Forecast AI Multi Agent Consensus Bot for Polymarket and Kalshi

Forecast AI Overview

Forecast AI Key features

• Seven Specialized Agents

  Each agent works on one data stream: news, social, Reddit, research, macro, on-chain, and market data. They run in parallel and never mix their inputs.

• Consensus Engine

  This engine combines all seven agent outputs into one probability. It weighs each agent by past accuracy and pulls low confidence forecasts toward 50 percent.

• Historical Memory

  Past forecasts and outcomes get stored so the system learns which agents to trust more over time. This helps it stay accurate on markets that run for months.

• Robinhood Trade Recommendations

  The consensus turns into a structured prompt with an action, target contract, and confidence level. You paste this into Robinhood's Agentic Trading MCP and decide whether to trade.

• Public Read Only API

  Anyone can pull live consensus data for crypto, macro, and tech topics. Refresh times run from two hours up to twelve hours depending on the market.

• Multiple LLM Providers

  The system uses OpenAI by default and switches to Gemini if that fails. It also supports Anthropic, OpenRouter, and local Ollama models.

• CLI and Server Modes

  Developers run one shot forecasts, watch loops, or a full FastAPI server from the terminal. This makes it easy to fit into other tools or pipelines.

• Open Source Codebase

  The full code sits on GitHub under Apache 2.0. Nobody's funds or credentials pass through the system since it only formats trade suggestions.

• $FORAI Holder Tiers

  Holding the token unlocks higher analysis limits, deeper agent runs, and stronger models on the hosted version. The core software stays free and open for anyone to self host.

• Cross Venue Market Data

  The Market Agent reads live prices from Kalshi and Polymarket to ground each forecast in real pricing. This keeps the consensus tied to what traders are actually paying.

Forecast AI Fees

• Core software The open source core has no license fee and can be self hosted at your own compute and LLM API cost.
• FactsAI research Optional FactsAI deep research requests cost 0.012 dollars each when enabled.
• Public API The public API is free but rate limited and capped by a server side monthly compute budget guard.
• Hosted tiers Free accounts get limited analyses, while higher analysis volume and stronger models unlock at 1,000 and 10,000 FORAI token holdings.
• Trading fees There are no platform trading fees since Forecast AI only recommends trades and never executes them.

How to use Forecast AI

1. 1

   Clone the repository

   Copy the codebase from the official GitHub repository.

2. 2

   Run the setup command

   Execute the interactive setup script to configure your LLM API keys and environment variables. You can also add an optional FactsAI key for source-backed research.

3. 3

   Start the monitoring loop

   Launch the public feed or a continuous watch loop using the command line interface. This begins background tracking.

4. 4

   Generate a forecast

   Provide a market query or identifier to generate a one-shot prediction.

5. 5

   Review the consensus report

   Read the final probability, confidence score, and agent reasoning. The system filters anomalies and applies calibration to the data.

6. 6

   Generate the trade recommendation

   Convert the consensus output into a structured trade prompt for Robinhood.

7. 7

   Execute or discard the trade

   Paste the prompt into an authenticated client connected to the Robinhood Agentic Trading MCP. You must manually approve or reject the action inside your own account.

Forecast AI Screenshots

Forecast AI Review

Forecast AI Updates

1. 

   Forecast Agents Jul 29, 2026 · 14:18
   Happy to see our frens at @bravadotrade continuing to improve their app.
   We are cooking something together behind the scenes, and we're excited to share it soon.
   Stay tuned.

   
   • 10 replies
   • 6 reposts
   • 22 likes
   • 5.9K views
2. 

   Forecast Agents Jul 29, 2026 · 09:06
   Quick update.
   Keep working on the Custom Agent Swarms. The goal remains the same finish everything by the end of today and get everything ready for first users.
   Behind the scenes, there are already a few integrations and collaborations in the works.
   Stay tuned. More updates soon.

   
   • 2 replies
   • 11 likes
   • 679 views
3. 

   Forecast Agents Jul 29, 2026 · 05:28
   HM forecasters. ☀️
   Hope everyone has a productive day ahead.
   Got a couple of hours of sleep, and now it's back to V1.
   Looking forward to @Robinhoodapp Q2 earnings later today. Curious to hear what @vladtenev and the team have to share.
   Have a great day, everyone.

