MILLIONS.

If you trade memecoins on Solana, you already know the numbers. Over 14 million tokens have launched on Pump.fun since January 2024. Fewer than 1% ever graduate from the bonding curve. The rest go to zero, usually within minutes.

You've been in those trenches. You've watched a token pump to $500k while you were still checking the chart. You've aped into something that looked good and watched it dump 90% before your transaction even confirmed. You've scrolled through hundreds of new launches trying to find the one that matters, knowing the odds are stacked against you.

The problem is not skill. The problem is not speed. The problem is that you are making decisions without the most important piece of information available: who deployed the token.

You are trading blind

Every existing Pump.fun tool shows you the same thing: a new token appeared. Name, ticker, maybe a chart. You get the same information as every other trader at the same time. There is no edge in that. You are reacting to the same stimulus as thousands of other people, hoping your reflexes are faster.

Meanwhile, the traders who consistently win are not looking at charts. They are looking at wallets. They know which deployers ship tokens that actually bond. They know which wallets have a 40% graduation rate when the baseline is 1%. They know this because they have done the research manually, tracked the wallets privately, and they are not sharing that information with you.

The information exists. It is just not accessible.

Every Pump.fun token is deployed by a wallet. That wallet has a history. Some wallets have deployed 3 tokens. Some have deployed 300. Some of those tokens bonded in under 10 minutes and reached seven-figure market caps. Others never attracted a single buyer.

All of this is public. It sits on the Solana blockchain. But it is scattered across millions of transactions, and no existing tool aggregates it, scores it, or surfaces it in a way that lets you act on it in real time.

That is the gap Millions closes.

The pain points we solve

• ·You cannot manually track hundreds of dev wallets across thousands of daily launches
• ·By the time you see a token on Dexscreener, the best entry is already gone
• ·You have no way to assess the deployer behind a new token in the first 30 seconds
• ·Existing alert tools surface every new launch indiscriminately, with zero quality filter
• ·Proven alpha wallets rotate through fresh burner addresses to avoid being tracked
• ·You are competing against traders who have already done this research and are not sharing it

MILLIONS is a real-time intelligence platform that shifts the odds by answering four independent questions before you trade a Pump.fun token. First: has this deployer done this before, and how did it go? Second: is a wallet with a proven track record of picking winners buying this token right now? Third: are multiple proven wallets converging on the same token at the same time? Fourth: was this fresh burner wallet just funded by a proven alpha, making this its very first launch?

We run four engines in parallel. The first builds deep performance profiles on over 37,000 Pump.fun dev wallets and scores every new launch against a published 7-factor composite model (full derivation in Section 5 below). The second tracks 680+ smart-money wallets, ranks them by historical call performance via a 0 to 100 composite score, and fires when a proven wallet enters a fresh launch (Section 8). The third detects clusters: when 3 or more proven smart wallets buy the same token inside a 5-minute window with an average wallet score above 60, we fire a dedicated cluster alert (Section 8 sub-section). The fourth is the feature every competitor lacks: alpha-funding detection. When a known high-scoring wallet transfers SOL to a previously unseen wallet and that wallet subsequently deploys a token, we fire the call with the funder's track record inherited (Section 7).

Any engine alone can trigger a premium call. When two or more align on the same token, that is the highest-conviction setup in the system. Every smart wallet in the database is re-ranked every 12 hours by a rolling audit. Cold wallets get demoted. New winners get promoted. The roster self-heals (Section 8 sub-section).

Premium calls are delivered to Discord and Telegram. Our edge is not speed alone. Our edge is automated, continuously re-ranked instrumentation: no human picks the calls, every signal fires from on-chain events, and every wallet earns its slot through measured performance on our data.

This paper explains how.

Historical dataset

The Millions scoring engine is built on a comprehensive historical dataset covering the full lifespan of the Pump.fun protocol. This includes every token creation event, every bonding curve graduation, and the post-graduation trading performance of every token that migrated to the secondary AMM.

