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How AgentStructure apps use public data sources

Public records, filings, postings and polls are free to read but hard to keep up with. Here is how AgentStructure apps watch them for you and send you the changes that matter.

AgentStructure.AI5 min read

Works with

  • Muse.ai
  • Instinct
  • Grok
  • Claude
  • ChatGPT
  • Any MCP-capable assistant
Public data is open to everyone, but almost nobody has time to watch it, so AgentStructure apps watch it and tell you what changed.
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Example alert. Names and numbers are illustrative.

Key takeaways

The short version.

  • Public data is free to read, but the hard part is noticing the one change that matters to you.
  • Each AgentStructure app watches one kind of public source and sends an alert when something relevant changes.
  • Alerts arrive by text, by email, or inside your favorite AI, and a personal AI such as Instinct or Muse is a natural fit.
  • Every alert points back to the original source, so you can check it yourself.
  • The apps report information only. They do not give advice and never act on their own.

Who it is for

Why is public data so hard to keep up with?

  • The problem is not access.

  • So people find out late.

  • AgentStructure is the real-time intelligence layer personal AIs plug into.

The problem is not access. Government contract notices, SEC filings, Federal Register rules, clinical trial registries, public polls and job boards are all open to anyone. The problem is attention. The page that matters to you changes at an unpredictable moment, and checking a dozen sites every day is not a realistic habit.

So people find out late. A filing is a day old before you read it. A contract deadline is nearly here. A job you would have liked has already collected hundreds of applications. Nothing was hidden. You just were not looking at that moment.

AgentStructure is the real-time intelligence layer personal AIs plug into. Its apps do the watching. You say what you care about, an app checks the public source around the clock, and you hear about it when something relevant shows up. This article walks through how that works across the apps, and how it looks on your phone.

Use cases

4 ways people use How AgentStructure apps use public data sources.

  1. Contracts, texted

    1. A contract opportunity appears on SAM.gov

    Imagine you run a small cleaning company in Virginia. New federal solicitations are published on SAM.gov all the time, and the useful ones are easy to miss among thousands of others.

    GovContracts.Money watches for new opportunities that match what you set up and texts you as soon as they appear. The alert gives the deadline and the official SAM.gov link. Your next step is to open the solicitation and decide whether to bid. You can also ask your AI to search, for example for construction contracts in Virginia, and get open matches ranked by fit. The free plan includes unlimited searches and one watch.

  2. Filings on your watchlist

    2. An SEC filing lands on a company you hold

    Suppose you own shares in a company and want to know when it files something new. SEC filings are public the moment they are posted, but reading every one is a job in itself.

    SECstocksignals.com sends a real-time alert when a breaking filing hits a company on your watchlist, with an AI analysis of what changed and what it could mean for your holding. For example, an 8-K might show the chief financial officer is changing. Your next step is to read the original filing the alert links to and decide for yourself. The app reports; it does not give investment advice.

  3. Rules and deadlines

    3. A new rule opens a comment window

    Say you work in a trade affected by environmental regulation. A proposed rule in the Federal Register usually comes with a comment deadline, and missing it means missing your chance to be heard.

    FedRegTracker.com follows new rules, proposed rules and notices on the topics you pick. When something new appears, the alert gives a summary and the Federal Register link, including when comments close. Your next step is to read the notice and mark the date. It is a free tracker with its own site, and it offers an MCP connection for AI assistants.

  4. Polls and markets

    4. Opinion moves before the markets do

    Public opinion data is spread across poll releases, prediction market prices and social chatter. OpinionPulse.APP joins them for a topic you name: recent public poll headlines, overlapping Polymarket and Kalshi prices, and an X volume label, all with sources attached.

    If a new poll lands and the markets have not caught up, you can ask whether opinion is shifting and see what each source shows. Alerts on shifts are part of Premium, which is free during the beta. It is data, not advice, a trade or a vote call.

On your phone

What the alerts look like.

Contract match

Figure 1

GovContracts.Money text alert (illustrative example)
SEC filing

Figure 2

SECstocksignals.com alert (illustrative example)
Opinion shift

Figure 3

OpinionPulse.APP alert (illustrative example)

Example alerts. Every name, number and event shown is illustrative.

How to

How do I start receiving these alerts?

  1. Step 1

    Pick the app that matches the public source you care about, for example [GovContracts.Money](https://govcontracts.money), [SECstocksignals.com](https://secstocksignals.com) or [OpinionPulse.APP](https://opinionpulse.app).

  2. Step 2

    Open its site, sign in, and pick what to watch: a search, a watchlist or a topic.

  3. Step 3

    Choose how you want to hear: text, email, or your favorite AI. A personal AI such as Instinct or Muse is the natural fit.

  4. Step 4

    To use an AI assistant, open the app's connect page and copy the API key and MCP address into your assistant.

  5. Step 5

    Trackers such as [FedRegTracker.com](https://fedregtracker.com) work from their own sites, and their MCP connection is described there.

The apps are free during the beta, including Premium features. Everything they send is information only. They never give advice, place trades or act for you.

Open How AgentStructure apps use public data sourcesConnect your AI

FAQ

Frequently asked questions.

Where does the data come from?

From public sources. GovContracts.Money links to official SAM.gov listings, FedRegTracker.com links to the Federal Register, ClinicalTracker.org links to the trial registry, and OpinionPulse.APP attaches every source it uses. Each alert points you back to the original.

Do the apps give advice or act for me?

No. They report what changed. They never give investment, medical or legal advice, and they never trade, bet or take action on their own.

Are the example alerts real?

No. The people, filings, contracts and numbers in the examples are illustrative, to show what an alert looks like.

Do I have to use an AI assistant?

No. You can receive alerts by text or email. Connecting an AI is optional, and a personal AI such as Instinct or Muse works well when you want to ask follow-up questions.

Are there other apps beyond the ones described here?

Yes. ClinicalTracker.org watches clinical trials, LocalEventsTracker.com sends a daily digest of events near you, Realty.Bingo watches home listings and price changes, and RoleRank.me ranks new jobs against your résumé.

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