   
   • 1 replies
   • 4 reposts
   • 13 likes
   • 565 views
4. 

   Forecast Agents Jul 29, 2026 · 00:43
   Who's still awake tonight? 🌙
   Been deep into V1 prep and had a thought.
   The real value isn't clicking the button. It's knowing when to click it.
   Everyone talks about execution. But execution isn't really the bottleneck anymore.
   We already have infrastructure like Robinhood Predict, Kalshi, Polymarket, trading terminals, and APIs. Placing a trade is easy.
   The hard part is getting AI to understand the chaos of the real world - news, social sentiment, macro events, market context, other traders behaviour, insiders - and turn all of that into something useful.
   Once you solve that, execution takes milliseconds.
   Back to building. Need to stick to the plan. your thoughts on this? or I need to sleep a few hours😃
   • 1 reposts
   • 7 likes
   • 458 views
5. 

   Forecast Agents Jul 28, 2026 · 17:23
   HM forecasters. Another all-nighter ahead.
   Working on the Forecast AI V1 Custom Agent Swarms that you will be able to run directly on website. The goal is to have everything ready by the end of tomorrow and open V1 to our first users.
   V1.0 will let you search any live market on Kalshi, Polymarket, or Robinhood Predict, or simply enter your own prediction question.
   Once submitted, Forecast AI launches a full 7-agent swarm powered by @factsdottrade Research AI. Each agent researches the topic independently before a final consensus forecast is generated.
   Still lots of testing and polishing before the release.
   More updates soon.

   
   • 4 replies
   • 13 likes
   • 809 views
6. 

   Forecast Agents Jul 28, 2026 · 13:23
   HM forecasters. Sharing some updates.
   The backend infrastructure for Custom Agent Swarms is already in place.
   https://github.com/codebyollie/forecast-agents
   Right now I'm focused on the frontend - bringing everything together into the User Forecast AI dashboard.
   Soon you'll be able to search ANY market on @Kalshi or @Polymarket and launch a full 7-agent consensus forecast directly from your profiles. Includes seamless cross-venue support for @Robinhood Predict markets with automated execution via Robinhood MCP. Usage will be tier-based, depending on your $FORAI holdings.
   This isn't the final version yet. Will be doing a lot of testing and polishing before the official launch to make sure everything works exactly as intended.
   I'll keep sharing every step along the way.
   Stay tuned.

   
   • 3 replies
   • 2 reposts
   • 14 likes
   • 1.6K views
7. 

   Forecast Agents Jul 28, 2026 · 09:35
   A bit of transparency.
   People are asking about our X connections and tokens launched on Solana, so I think it's better to explain everything openly.
   About a year ago I started building Polybased - an SDK for Polymarket. The goal was simple: build a developer toolkit that was easier to use and more complete than what existed at the time.
   I put a huge amount of work into it. I launched a token without KOLs or paid promotion that did well I think, became one of the early Polymarket affiliates under their previous program, was accepted to Polymarket Builders program with badge on X and spent months trying to grow the project.
   As the project grew, I expanded the team. Looking back, that was my biggest mistake.
   I trusted people with access to the wallet, the X account, and the GitHub repositories. At the same time Polymarket significantly improved their own SDK, which reduced the need for ours, and we struggled to get the support we needed to keep moving forward.
   Eventually I stepped away from the project. that was another big mistake.
   Unfortunately, because other people still controlled some of the infrastructure, the project evolved in a direction I no longer agreed with. New tokens were launched under this account and polybased name, and decisions were made that were completely outside of my control. as the result they lost X badge from Polymarket and were excluded.
   Forecast AI. I started it being in the team. It was simple - 7 agents do some work for you. nothing complex, simple tasks. I continued improving it in Prediction direction. They again used it to launch tokens on PF using my initial wallet and other wallets.
   From day one of official public launch of product I have reclaimed full control. My solana wallet is under their control but I don't care anymore. It is poisoned and spoiled.
   I alone control the GitHub repositories, the X account, the website, and the development. I couldn't look at what people do with my work. Same as happened on Saturday with vamp token. It is hard to take that someone use your efforts to get money. it is painful but it is life. we must be always ready.
   I decided to build around Robinhood because I genuinely believe that it has a good potential. It feels like the beginning of something much bigger, and I want Forecast AI to be part of it.
   Yes, I launched $FORAI. It is my second token. First was POLYBASED on Solana. The reason is straightforward: running AI agents isn't free. LLM inference, APIs, infrastructure, and hosting all have ongoing costs. The token helps fund continued development while giving holders access to additional functionality we're building. applying to programs can also help to get some grants to be used for development and token and marketing.
   I know trust isn't built with a tweet. But I am going to keep doing what I do. I was thinking about new X account. but again, too much effort was done. I still have contact with active builders. I still a member of Polymarket builders closed community. I think have all chances to succeed. will not be easy.
   Thanks to everyone. You decide.
   • 9 replies
   • 1 reposts
   • 14 likes
   • 916 views
8. 