Raw blockchain data is decoded, normalized, and enriched through a multi-stage pipeline that transforms low-level transaction data into structured dev wallet profiles. Each profile contains the wallet's complete launch history, graduation outcomes, timing characteristics, and market cap performance data derived from real DEX trading activity.

Scale

As of April 2025, the dataset includes:

• ·37,000+ unique dev wallets with scored profiles
• ·590,000+ individual token launches tracked
• ·4,500+ bonding curve graduation events with timing data
• ·Peak market cap data for bonded tokens derived from real trade execution
• ·Market cap tier classification ($100k, $500k, $1M+) for performance benchmarking

Enrichment layers

Beyond raw launch and graduation data, each dev wallet profile is enriched with derived metrics that cannot be obtained from any single data source. These include time-to-bond velocity calculations, launch cadence analysis, bonding curve completion consistency, and peak market cap tier distributions computed from post-graduation DEX trading data.

This enrichment process is continuous. As new launches occur and new graduation events are detected, existing profiles are updated in near real-time to reflect the most current performance data available.

Continuous dev wallet discovery

The tracked set is not a static list. A dedicated webhook listens to every bonding curve graduation on the PumpSwap AMM program. When a previously unseen deployer graduates their first token, we fetch their full on-chain history, compute their stats, and add them to the scored database automatically. The set grows continuously, 24/7, without manual intervention. Today, a fresh deployer who bonds their first token is typically scored and watched within minutes of graduation.

Every dev wallet in the Millions database receives a composite score between 0 and 100. This score is designed to answer a single question: if this wallet deploys a new token right now, how likely is that token to bond and perform well?

The composite score is computed from seven independent factors, each measuring a distinct dimension of the wallet's historical performance. The factors are weighted to reflect their empirical predictive value, calibrated against the full historical dataset.

Factor 1: Bond Rate (20 points)

The percentage of the wallet's lifetime launches that successfully graduated from the Pump.fun bonding curve. This is the most fundamental signal. The overall Pump.fun bond rate is approximately 1%. A dev wallet with a 20% bond rate is outperforming the baseline by 20x. The scoring function scales linearly, with 50% bond rate earning full marks.

Factor 2: Peak Performance (20 points)

Bond rate alone does not capture magnitude. A token that bonds and immediately dumps to $35k market cap is a very different outcome than a token that bonds and runs to $2M. Peak performance measures how high the wallet's bonded tokens actually went, using market cap tier data derived from real DEX trade execution.

Tokens are classified into tiers: $100k, $500k, and $1M+. The scoring function weights higher tiers exponentially, rewarding wallets whose bonded tokens consistently achieve significant post-graduation market caps.

Factor 3: Time-to-Bond (15 points)

The average time between a wallet's token launch and its bonding curve graduation. Faster graduation times are strongly correlated with higher peak market caps, as rapid bonding typically indicates genuine organic demand rather than slow, manufactured volume. Graduation under 15 minutes earns full marks. Over 60 minutes earns zero.

Factor 4: Volume Credibility (10 points)

A wallet with 5 launches and a 40% bond rate has 2 data points. A wallet with 50 launches and a 20% bond rate has 10 data points. The latter is a far more reliable signal. Volume credibility scores the statistical confidence of the wallet's performance metrics, scaling from 2 points for minimal history to 10 points for wallets with 25+ bonded launches.

Factor 5: Wallet Age (10 points)

Older wallets with established deployment histories are more trustworthy than freshly created wallets with no track record. This factor scores linearly based on the number of days since the wallet's first observed Pump.fun deployment, reaching full marks at 90 days.

Factor 6: Launch Cadence (5 points)

The frequency at which a wallet deploys tokens reveals intent. Wallets launching multiple tokens per day are typically automated farming operations with low quality per launch. Wallets launching once a month may be dormant. The optimal cadence, one launch every 2 to 7 days, suggests a deliberate operator who invests time and effort into each deployment.

Factor 7: Metadata Quality (10 points, per-launch)

Assessed at the time of each individual launch rather than at the wallet level. Measures the completeness of on-chain token metadata: name, ticker, image, description, and linked social accounts. Tokens deployed with complete metadata are statistically more likely to bond than anonymous, bare-minimum deployments.

