Bounty API

Singapore property & financial data APIs for AI agents. 27 MCP tools. x402 micropayments.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

Add to Cursor Add to VS Code

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Choose your client or environment

Target File:~/Library/Application Support/Claude/claude_desktop_config.json

claude_desktop_config.json

{
  "mcpServers": {
    "bounty-api": {
      "command": "npx",
      "args": [
        "-y",
        "bounty-api"
      ]
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Documentation Overview

Bounty

A research system that turns online conversations into cited findings. Bounty collects posts, comments, and replies from YouTube, Reddit, TikTok, Instagram, and X; discovers rising topics via Google Trends; and uses LLM analysis to extract signals — pain points, adoption patterns, objections, belief shifts — each backed by quotes and source links. If evidence is thin, it says so.

Users: investors (unknown-unknown discovery, pain-point research around companies), marketers (creative angles, competitor mentions), product teams (feature gaps, user complaints). The engine is horizontal; investing is the first lens, not a hardwired filter.

Live at bountyapi.com/dashboard (token-gated).

Read this first

AGENTS.md — operating manual: architecture, the two-pipeline warning, commands, deploy flow, credentials map, hard rules, known-broken list. Any agent (or human) working in this repo must read this before making changes.
STATE.md — product philosophy, what's built, gaps, priority order.

Quickstart

bash

python -m pytest tests/ -x -q          # 189+ tests, must be green before every push
python -m uvicorn app:app --port 8000  # local dev; BOUNTY_ENV=development bypasses token gate
# open http://localhost:8000/dashboard

Deploy: push to main → Railway auto-builds → bountyapi.com. Nothing else.

What this repo is NOT

Not the x402/USDC data-API marketplace — that code exists but is deferred (see docs/legacy/)
Not Singapore property/real-estate tooling — legacy, deferred
Not an MCP directory play — legacy, deferred

Old strategy and marketing documents live in docs/legacy/ and describe that earlier direction. They are kept for history only.

Layout

Path	What
`apis/`	FastAPI routers (dashboard API, dashboard page, social search)
`public/`	Dashboard frontend (vanilla JS/CSS)
`social_scraper/`	Connectors, broker, discovery pipeline, monitoring, storage, LLM client
`tests/`	Full suite
`docs/legacy/`	Superseded strategy docs — do not implement from these

Read the full README →View source on GitHub →

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Frequently Asked Questions about Bounty API

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "bounty-api": { "command": "npx", "args": ["-y", "bounty-api"] } }

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Technical Specs & Signals

CategoryFinance & Fintech

27Quality signal: Emerging · 27/100How this signal is calculated ▾

Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20

Documentation & tools11/30

Adoption & activity1/15

Community engagement0/10

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