   Forecast Agents Jul 28, 2026 · 09:17
   community alignment comes first
   let's win
   • 1 replies
   • 8 likes
   • 729 views
9. 

   Forecast Agents Jul 28, 2026 · 07:57
   Quick update. 🔮
   Applied to the Builder Programs at @PolymarketDevs and @Kalshi today.
   Hopefully we'll see more early-builder initiatives from @RobinhoodApp too. Programs like these are a great way to grow the ecosystem and encourage more developers to build.
   Excited to keep building alongside the prediction market community. back to building.

   
   • 2 reposts
   • 11 likes
   • 446 views
10. 

    Forecast Agents Jul 28, 2026 · 06:47
    Could be huge.
    Love seeing how @RobinhoodApp keeps expanding - especially its focus on prediction markets and AI.
    • 4 likes
    • 543 views
11. 

    Forecast Agents Jul 28, 2026 · 03:39
    HM Forecasters.
    Good morning everyone. Wishing you a productive and profitable day ahead.
    I’ll be sharing some updates today.
    Stay tuned. Let's keep building.

    
    • 5 replies
    • 1 reposts
    • 11 likes
    • 520 views
12. 

    Forecast Agents Jul 27, 2026 · 18:54
    A small preview of the first real $FORAI holder utility we’re building.
    Once on-site agent runs go live, there will be 3 access tiers on Forecast AI.
    The idea is simple: Anyone will be able to run the 7-agent swarm directly on http://forai.tech without installing anything or bringing their own LLM API keys or any other costs.
    Because every swarm run has a real cost behind it, on-site usage will be limited - with higher $FORAI tiers unlocking more runs and more advanced capabilities.
    We cover the LLM/API infrastructure costs and partner APIs costs with our funds including creator fees from @ponsdotfamily. In other words, part of the fees generated by $FORAI goes back into building and running utility for the community. Later with userbase growth we can add subscription but for holders we will use special offers.
    If you prefer to self-host Forecast AI, nothing changes.
    The core remains open source. You can deploy the agents yourself, use your own API keys and run the infrastructure independently - in that case, the API/LLM costs are yours. All you need is our open-sourced code on our Github.
    Still working through the exact limits and economics while we build and test it. More details before feature release.
    Open for feedback and discussion.

    
    • 8 replies
    • 1 reposts
    • 17 likes
    • 901 views
13. 

    Forecast Agents Jul 27, 2026 · 17:02
    A little break for some humor on the feed today. 😄
    Our Forecast AI 7 agents when their forecasts are too far apart to reach consensus…
    or which is the best place to predict: @Polymarket, @Kalshi, or @RobinhoodApp Predict. 💀
    • 1 replies
    • 9 likes
    • 384 views
14. 

    Forecast Agents Jul 27, 2026 · 15:39
    Another small milestone for Forecast AI. 🔮
    Forecast AI has been submitted for launch on @ProductHunt - July 31.
    Now have a few days to finish and polish as much of the planned work as possible before we go live - including one of our biggest updates yet.
    Going to be a productive few days.
    I’ll keep you updated as we build toward launch.
    Launch preview: https://www.producthunt.com/products/forecast-ai?launch=forecast-ai
    Back to work.
    • 13 replies
    • 1 reposts
    • 23 likes
    • 967 views
15. 

    Forecast Agents Jul 27, 2026 · 13:10
    Quick upd. Working today on making Forecast AI easier to understand and easier to use.
    Preparing a full visual breakdown of what was explained in post below of how our 7 agents go from a market → independent research → consensus → final forecast.
    At the same time, working on bringing this entire flow directly to http://forai.tech. ETA - 2 days. Will do my best to release earlier.
    No installation. No local setup. Just choose a market and let the swarm work.
    Will show more soon.
    https://github.com/codebyollie/forecast-agents
    Also, some news coming this week. Can’t give you the exact day yet, but it’s coming.
    Back to building.