Rug Penalty (up to -30 points)

A severe deduction applied per incident when a wallet is observed draining liquidity from a bonded token. This is the single strongest negative signal in the model. A single confirmed LP drain event can reduce a wallet's score by 10 points. Three or more incidents apply the maximum 30-point penalty, effectively disqualifying the wallet from generating alerts.

Qualifying threshold

A composite score of 70 or higher triggers a qualified premium call. The threshold sits at the top of the band and is configurable, recalibrated as the dataset matures. Launches from wallets scoring 25 to 69 are still tracked and routed to the open gamble channel; below 25 they are recorded but do not generate alerts at all.

Independent of the composite score, wallets that demonstrate sustained performance earn a qualitative tier badge. These tiers are designed to surface the most consistently successful operators in the ecosystem.

These tiers serve as a fast visual signal in both the leaderboard interface and the Discord alert embeds, allowing members to immediately gauge the caliber of a deploying wallet without reading the full score breakdown.

One of the most significant limitations of any wallet scoring system is the cold-start problem: a brand new wallet has no history to score. Every existing tracker in the space is blind to first-time deployers.

Millions solves this through proprietary funding chain analysis. When a known high-scoring wallet transfers SOL to a previously unseen wallet, that transfer is flagged as a potential deployment funding event. The new wallet is placed on a watch list with an inherited score derived from the funding wallet's profile.

If the funded wallet subsequently deploys a token on Pump.fun, an alert fires immediately with the inherited score and the funder's track record attached. This enables Millions to catch the very first launch of a burner wallet before any other scoring system has data to work with.

This mechanism is particularly valuable because experienced operators frequently rotate through fresh wallets to avoid being tracked. Funding chain analysis defeats this evasion pattern by following the money upstream to the source of capital.

The dev score answers one question: is the deployer historically good? Smart money answers a separate, equally powerful question: are wallets that consistently call winners buying this token right now? Each signal runs independently and either can fire a premium call on its own.

Millions maintains a database of 680+ smart-money wallets compiled from three independent sources. When any of these wallets makes a fresh buy into a newly-launched token, the activity is detected and routed based on the wallet's own historical performance.

Source 1: Hand-curated wallets

A manually maintained list of wallets identified through deep trade history analysis. High-PnL traders, known insiders, and wallets that have demonstrated consistent early-entry profitability across multiple Pump.fun launches. Each wallet is individually vetted before inclusion.

Source 2: Algorithmically discovered wallets

An automated discovery pipeline scans recent on-chain trading data to identify wallets with statistically significant profitability. The current criteria: at least 5 distinct pump token exits with $50,000+ total sell volume in the preceding 14 days. This surface refreshes periodically to capture emerging smart money as new profitable traders appear.

Source 3: Elite dev wallets

Top-performing deployer wallets from our own scored database whose tokens have crossed $500,000+ in peak market cap. These wallets are smart money by definition: they have demonstrated the ability to create value at scale, and they frequently participate in other launches beyond their own deployments.

Smart-money composite score (0 to 100)

Being in the smart-money database is not enough to earn a premium call. Every buy from every tracked wallet is logged alongside the token's peak market cap. Each wallet earns a 0 to 100 composite score across six independent factors, calibrated against the platform's own call history rather than any external reputation:

• ·Sample size (15 pts): how many of the wallet's buys we have peak data for
• ·Average multiplier (25 pts): mean (peak MC / call MC) across all scored buys
• ·Median multiplier (15 pts): rewards consistency over single big hits
• ·Hit rate at 2x or higher (20 pts): % of buys that doubled from call MC
• ·Hit rate at 5x or higher (15 pts): big-winner frequency
• ·Recency (10 pts): decays linearly over 30 days from the wallet's last buy

A wallet with score 60 or higher across at least 5 scored buys earns the premium tier. Below that, it stays in the free gamble channel. Premium routing is earned, not granted.

