Solo Traders Building Custom Financial Tools
306 posts across 39 communities in the last 30 days; 21% from r/SideProject.
“⚠️ For educational purposes only — not financial advice. I kept running into the same problem: I wanted a quick way to pull up a stock chart with a few common indicators, but most options were either web platforms buried in ads and logins, or full trading terminals with far more…”
“I want to build an MEV bot. Before going further I'd appreciate the shed of light of ETH veterans on what to keep notes of and how to proceed. My roadmap is as follows: 1- Learn rust, solidity, DeFi protocols: Uniswap / Sushiswap, Lending protocols: AAVE 2- Test with anvil and…”
“I mostly trade income trades on SPX because it removes a few headaches (I moved out from SPY): it’s cash-settled, so there’s no early assignment surprises. The structure I use, which is called SPX Best (by myoptionsedge), combines a broken wing butterfly with a vertical spread…”
Independent traders and developers are frustrated with the fragmented and expensive landscape of existing financial data and tools. They are taking matters into their own hands, building custom solutions and automated systems to gain an edge in the markets and overcome the limitations of current offerings. This often involves combining data feeds, AI, and automation to create personalized trading experiences.
SOURCES (60)
“I am Michele, the developer of Multiagentic Platform. I have published version 1.1.25 as a Windows application, after using the software with my own broker account. The application combines a market workspace, portfolio context, specialised agents and SPINS, which processes special operating instructions. Users configure…”
“Curious if anyone here has webhook alerts firing into an actual automated trading setup, not manual order entry through TV's broker panel. On the stock side I've seen fully automated strategies that execute inside your own Alpaca account (Kronos is one), but for crypto specifically, what's the real delay between alert and execution? Seconds? More during volatility spikes? Also had TV drop alerts on me once during a plan hiccup, so wondering if that's common or I got unlucky.  ”
“I'm building FerimanEdge, a crypto market analytics service focused on BTC, ETH and BNB. The free version tracks market regimes and publishes updates through a public Discord community. There's also a publicly available history of the strategy's reference outcomes, including losses. Real-time Full Access is scheduled to launch on November 1 at $29/month for the first 100 subscribers. It's an information service, not a trading bot. No exchange connection or custody involved. https”
“Been investing for years and one thing always annoyed me. Trading communities are all over the place. Charts on one app, screeners somewhere else, paid groups on Discord/WhatsApp. And then the stock gurus lol. Everyone shows their winners. But what about the 7 losing calls they made last month? So a friend and I started building BullsMeet. Idea is simple. One place for traders/investors to share ideas, track their calls with timestamps, check past performance, use charts, screeners and build com”
“Portfolio appreciation very believable if it was tech/ai heavy [re: How to walk away]”
“The trading idea part was easy. What took the longest was deciding what a bot should do at 10:40 on a Tuesday when the person who made it is in a meeting and something looks off. Where I landed: It only ever trades fake money. No setting turns that off. Every rule gets an exit before it gets an entry: a stop, a target, or out at the close. If you hook up your AI (Claude, Gemini, ChatGPT, Codex...), the key it gets can close, cancel or pause, but opening a new position needs a separate key you ha”
“I’ve been working on an iPhone app called Portfolio Preview, and I’m at the point where I need some outside opinions before I put more money into it. The idea came from checking my own investment portfolio and seeing that I was up or down a few hundred dollars without really understanding what was driving the change. The app breaks down how much each stock or ETF contributed to your daily gain or loss, then uses AI and financial news to explain what might have caused those movements. The explana”
“Right, here's one for the roast pile. I build Excel pricing calculators for tradespeople. Deeply unsexy work, but quoting is where small trade firms quietly lose money, so here we are. The new one is for chimney sweeps. You type in the job details: number of flues, the roof access situation, creosote level, add-ons. Out comes a recommended price, your price at target margin, and a green/red call on whether the job is worth taking. The free LITE version is 3 tabs: a start-here page, your sett”
“What would you like to change? a new feature How would it help? make more money in the long run if it has enough data and works well Expectations [x] I understand this request will be considered but is not guaranteed to be implemented.”
