When to use:** Provides\
\ information on AWS S3 within the Knowledge Repo, Connectors section. Connect\
\ your AWS S3 buckets as a knowledge source for SVAHNAR's KnowledgeRepository\
\ and RAG pipelines.\n- **Title:** SharePoint\n - **Doc ID:** `82cdf15a-44d1-5eb8-a855-e7e5e948cd17`\n\
\ - **Description:** Connect Microsoft SharePoint as a knowledge source for\
\ SVAHNAR's KnowledgeRepository and AI agent RAG workflows.\n - **When to use:**\
\ Provides information on SharePoint within the Knowledge Repo, Connectors section.\
\ Connect Microsoft SharePoint as a knowledge source for SVAHNAR's KnowledgeRepository\
\ and AI agent RAG workflows.\n- **Title:** Confluence\n - **Doc ID:** `25ffdfb2-f2d5-5796-ba04-c9d9f8a4907f`\n\
\ - **Description:** Integrate Atlassian Confluence as a knowledge source for\
\ SVAHNAR's AI agents via the KnowledgeRepository.\n - **When to use:** Provides\
\ information on Confluence within the Knowledge Repo, Connectors section. Integrate\
\ Atlassian Confluence as a knowledge source for SVAHNAR's AI agents via the\
\ KnowledgeRepository.\n\n\n## Category: Resources\n**Description for Resources:**\
\ For few tools like Zapier, the user need to give their custom configurations\
\ in the YAML but user get this configuration from Zapier in JSON, here you\
\ will find the conversion guides. Required Resources for Agents on SVAHNAR.\n\
\n- **Title:** JSON to YAML Conversion Guide\n - **Doc ID:** `ae056ba4-15f8-5cbf-a715-cdd1cdc1ee12`\n\
\ - **Description:** Learn how to convert JSON agent configurations to YAML\
\ format for use with the SVAHNAR platform.\n - **When to use:** Provides information\
\ on JSON to YAML Conversion Guide within the Resources section. Learn how to\
\ convert JSON agent configurations to YAML format for use with the SVAHNAR\
\ platform.\n\n\n## Category: MCP\n**Description for MCP:** MCP on SVAHNAR allows\
\ user to connect hosted MCP servers, you will find the guides to connect MCP\
\ servers with Agents on SVAHNAR.\n\n- **Title:** Model Context Protocol (MCP)\
\ Usage\n - **Doc ID:** `cfd7d19a-5382-5c04-aa1a-fbb86c18b45a`\n - **Description:**\
\ Learn how to configure and use Model Context Protocol (MCP) servers to extend\
\ SVAHNAR agent capabilities with dynamic tool integration.\n - **When to use:**\
\ Provides information on Model Context Protocol (MCP) Usage within the MCP\
\ section. Learn how to configure and use Model Context Protocol (MCP) servers\
\ to extend SVAHNAR agent capabilities with dynamic tool integration.\n"
Developer Quick Start
1. Install the SDK
pip install svahnar2. Configure your API key
export SVAHNAR_API_KEY="your_api_key_here"3. Save the Configuration YAML
Copy the YAML configuration box above and save it locally as agent.yaml.
4. Deploy the Agent (Python)
from svahnar import Svahnar
from pathlib import Path
client = Svahnar()
# Deploy the agent configuration
agent = client.agents.create(
name="SVAHNAR Help Agent",
description="Use this when you need any help navigating SVAHNAR Platform and other products.",
deploy_to="Organization",
yaml_content=Path("agent.yaml")
)
print(f"Created Agent ID: {agent.id}")5. Run the Agent (Python)
from svahnar import Svahnar
client = Svahnar()
# Run the agent using its ID
response = client.agents.run(
agent_id="YOUR_DEPLOYED_AGENT_ID", # Replace with your agent ID from Step 4
message="Your input message here"
)
print(response)For advanced features, Human-in-the-Loop configurations, and guides, visit the Developer Documentation.