Cluster detection

A single smart wallet buying a token is a signal. Three or more proven smart wallets converging on the same token inside a 5-minute window is a different signal entirely. MILLIONS records every smart-wallet swap into a rolling event log, and when 3+ distinct wallets land on the same mint within 5 minutes, we check the average composite score of the cluster. If the average clears 60, a dedicated cluster alert fires to premium with the participating wallets named.

Clusters are the highest-conviction smart-money setup in the system. They are also rare, which is the point: signal density over volume. The market cap band is held to $6k to $1M to keep clusters focused on tokens that still have room to run.

Rolling 12-hour re-ranking

Lifetime averages are slow to react to a wallet going cold. A trader who hit a great run last quarter and has been losing for the past two weeks still looks great on lifetime stats. To catch this, MILLIONS runs a rolling audit every 12 hours. The audit looks at the last 7 days of each wallet's scored buys.

• ·Demote: any wallet whose 7-day avg multiplier drops below 1.2x over 5+ buys is auto-downgraded to the gamble tier
• ·Promote: any wallet whose 7-day avg climbs above 2.0x over 5+ buys is auto-promoted to the premium tier
• ·Sticky overrides: hand-curated wallets remain pinned to premium even when their rolling stats dip, so you can still force-list a wallet you trust

The roster of wallets feeding premium changes daily. Hot streaks earn promotion within 48 hours of a winning run starting. Cold streaks get demoted before they pollute the channel for a week. The rolling audit complements (does not replace) the nightly lifetime-stat tier recompute.

Independent of the dev score

The smart money signal is deliberately kept separate from the dev composite score. The dev score measures the deployer. The smart money signal measures the buyers. Either signal alone is enough to fire a premium call. When both hit the same token at the same time, that is the highest-conviction setup in the system, and premium members see it in the first seconds after the smart-wallet transaction confirms.

The value of dev wallet intelligence degrades rapidly with latency. A qualified launch that is surfaced 5 minutes after deployment has already lost most of its positional advantage. Millions is architected for sub-10-second alert delivery from the moment a tracked wallet's transaction confirms on chain.

Detection pipeline

Proprietary infrastructure continuously monitors on-chain activity from the active tracked wallet cohort. When a new token deployment is detected from a monitored wallet, the system performs a rapid sequence of operations: wallet profile lookup, composite score computation, metadata extraction, and qualification check. If the launch meets the scoring threshold, an alert is assembled and dispatched to the premium Discord channel within seconds.

Efficiency by design

Rather than monitoring the entire Pump.fun program (which processes thousands of transactions per minute), Millions monitors only the specific wallet addresses in the active tracked cohort. This targeted approach reduces infrastructure cost by orders of magnitude while maintaining sub-second detection latency for the wallets that matter.

Dual-platform delivery

Every call fires to both Discord and Telegram at the same time. Members choose their preferred platform or subscribe to both. Alert payloads are tailored to each platform while carrying identical data: full wallet address, composite score breakdown (for dev launches), smart-money context (for tracked-wallet buys), token metadata, and direct links to trading interfaces.

Premium channels

Paying members receive real-time alerts in private Discord and Telegram channels. Four signal types route to premium: qualifying dev launches (composite score 70+), buys from smart wallets that have earned their premium slot through historical performance, cluster events (3+ proven smart wallets on the same mint inside 5 minutes with average wallet score 60+), and alpha-funding catches. Either signal alone is enough to fire a premium call. Both at once is treated as the highest-conviction setup in the system. The private Telegram invite link is delivered by the subscription bot automatically after payment verification.

Gamble channels

The free gamble channels on Discord and Telegram receive lower-conviction signals: smart wallets still building their track record, previously underperforming smart wallets still being monitored, and dev launches in the 25-54 score range. These are surfaced in real-time but without the conviction of a premium call. Gamble is open to anyone and serves as a preview of the platform.

Daily performance recap

An automated daily summary is posted showing aggregate performance metrics for the previous day's calls: total calls, best performer, average peak ROI, and 2x+ hit rate. This serves as both a transparency mechanism and a conversion driver, providing verifiable evidence of the system's performance over time.