“the 13 of 18 stat is the product, not the price monitoring feature. lead with that everywhere: "you have margin sitting in the wrong direction on products you're not even watching," not "price tracker." the free plan should exist purely to let people feel that stat about their own store, nothing else matters in that flow. cold email at 1-in-20 reply when you open with their own gap isn't slow, that's strong for cold b2b to small shop owners who get pitched daily.”
“how would you want past results shown, a hit rate number, or a chart of old forecasts next to what actually happened? [re: I put every Polymarket & Kalshi crypto price bet on one page, and combined the Bitcoin ones into a prediction forecast]”
“I follow around 10 stocks, but keeping up with all their news was becoming a pain. Too many headlines, too much noise. So I built WATCH. You add your stocks, and AI analyzes their news, highlighting important developments with a summary, source, and confidence rating. Over two weeks, it filtered out 4,332 stories and kept just 16. Two were classified as Major. It's built with Next.js 16, Supabase, and the Claude API. I also built a three-stage filtering system that brought costs down to arou”
“I like the idea of adding the next earnings date for each ticker, I've gotten that alot and is something i plan on adding soon. As for the reasoning behind each flag, that feature is already in the app. The AI in it tells you exactly why each article made the cut. Each one also has the direct link so you can go and view yourself. It also does tell you what's new not just loud, what i mean by this is that a big company could sign a podcast deal and it gets covered 40 times while a smaller”
“This is peak. Being able to show past results would be a killer feature. [re: I put every Polymarket & Kalshi crypto price bet on one page, and combined the Bitcoin ones into a prediction forecast]”
“Tell me interesting things you know about PaperTrade and its potential future submitted by /u/John-gazer1x255 [link] [comments]”
“Hey everyone! I’m a computer science student and value investor currently developing a stock screener designed specifically for value investing. The idea is to automatically screen stocks in real time based on fundamental metrics and use AI to help evaluate potential undervalued opportunities. This works using a user inputted inject prompt to automatically give a rating. The idea is NOT to use AI to invest but to use AI to speed up the screening process. I’m looking for a few value investors who”
“Doesn't your broker provide realtime data through their API? Just connect to that. [re: Does anyone know of (or has built) a Bloomberg Terminal-style app powered by AI that’s actually accurate and real-time?]”
I built a small tool to explore this idea visually. The starting point is a target payoff at expiration. From there, the tool constructs a portfolio using the underlying, cash, puts, and…
“I’ve been trading SPX 0DTE iron butterflies and have noticed some interesting pinning behaviour around 1:30–2:30 PM. I’ve been working with ChatGPT to develop a tool that identifies potential pins using price concentration, gamma exposure, volatility, and how consistently SPX returns to certain levels. The goal is to create a “pin strength meter” that helps determine whether selling a 10-point-wide iron butterfly around 2 PM is worthwhile, ideally closing within 30–60 minutes to capture theta de”
“When I started investing, most research tools felt built for professionals, and I couldn't find a good iOS app that let me compare stocks side by side. So I built versys. Compare stocks side by side Deep lookup of financial metrics shown as simple charts Portfolio tracking Completely free Links are in the comments. I'd love honest feedback from other beginners: what's confusing, and what's missing? submitted by /u/PriorNo7328 [link] [comments]”
Hi, I am building a yield product on top of Jupiter for colosseum and would like to interview more users currently placing limit sell order at the moment on DEX. Our platform…
“I run OddsLink, built solo. It started as scripts for my own bets and turned into an API. One request gives you a sport's odds from sportsbooks, exchanges, Kalshi and Polymarket in the same JSON shape, with one id per game. I'm looking for a handful of people to use it for real and tell me where it's confusing or wrong. Who I'm hoping to hear from: - Developers who build anything with sports odds (screens, models, bots, dashboards) - People who use Claude or Cursor or Codex and w”
“Hey everyone, I've been building RangeLab, a self-hosted poker study suite, and I'm at the point where I'd rather sell it than keep maintaining it solo. Posting here before I go looking for a buyer because this community will tell me exactly what's wrong with it. What it is 8 integrated tools in one Flask app: - Equity Lab — Monte Carlo equity vs multiple opponents - Preflop Lab — 6-max/8-max charts + trainer - Bankroll Lab — ROI, tournament/cash tracking - Hand Lab — hand histor”
