About the Platforms
Dappier
Dappier connects LLMs and automation frameworks to real-time, rights-cleared data from trusted sources — including web search, finance, research, and news. By providing enriched, prompt-ready data, Dappier enables AI automations to deliver verified, up-to-date information for a wide range of applications. Dappier provides:- MCP Server at mcp.dappier.com
- Tools for real-time search, finance, research papers, news, lifestyle, and sustainability
- Rights-cleared content from publishers like Benzinga, Sportsnaut, iHeartDogs, iHeartCats, and more
Skyfire
Skyfire empowers AI to handle payments, authentication, and commerce without human intervention. From account creation to monetizing services, Skyfire enables the world’s fastest-growing consumer base: AI agents. Skyfire provides:- MCP Server at mcp.skyfire.xyz
- Tools for service discovery, token creation, and payments
- A Seller Directory where providers (like Dappier) can list services: Dappier Service on Skyfire Directory
Getting Started
Watch the Video
If you prefer a visual walkthrough, check out the accompanying video below:Live Demo
🔗 Skyfire x Dappier Demo This is a fully working demo showcasing:- Real-time service discovery
- Authentication and token creation
- Cost estimation before execution
- Payment token creation and charging
- Query execution against Dappier’s real-time tools
- Multi-agent orchestration with Microsoft AutoGen Swarm
Local Installation
Clone the repositories:- Backend (Multi-Agent Orchestration) dappier-skyfire-api
- Frontend (React Demo UI) skyfire-dappier-demo-ui
Environment Variables
Running the Backend
http://localhost:5000.
Running the Frontend
http://localhost:5173.
Architecture
10-Step Workflow with Specialized Agents
The integration demonstrates a 10-step agentic workflow coordinated by Microsoft AutoGen’s Swarm pattern. Each agent has a clear, specialized role:-
Planning Agent
- Entry point for user queries.
- Routes requests through the appropriate workflow.
- Maintains orchestration logic and conversation state.
-
Skyfire Find Seller Agent
- Searches Skyfire’s marketplace directory.
- Locates the Dappier service listing and retrieves its metadata.
-
Skyfire KYA Agent (Know Your Agent)
- Issues authentication tokens for secure agent-to-service interactions.
- Ensures buyer and seller identity verification.
-
JWT Decoder Agent
- Validates JWT tokens created by Skyfire.
- Decodes payloads to ensure token integrity and extract claims.
- Used twice in the workflow (auth tokens and payment tokens).
-
MCP Connector Agent
- Connects to the Dappier MCP server (mcp.dappier.com).
- Retrieves available tools and pricing information.
-
Dappier Price Calculator Agent
- Estimates the cost of the requested Dappier query.
- Uses pricing logic (mocked with static JSON for the demo).
-
Skyfire KYA Payment Token Agent
- Creates payment tokens with estimated amounts.
- Prepares the payment flow before execution.
-
JWT Decoder Agent (second usage)
- Decodes and verifies the payment token payload.
- Ensures correctness before charging.
-
Dappier Agent
- Executes the actual query against Dappier’s real-time data tools.
- Handles results from finance, news, research, and more.
-
Skyfire Charge Token Agent
- Processes payment by charging the token through Skyfire’s API.
- Completes the loop with secure settlement.
Tools Available via Dappier MCP Server
The following tools are available when Dappier is discovered through Skyfire:| Tool Name | Cost | Description |
|---|---|---|
| REAL_TIME_SEARCH | Free | General-purpose web search for current events, weather, deals, and more. |
| STOCK_MARKET_DATA | $0.007 / query | Real-time stock lookups, tickers, and summaries. |
| RESEARCH_PAPERS_SEARCH | $0.003 / query | Search across 2.4M+ arXiv research papers. |
| BENZINGA | $0.1 / query | Earnings, analyst reports, finance news from Benzinga. |
| SPORTS_NEWS | $0.004 / query | Sports updates from trusted publishers. |
| LIFESTYLE_NEWS | $0.1 / query | Lifestyle and entertainment stories. |
| IHEARTDOGS_AI | $0.01 / query | Dog-care content and health advice. |
| IHEARTCATS_AI | $0.01 / query | Cat behavior, wellness, and grooming. |
| ONE_GREEN_PLANET | $0.01 / query | Sustainability, plant-based diets, eco-living content. |
Usage Examples
Example 1: Stock Market with Payment
Use Case: Fetch Tesla stock data (TSLA) with automated payment. User Prompt:- Find Dappier in Skyfire marketplace
- Generate authentication token
- Decode token for verification
- Connect to Dappier MCP
- Estimate cost ($0.007)
- Create payment token
- Decode payment token
- Execute
STOCK_MARKET_DATAquery - Charge payment token
Example 2: AI News with Token Charging
User Prompt:Example 3: Sports News Aggregator
User Prompt:Key Benefits
Real-Time Payments
- AI agents autonomously pay for services.
- Transparent cost estimation → payment → execution cycle.
Verified Data Access
- Data is rights-cleared and up-to-date.
- Ensures accuracy and reliability for downstream use.
Developer Efficiency
- AutoGen Swarm manages retries, error handling, and agent handoffs.
- Developers focus on logic instead of infrastructure.
Scalable Monetization
- Service providers list on Skyfire.
- AI agents discover and pay seamlessly.
Conclusion
The Skyfire x Dappier integration demonstrates how AI agents can become fully autonomous service consumers. By combining Skyfire’s payment rails with Dappier’s data-rich MCP tools, developers can create intelligent agents that:- Discover services in real-time
- Authenticate securely
- Estimate costs before execution
- Handle payments end-to-end
- Retrieve trusted data with no human involvement

