Fodda
The Fodda MCP Server provides AI agents with access to expert-curated knowledge graphs (PSFK Retail, Beauty, Sports, and partner datasets) to explore trends, discover relationships, and retrieve sourced intelligence.
Search knowledge graphs (
search_graph): Hybrid vector + keyword search across graphs (retail, beauty, sports, psfk, sic, waldo) with a 3-tier fallback to always return results.Traverse relationships (
get_neighbors): Start from seed nodes and explore connected concepts up to 2 levels deep, optionally filtering by relationship type.Retrieve source evidence (
get_evidence): Get sourced signals, articles, URLs, and provenance data for any node — useful for fact-checking and citation.Fetch node metadata (
get_node): Retrieve full metadata, labels, display name, and properties for any node by its ID.Discover label/category values (
get_label_values): List all valid values for a given node label or category (e.g., RetailerType, Technology) — useful for filtering and exploration.Get macro industry overviews (
psfk_overview): Retrieve structured briefings across PSFK industries and sectors, with up to 3 meta-patterns filterable by industry, sector, region, and timeframe.System integration: Supports SSE, HTTP, and stdio protocols (Claude, OpenAI, Gemini), API key auth, rate limiting, and self-hosting via Docker, Kubernetes, or Cloud Run.
Enables Google Gemini AI agents to query Fodda knowledge graphs via Vertex AI for research and analysis, supporting deterministic mode.
Allows Notion AI agents to connect to Fodda knowledge graphs for retrieving trends, statistics, and evidence within Notion's custom agent environment.
Allows OpenAI Codex/ChatGPT to search Fodda knowledge graphs via REST API for trends, statistics, and evidence, enhancing AI outputs with curated institutional data.
Fodda MCP Server
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and partner datasets via the Model Context Protocol.
Quick Start
Claude (Web — Pro, Max, Team, Enterprise)
Get your personal MCP URL at app.fodda.ai → Account → MCP Integration (format:
https://mcp.fodda.ai/c/<your-token>)In Claude, go to Settings → Connectors → Add custom connector, paste the URL, and click Add
Start chatting with your Fodda knowledge graphs
Note: legacy
?api_key=URLs are no longer accepted (raw keys in URLs leak into logs and browser history). If your connector stops working, just grab a fresh MCP URL at app.fodda.ai. One-click OAuth connect arrives with Fodda's Anthropic Connectors Directory listing.
Claude Code (CLI — SSE)
claude mcp add --transport sse fodda https://mcp.fodda.ai/sse \
--header "Authorization: Bearer YOUR_API_KEY"Claude Enterprise
For Claude Enterprise with admin-managed connectors, your workspace admin can register the Fodda MCP server using the same Streamable HTTP endpoint (https://mcp.fodda.ai/mcp) via the Admin Console. See Enterprise MCP Setup for full details.
OpenAI (Responses API — Recommended)
Use OpenAI's native MCP support — no function definitions needed:
from openai import OpenAI
client = OpenAI()
resp = client.responses.create(
model="gpt-5",
tools=[{
"type": "mcp",
"server_label": "fodda",
"server_description": "Expert-curated knowledge graphs for retail, beauty, sports trends and earnings intelligence.",
"server_url": "https://mcp.fodda.ai/mcp",
"authorization": "Bearer YOUR_API_KEY",
"require_approval": "never",
}],
input="What are the top emerging retail trends?",
)
print(resp.output_text)import OpenAI from "openai";
const client = new OpenAI();
const resp = await client.responses.create({
model: "gpt-5",
tools: [{
type: "mcp",
server_label: "fodda",
server_description: "Expert-curated knowledge graphs for retail, beauty, sports trends and earnings intelligence.",
server_url: "https://mcp.fodda.ai/mcp",
authorization: "Bearer YOUR_API_KEY",
require_approval: "never",
}],
input: "What are the top emerging retail trends?",
});
console.log(resp.output_text);Tip: To reduce latency with 30+ tools, use
allowed_toolsto filter:"allowed_tools": ["search_graph", "search_statistics", "brand_tracker"]
Legacy: If you're using
chat.completions.create()with function calling, define a custom function that calls the Fodda REST API. See fodda.ai/connect for details.
Generic Streamable HTTP Client
Connect to the /mcp endpoint using HTTP POST (Streamable HTTP) with Authorization: Bearer YOUR_API_KEY:
https://mcp.fodda.ai/mcpGemini CLI
{
"tools": [{
"type": "mcp",
"name": "fodda",
"url": "https://mcp.fodda.ai/sse",
"headers": { "Authorization": "Bearer YOUR_API_KEY" }
}]
}Generic SSE Client
Connect to https://mcp.fodda.ai/sse with an Authorization: Bearer YOUR_API_KEY header.
Related MCP server: AgentDB
Available Tools
The Fodda MCP server exposes a rich suite of 30 tools to search, analyze, brainstorm, and visualize trends, expert-curated knowledge graphs, and corporate documents.