“Hello, I’m looking for recommendations on what you guys use as a trading platform. I’ve been trading on Webull for a couple years now, it has its downsides, Mainly owned by a Chinese company… I mainly swing options contracts and have a Roth IRA with them, but i want to feel safer having a larger sum of money with a United States owned brokerage instead. I understand it’s SIPC coveredand all but still a Chinese company haha I’ve tried fidelity it’s Ui seems outdated and slow it may better for lon”
“Howdy all, I'm the solo developer behind StonkHub. It started as a personal research tool because so much useful market data was already public, but scattered across government databases, SEC filings, and other sources that weren't exactly designed for easy research. Friends wanted access, so I turned it into a platform. The goal is to bring the following data sources together into one actionable dashboard : Government activity: Congressional trades searchable by ticker or politician, fe”
“Howdy all, I'm the solo developer behind StonkHub. It started as a personal research tool because so much useful market data was already public, but scattered across government databases, SEC filings, and other sources that weren't exactly designed for easy research. Friends wanted access, so I turned it into a platform. The goal is to bring the following different data sources together in one actionable dashboard: Government activity: Congressional trades searchable by ticker or politic”
“⚠️ For educational purposes only — not financial advice. I kept running into the same problem: I wanted a quick way to pull up a stock chart with a few common indicators, but most options were either web platforms buried in ads and logins, or full trading terminals with far more than I needed. So I ended up building my own solution: StockGraber. It’s a small PySide6 + finplot desktop app styled like a dark trading terminal. The process is basically: Type a ticker → press Enter → read the chart N”
“Beginner investors have heard every promise a finance app can make, so I'd lead with how Mesodian actually works. Put a real screen of what someone sees in their first few minutes, or a short walkthrough of one lesson, right at the top of your page. Seeing it builds more trust than any claim. Can you paste the first line of your landing page here? [re: How did you get your first paying users when your product needed trust?]”
“https://preview.redd.it/yhublgfq5ovh1.png?width=1280&format=png&auto=webp&s=fe664ab3b38f1a6a747e8775c9ce1ff15e408f54 guys my algo has placed 3 trades at once ,2 buy and 1 sell , and i dont know what to do now , bcs its just mixed and i am gettin confuse , for now i have cancled the sell trade which was at that blue line submitted by /u/Reasonable_Brain2893 [link] [comments]”
“The tool will be let’s say for people who want to stay in the market context and accumulate Bitcoin more dynamically, but without staring at charts 24/7 and without “blindly buying every Friday at 9:00” This view sits between two extremes: obsessive candle-watching and rigid, fixed-schedule buying. It helps you keep your long-term accumulation plan while identifying better zones for your next tranche, so you can buy with more context instead of pure automation or pure emotion. Like you open the”
“I recently launched GapX , a side project I've been working on to help people discover potential crypto arbitrage opportunities. The app compares crypto prices across exchanges to help users spot price differences. It's a scanner only, with no trade execution and no backend required. I built it as an Android app and published it on the Play Store. Now I'm looking for honest feedback on the idea, UI, and what features would make it more useful. Would love to hear your thoughts! Play S”
“the free 1k plus $20 for 50k is easy to understand, nice. the one thing i'd want on the landing page is why pigeon over resend or postmark, in one line. devs compare fast, so a short "switch in 5 minutes" snippet near the top would help a lot. [re: I built a small email API for app emails (welcome, reset, receipt). Looking for honest feedback, zero users so far]”
“I'm helping test an AI tool for crypto traders. You describe a trading idea in Claude Code or Codex, and it searches strategies, backtests them with fees, compares variants, and can run one on a demo account. Looking for a few people who: - actively trade crypto futures and have an idea they want to test - have Claude Pro or ChatGPT Plus on a desktop I'll help you set it up (about 30 min). Try it on your own idea and tell me what worked and what didn't. Honest feedback is all I'm”
“Just daily summary of my two positions across two protocols. I also asked it to scan for the current APY. I’m a traditional investor and DeFi is relatively new to me. I see it as an alternative asset class. [re: How often do you check your DeFi positions?]”