Subscription

Premium subscriptions are handled natively via SOL payments and verified on-chain. Users initiate via the subscription Telegram bot, send SOL to the platform wallet, and verify the transaction through the bot. Verification triggers automatic provisioning of both the premium Discord role and the private premium Telegram invite. No third-party payment processor is involved.

The public leaderboard displays the top-performing dev wallets across five sortable views: Active Now (30-day window), Recently Bonded, Most Bonded (all-time), Highest Rate (all-time), and Most Launches. Each view applies different filters and sort criteria to surface different dimensions of the dataset.

Every column in the leaderboard is sortable in ascending and descending order. Wallet addresses are pseudonymized. No individual launch data is exposed. The leaderboard provides enough information to demonstrate the depth and quality of the dataset without enabling independent tracking of the underlying wallets.

Millions is a data-driven signal tool, not a trading bot, and not financial advice. The following limitations apply:

• ·Historical performance does not guarantee future results. A wallet with a 50% bond rate may produce its next 10 tokens that all fail.
• ·The scoring model is based on observable on-chain data. Off-chain coordination, insider information, and social media dynamics are not captured.
• ·Peak market cap data is derived from DEX trading activity and may be influenced by wash trading or artificial volume in some cases.
• ·The alpha funding detection mechanism can produce false positives if a high-scoring wallet transfers SOL for non-deployment purposes.
• ·Pump.fun tokens are extremely high risk. The vast majority go to zero regardless of the deploying wallet's history.
• ·The qualifying threshold of 70/100 is a calibration decision, not a guarantee of quality. It is adjusted as the model matures and as we tighten signal density.

Users should treat Millions alerts as one input among many in their decision-making process. Position sizing, risk management, and independent verification remain the responsibility of each individual trader.

Recently shipped

• ·Cluster detection: dedicated alert when 3+ proven smart wallets buy the same token in 5 minutes
• ·Milestone post-mortems: auto-fired Discord + Telegram embeds when a call crosses 10x, 20x, 30x, etc.
• ·Rolling 12-hour wallet performance audit (auto-demote cold wallets, auto-promote hot streaks)
• ·Smart-money composite score (0 to 100, 6 factors) with stored tier on every wallet
• ·Native SOL-based subscription payments via on-chain verification
• ·Telegram bot integration for subscription, referral codes, and friend discount codes
• ·Continuous dev wallet discovery via dedicated bonding-curve graduation webhook
• ·Dual-platform alert delivery (Discord + Telegram)
• ·Public hits page: every 10x+ call surfaced as receipts, no cherry-picking
• ·Quality gates: per-call metadata requirement, MC band tightening, premium downgrade-to-gamble on fail

In active development

• ·Live embed updates: alert messages edited in-place with current market cap as tokens trade
• ·Rug detection via post-graduation LP movement analysis
• ·Cohort-based factor reweighting: replace static scoring weights with measured logistic-regression coefficients
• ·Extended peak market cap tiers ($10M+) for historical performance benchmarking
• ·Public API for subscribers to integrate alerts into their own tooling

The Pump.fun ecosystem generates enormous volume but offers almost no signal. MILLIONS creates signal by doing what no other tool does: running four automated on-chain engines in parallel, scoring every wallet in the database against measured performance, and re-ranking the entire roster every 12 hours so the wallets feeding premium are always the ones currently winning.

The thesis is simple. Dev wallets are not random. Smart-money wallets are not random. Some deployers consistently ship tokens that bond and run. Some traders consistently pick winners early. Some clusters of smart wallets converge on the same mint at the same moment. If you can identify all of these cohorts mechanically, score them against their own track record on the platform, and get alerted the second any of them moves, you have an edge that most of the market does not. When multiple engines align on the same token, the edge compounds.

No human picks the calls. No KOL has a backdoor. Every score component is published. Every signal fires from on-chain events. Every wallet earns its slot.

MILLIONS is that edge.