Can I search for photos taken in a specific city?

Yes! Use the `search_flickr_photos` tool and include the city name in your text query. For more precision, you can also ask for specific tags related to that city.

Does this integration provide the direct image URL?

Yes. The search results include a direct link (`url_m`) to the medium-sized version of the photo, which can be viewed in any web browser or reference in documents.

Can I see the technical metadata like camera settings?

The `get_flickr_photo_info` tool retrieves titles, descriptions, and owner metadata. For exhaustive technical EXIF data, Flickr requires specific additional permissions not included in the standard discovery toolset.

Flickr Photo Discovery MCP Server for OpenAI Agents SDK 3 tools — connect in under 2 minutes

Name: Flickr Photo Discovery
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 3 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Flickr Photo Discovery through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Flickr Photo Discovery Assistant",
            instructions=(
                "You help users interact with Flickr Photo Discovery. "
                "You have access to 3 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Flickr Photo Discovery"
        )
        print(result.final_output)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Flickr Photo Discovery MCP Server

Equip your AI agent with the world's most iconic photography database through the Flickr MCP server. This integration provides real-time access to the Flickr ecosystem, allowing your agent to search for public photos by keyword, retrieve detailed metadata (including EXIF-like data and descriptions), and explore the latest uploads from the global community. Whether you are looking for creative inspiration, sourcing reference images, or researching photographic trends, your agent acts as a dedicated photo curator through natural conversation.

The OpenAI Agents SDK auto-discovers all 3 tools from Flickr Photo Discovery through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Flickr Photo Discovery, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Photo Search — Find public images on Flickr by text, tags, or keywords.
Metadata Retrieval — Access titles, descriptions, owner info, and dates for specific photos.
Trend Monitoring — Retrieve the most recently uploaded public photos to stay updated with global creative output.
Curated Exploration — Explore vast collections of thematic photography through automated queries.

The Flickr Photo Discovery MCP Server exposes 3 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Flickr Photo Discovery to OpenAI Agents SDK via MCP

Follow these steps to integrate the Flickr Photo Discovery MCP Server with OpenAI Agents SDK.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 3 tools from Flickr Photo Discovery

Why Use OpenAI Agents SDK with the Flickr Photo Discovery MCP Server

OpenAI Agents SDK provides unique advantages when paired with Flickr Photo Discovery through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Flickr Photo Discovery + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Flickr Photo Discovery MCP Server delivers measurable value.

Automated workflows: build agents that query Flickr Photo Discovery, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Flickr Photo Discovery, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Flickr Photo Discovery tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Flickr Photo Discovery to resolve tickets, look up records, and update statuses without human intervention

Flickr Photo Discovery MCP Tools for OpenAI Agents SDK (3)

These 3 tools become available when you connect Flickr Photo Discovery to OpenAI Agents SDK via MCP:

get_flickr_photo_info

Get detailed information for a specific photo

get_recent_flickr_photos

Get most recent public photos

search_flickr_photos

Search for public photos on Flickr

Example Prompts for Flickr Photo Discovery in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Flickr Photo Discovery immediately.

"Search for Flickr photos of 'Tokyo at night'."

"Show me the most recent photos uploaded to Flickr."

"Get details for Flickr photo ID '5123456789'."

Troubleshooting Flickr Photo Discovery MCP Server with OpenAI Agents SDK

Common issues when connecting Flickr Photo Discovery to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Flickr Photo Discovery + OpenAI Agents SDK FAQ

Common questions about integrating Flickr Photo Discovery MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.