Discovery & Search
Tool | Description | Deterministic |
| Discover available knowledge graphs, metadata, and routing instructions. | ✅ |
| Hybrid keyword + semantic search across curated graphs for trend clusters and evidence. | ❌ |
| Search for specific quantitative metrics, indicators, and numeric data points. | ❌ |
| Search expert quotes, qualitative signals, and professional interpretations. | ❌ |
| Discover valid values for a node label or category. | ✅ |
Traversal & Graph Operations
Tool | Description | Deterministic |
| Traverse from seed nodes to discover related concept nodes and links. | ✅ |
| Retrieve detailed metadata, properties, and attributes for a single node by ID. | ✅ |
| Retrieve source signals, articles, citations, and provenance for a trend or node. | ✅ |
| Find semantically similar trends to a given trend node. | ✅ |
Intelligence Domains
Tool | Description | Deterministic |
| Search all PSFK curated domain graphs (retail, beauty, sports, fashion, consumer electronics, F&B) in parallel. | ❌ |
| Query specialist industry graphs built by leading strategists and experts. | ❌ |
| Search institutional report insights from DHL, PwC, Delta, and other partners. | ❌ |
Earnings & Corporate Insights
Tool | Description | Deterministic |
| Query management commentary, business guidance, and Q&A from company earnings calls. | ❌ |
| Detect deflections, gaps, and divergence between analyst concerns and executive responses in earnings calls. | ❌ |
Brand & Ideation
Tool | Description | Deterministic |
| Compile a comprehensive Brand Intelligence Profile across all knowledge graphs. | ❌ |
| Graph-powered brainstorm map discovering unexpected connections and adjacent territories. | ❌ |
Deep Research & Execution Agents
Tool | Description | Deterministic |
| Launch an autonomous research session combining graphs with live web search. | ❌ |
| Check progress or retrieve the final narrative report of a deep research job. | ✅ |
| Fetch macro context from up to 10 institutional data sources in a single query. | ❌ |
| Retrieve output from a supplemental context job. | ✅ |
Synthetic Analyst & Visualization
Tool | Description | Deterministic |
| List available Synthetic Analyst expert personas. | ✅ |
| Engage a Synthetic Analyst persona to synthesize answers with specialized voice. | ❌ |
| Generate branded SVG data visualizations (Cultural Shifts, Competitive Compass, Innovation Pathway, etc.). | ❌ |
Note on Dynamic Partner Skills: When partner skills (such as Paralogy or Igloo) are enabled for a user's account, additional specialized tools (e.g.
paralogy_analyze_trends, ideation tools) are dynamically registered on the MCP server and made available automatically.Note on System Utilities: The server also registers several helper and account management utilities (e.g.,
get_my_account,toggle_graph_preference,update_user_profile,manage_scheduled_reports,send_feedback) to allow the AI assistant to query subscription status, manage scheduled briefings, or save personalization settings directly.
Discovery Endpoints
Endpoint | Description |
| Health check ( |
| MCP endpoint — call the standard |
Authentication
Preferred — HTTP header (used by the directory connection and all header-capable clients). Pass your Fodda API key as a Bearer token:
Authorization: Bearer sk_live_...The server also accepts the key via an X-API-Key: sk_live_... header.
In MCP request _meta:
{ "_meta": { "authorization": "Bearer sk_live_..." } }Fallback — URL query parameter. Some clients (e.g. the Claude.ai web custom
connector UI) cannot set custom request headers. For those, the key may be passed as
?api_key=.... This is provided only for compatibility; prefer header-based auth
wherever the client supports it, since URLs are more likely to be logged by
intermediaries. The server never returns your API key in tool output.
Configuration
Variable | Description | Default |
| HTTP server port (omit for stdio mode) | — |
| Upstream API base URL |
|
| HMAC signing secret for API requests | — |
| Environment ( |
|
Build & Run
npm install
npm run build
# Stdio mode
npm start
# SSE mode
PORT=8080 npm startSelf-Hosting
Docker:
docker build -t fodda-mcp . && docker run -p 8080:8080 -e PORT=8080 fodda-mcpCloud Run:
./deploy_cloud_run.shKubernetes: See
deployment/k8s/Terraform: See
deployment/terraform/
MCP Registry
This server is published to the Official MCP Registry as ai.fodda/mcp-server.
# Verify listing
curl "https://registry.modelcontextprotocol.io/v0.1/servers?search=ai.fodda/mcp-server"Privacy Policy
Full policy: https://www.fodda.ai/privacy
Summary of how the Fodda MCP server handles data (the hosted policy is authoritative):
What we collect. Account information (name, email, organization) to manage your account; usage data — API queries (query text, graph accessed, timestamps) logged for billing, service improvement, and abuse prevention; and standard technical data (IP, browser type, referral URLs). We do not store the full content of AI-generated responses. Your API key authenticates requests and is never returned in tool output.
How it's used. To provide and improve the Services, process billing, enforce rate limits and prevent abuse, communicate support/service updates, and meet legal obligations. Requests are proxied to the Fodda API (
https://api.fodda.ai) over TLS.Third-party sharing. We do not sell your personal information. Data is shared only with service providers (e.g. payment processors, cloud hosting) under confidentiality agreements, or when required by law.
AI model training. Fodda does not use your queries or data to train AI models. Knowledge graphs are expert-curated, not generated from user interactions.
Retention. Account information is retained while your account is active; query logs are retained for billing and analytics. You may request account/data deletion via the contact below.
Security. TLS-encrypted connections, API-key authentication, and secure cloud infrastructure.
Contact. Privacy inquiries: privacy@fodda.ai.
See the full hosted Privacy Policy (last updated June 16, 2026) for the complete, authoritative terms.
Support
Email: hello@fodda.ai
Account & API keys: app.fodda.ai → Account → MCP Integration
Documentation: fodda.ai
To report a security issue, email hello@fodda.ai with "SECURITY" in the subject line.
License
Proprietary — fodda.ai
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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