    
    • 27 replies
    • 2 reposts
    • 34 likes
    • 735 views
16. 

    Forecast Agents Jul 27, 2026 · 03:55
    Spent part of the night polishing the User Dashboard - improving the experience and getting everything ready for what comes next.
    Now ready to move on to the next big piece.
    Today we start working on bringing the 7-agent swarm directly to http://forai.tech.
    The goal: let users choose a market and run their own Forecast AI analysis directly from the website - no local install, no environment setup.
    Access and analysis depth will eventually scale with your $FORAI tier, with more capabilities and stronger models opening up for holders.
    This is probably one of the biggest product steps since launch.
    Back to work. Will keep you updated as we build.

    
    • 1 replies
    • 16 likes
    • 746 views
17. 

    Forecast Agents Jul 27, 2026 · 03:07
    HM fam. 🌞 A new week starts.
    We have a lot planned, so this should be a very productive one on our side.
    Wishing everyone a productive and profitable week as well.
    FORAI. FOR us. FOR @RobinhoodApp. FOR growth. FOR the entire community.
    Back to building.

    
    • 2 replies
    • 2 reposts
    • 13 likes
    • 474 views
18. 

    Forecast Agents Jul 26, 2026 · 16:55
    ess than a week passed since we launched Forecast AI and $FORAI. It’s been a productive first week - and a pretty intense one.
    We shipped the first working version of Forecast AI, brought our 7-agent forecasting system live, launched the public dashboard and started building $FORAI holder utility, and opened our Telegram community.
    But probably the most important part: we started building a real community around Forecast AI.
    We also integrated with the great team at @Polyfactual and @factsdottrade, and listed on
    @Polymartapp, and started opening more doors across the prediction market ecosystem.
    Saturday brought our first small disappointment and challenge - someone launched a fake token using our name. I guess that’s also part of building in public. But such situations make us only stronger.
    
    So one reminder: there is only one $FORAI and only one Forecast AI. Always verify through our official channels.
    Next week is already packed. Will be hyper productive.
    More platform improvements. New features. More $FORAI utility. New integrations and partnerships. And a much deeper dive into the @RobinhoodApp ecosystem and what we can build around agents + prediction markets.
    Still very early. A lot will change, a lot will improve, and there will definitely be challenges along the way.
    Thank you to everyone who supported us, gave feedback, joined the community, contributed ideas, or simply believed in the progress we’re making.
    First week done.
    Grateful for all of you. Now back to building.

    
    • 8 replies
    • 2 reposts
    • 18 likes
    • 899 views
19. 

    Forecast Agents Jul 26, 2026 · 16:28
    Another small Sunday update - the Forecast AI User Dashboard is now live.
    http://forai.tech/profile
    You can now:
    → Create your profile and log in via email or wallet with @privy_io
    → Connect your wallet and automatically verify your $FORAI holdings and current tier and receive your first badges (will play role in future)
    More information and functionality will start appearing inside the dashboard once we finish and deploy the next major release: running your own 7-agent Forecast AI swarm directly on the website - without installation and local environment.
    Next week is going to be very productive as we are going to release many features and improve the current platform. Stay updated.
    @RobinhoodApp @Polymarket @PolymarketDevs @kalshi

    
    • 2 replies
    • 1 reposts
    • 13 likes
    • 931 views

Forecast AI Reviews & Comments

No reviews yet. Be the first to share your experience.

Forecast AI alternatives

Other Polymarket tools that do a similar job. Compare and pick what fits your workflow.

• 

  Polyfactual

  Polyfactual combines live prediction market data with AI to give traders and developers i…

  Web, Telegram, ChromeFree
  Compare
• 

  Ember

  Traders who want a second opinion on Polymarket odds get daily AI probability assessments…

  Web
  Compare
• 

  Poly Prediction

  Traders who want context behind Polymarket prices get AI-driven analysis that connects li…

  Compare
• 

  Sides Trade

  Prediction market traders can place orders, manage positions, and build AI-assisted strat…

  Compare