“Hey all — indie Mac dev here. I wanted a stock ticker on my Mac that didn't look like it escaped from 2003, so I built XTicker. It's a floating LED-matrix ticker that sits on your screen with live stocks, headlines, sports scores, calendar events, tides, and more. Signed and notarized, no account, no subscription — completely free. xtickerapp.com submitted by /u/tnt_shark [link] [comments]”
“Nobody’s mentioned you can keep Woo’s own alert and just make the threshold dynamic. Each product has its own low stock threshold field, and it’s exposed in the REST API. A small scheduled job (n8n, Make, even a cron script) can pull the last 28 days of orders nightly, compute avg daily sales × lead time days + safety stock per SKU, and write that number back into the product’s low stock threshold. Then the native “low stock” email fires at the right time with zero new tools. For peak season, we”
“I'm the solo dev. QuantLabs is a web app for people who pick their own stocks and ETFs. It has a screener, one page per stock or ETF scored against its industry peers, side-by-side compare, watchlists, portfolio analysis and a backtester you set up with rules instead of code. It works in any browser, desktop or phone. There's a feedback button on every page that comes straight to me, and I read all of it. Every Pro feature is unlocked during the beta. Billing is in Stripe test mode, so n”
“I've been building a fundamental equity research app to make analyzing individual stocks more structured, and I'm looking for early users to test it. The app brings together several financial factors in one framework: Liquidity Growth Capital efficiency Coverage Valuation Risk The goal is to give investors a more structured way to evaluate a company's financials without having to jump between metrics and spreadsheets. The app is ready for alpha testing, and I'm looking for people”
“Binance Alpha lists small, early-stage tokens that can move 100%+ in an hour. I kept missing those moves because nobody can watch charts all day, so I built Alpha Sentinel. What it does Watches every Binance Alpha token on every price update Pings your phone within seconds on 1-minute spikes, steady climbs, sudden crashes and big sweeps Adds new Alpha listings to the watchlist within 15 minutes Lets you set your own alerts: % moves, price targets, volume spikes, or several conditions combined Sh”
“Same team actually, Sonar Watch became Jupiter Portfolio, that's the first one in the list. Good call on DefiLlama's Solana page for yields and TVL, that's the better place for the analytics side. [re: Step Finance alternatives after the shutdown / where to track Solana DeFi now]”
“Rug Pulled! is a strategy game disguised as luck. You’re a junior trader at Totally Legit LLC, a prop firm that trades parody meme stocks and a parody Dow (“Mow”, “GreenBag”, “NoVideo”, “Pear”, “MacroHard”). The twist is that surviving is the win condition. Swinging for the fences gets you fired. A trailing −20% drawdown ends your career. In testing, a reckless bot busts in a few weeks and a disciplined one makes it through the year. The game is built to teach why. What you’ll be doing Trading a”
“Summary Three Discord users have reported the trade chart's Last series as broken ("candles appear broken", "chart view issue resurfaced on mobile", "wrong on every chart when switched to this chart"). In both cases checked below, the chart is correct : every bar matches the server's trade data exactly. The confusion is the presentation: on a market with few trades, a candlestick chart of last trade prices reads as broken. This is a design question, not a bug. What users see vs what it is Nullma”
“I made this with the help of Claude - you'll need Python installed and then just follow the instructions in the guide. The idea is that this app will try to find currently hot topics - choose from broad categories, and/or add your own. It searches ProductHunt, Youtube, SerpAPI and Claude and uses Claude to compile a report. You definitely need an Anthropic API key - the rest is optional but hopefully the instructions are clear so it doesn't take much time. It then suggests product ideas”
“I'll give it a spin this weekend, manual entry is actually a plus for me since I don't want any app touching my brokerage logins [re: Investment Portfolio – Free Android Beta for Tracking ETFs, Stocks and Crypto | Looking for Testers]”
“Hello Reddit! I'd like to introduce Investment Portfolio Public Beta 1.0, a free Android application developed as an independent project in Zagreb, Croatia, EU. The goal is to make personal investment tracking simple, practical and accessible. Main features: • Track ETFs, stocks, cryptocurrencies and other investments. • Manage multiple investment portfolios. • Record purchases and transactions manually. • Monitor portfolio value, gains and losses. • View investment performance charts. • Sup”
“Thanks for the detailed explanation! That's actually a solid starting point. Keeping the full configuration and trades for each run is already useful. The part I'd be careful about is allowing unsuccessful runs to disappear, since those attempts matter when evaluating how much optimization has taken place. An append-only experiment history across projects would be a really valuable addition. And I agree, a proper exploration/validation split would make a big difference. Especially if the”
“Hi everyone! I'm an international master's student in BC, and I've recently started working on a personal project involving crypto trading. I'm building a Python-based research platform that collects historical Bitcoin data, tests different strategies, and analyzes market patterns. It's something I'm genuinely interested in, and I'm also hoping it might eventually help me make some extra money. Right now, though, it's purely a research project. I'm not trading”
“my own yolo trades outperformed the market by 10x and made me financially independent with 10mil at 27, just want tk throw that out there not that it's relevant anyways i didn't hire an advisor [re: Had some money to invest. Gave it to an advisor. Why not just the S&P and forget on my own?]”
“Switch to aster - trade private [re: got liquidated on hyperliquid today and realised my liq price was public]”
“I spent years super glued to my desk, charts, news, chatters, telegram and I was convinced I was outsmarting the markets. Last year I finally gave up and switched to a basic 5 simple index fund portfolio, and the index funds completely destroyed my active trading returns. The $$$ return gap was considerable, but realizing I wasted hundreds of hours just to underperform literally broke my ego. For anyone who used to actively day trade, swing trade or just trade: what was the exact loss or momen”
“I have built up a nice little nest egg of 40k and tomorrow I intend on throwing 50% of it at spy options tomorrow. I understand the risk and accept it. Here is the twist. I am conducting an experiment to see if the community can accurately call a coin flip twice in a row. I’m going to let you all call the shot for day one of two. Calls or puts? submitted by /u/Apprehensive_Yak13 [link] [comments]”
“On the "how long" part, I stopped thinking in weeks and started thinking in number of trades. Six weeks and five trades tells you almost nothing, one outlier decides the whole result. I run a few small bots myself and what fooled me most was a strategy that looked great for months only because the market went one direction, so now I want to see something survive at least one regime change before I trust it. Also worth looking at worst loss vs average win: if one bad trade can erase fou”
“I built a Bitcoin sentiment tracker than shows the hourly average of top 10 articles. It runs on Claude Cowork, and I send the results to an analytics service called ChirrOp - which updates the data in real time. You can then compare the trends day on day, week on week, month on month. submitted by /u/chirpier [link] [comments]”
“Thanks for taking the time to check out Event Perpetual and share your feedback. You're absolutely right, I should make it clearer from the start that this is a paper trading demo using simulated funds. I'll improve that messaging. Thanks again for the thoughtful review. [re: [Web, Beta] Event Perpetual: looking for feedback on a paper-trading demo]”
“Thanks for trying it out! Really appreciate the feedback. Great point about the trade button on mobile, I'll look into making it easier to access. Glad the charts felt smooth:) [re: [Web, Beta] Event Perpetual: looking for feedback on a paper-trading demo]”
“just ran through a couple markets on mobile, the chart felt smooth but took me a second to figure out where to actually open a position, maybe a floating trade button instead of nesting it in the market card [re: [Web, Beta] Event Perpetual: looking for feedback on a paper-trading demo]”
“Hi everyone, I'm building Event Perpetual and looking for people to try an early web demo. You can explore markets around sports and real-world events, view price charts, and open and close paper positions using simulated money. This demo does not offer real-money trading. Demo: https://eventperpetual.banqdynamics.com/ If you have a few minutes, try choosing a market, opening a paper position, and closing it. I'd love to know: - Was it clear how to get started? - Did anything feel confus”
