# Introduction

Social trading shouldn't be KOLs farming their own bubble. It should show you how attention actually flows on-chain, so that everyone sees more than they could alone. Today most feeds work the other way, and people only see what their bubble wants them to see.

Stargazer is a next-gen social trading layer for agents and humans. Its AI monitors how attention moves on-chain across every token on 7 chains, 24/7, so you can find opportunities outside your bubble. It works like a feed, except this one is put together from what wallets are doing rather than from what someone wants you to see. It goes further than one wallet somebody told you to watch. For any token you get the whole picture, how much of it is organic, how much is bundled, and what smart money and bots are doing. Agents read the same picture people do, through the API today and through MCP next.

We process raw data across 7 chains from genesis to the latest block: Ethereum, BNB Chain, Base, Arbitrum, Optimism, Polygon and Robinhood Chain. Every classification comes from what wallets actually do on-chain, across 200B+ transactions, with no manual labels.

#### What's live today

Alpha Search v0.2 is the first piece of the layer. It's free for everyone during Onchain Alpha Autumn.

* **Look beyond your feed.** The list is the whole market on 7 chains, ranked by where on-chain attention is moving right now. Next to every token is its expected move, the range the price may travel within a day.
* **Read the moves behind the chart.** The token card shows who holds the token and who is moving it today. Holders are split into Organic, Bundled, Automated and Apps, and inside them you see retail, insiders, farmers and smart money as separate axes. 
* **Set filters, monitor 24/7.** Describe the activity you want to see, save it, and a Telegram message arrives whenever a new token starts matching.
* **Swap from the token card.** Limit orders, perps, liquidity strategies and MCP for agents are next.

Alpha Search shows how much a token may move and who is moving it. Which way it goes is yours to judge.

<br>


# How to start

Alpha Search v0.2 watches every token on 7 chains (Ethereum, BNB Chain, Base, Arbitrum, Optimism, Polygon and Robinhood Chain), 24/7, and shows where on-chain attention is moving right now. It doesn't depend on what your timeline is talking about, so it will show you tokens outside your bubble, and for any of them it will show who is actually in the token and which way each group is moving.

#### What you see

Filters on top, the list under them. The list is the whole market, already ranked by where on-chain activity is moving, and the order changes during the day as the activity does.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FgozouXO1Cwb4iNTEz7Kr%2F02_list_rows.png?alt=media&amp;token=dc5567ff-76db-45c4-914a-1d9e78d849d5" alt=""><figcaption></figcaption></figure>

One row is one token. If a token trades on several chains, it still appears once, with its activity aggregated across all of them. The row shows the symbol, market cap, expected move and a 24h price sparkline with the change over that period. Expected move is the range the price is expected to travel within a day, shown as a from–to percentage, for example 2.9–5.3%. It estimates amplitude, not direction, so the token can go that far up or down.

Tap a row and the token card opens right in the list. Tap again to fold it back. The card tells you who is behind the token, and filters narrow the list down to the tokens you're looking for.

#### Your first search

Say you want to see which memecoins retail is quietly accumulating on Base.

1. In Chain, select Base.
2. In Market cap, pick Under $1M. This also clears stablecoins and wrapped tokens out of the list, since they sit in the top range.
3. Open Advanced Signals and tap + add condition. Set it to Retail shows Moderate surge by $ volume vs its own history. It means: retail wallets are trading noticeably more dollars in this token today than they usually do.&#x20;
4. Tap Search. The list now holds only tokens that pass all of that.
5. Open the first row. On the card, the Holders and Supply bars show how much of the crowd and how much of the supply is organic, and in Signal Rarity the Retail axis should read Inflow or Strong inflow, which means retail was accumulating today.&#x20;
6. Scroll down to Save & Alerts, name the filter, tap Save, and turn on the bell. Link Telegram if you haven't. From now on the Stargazer bot messages you whenever a new token starts matching, whether the page is open or not.

#### Good to know

* **How fresh the data is.** When you open a card, the algorithm refreshes the token's data and shows an Updating indicator while it works. Even after that, the numbers can trail the chain by up to an hour: on-chain data from all networks is synced into a single multigraph, and that sync takes time.&#x20;
* **Why a token is missing.** If a token disappears from the list, it was removed for suspicious on-chain activity, not for anything about its price. That's also why a token everyone on CT is talking about can be missing here. Show health-failed tokens in Advanced Signals brings it back.


# Read tokens

Retail accumulating, bots pumping volume and bundled wallets dumping all look the same on a price chart. The card separates them. It goes top-down: first how much the price may move, then who holds the token, then who is moving it today.

#### Expected move and price

The card opens with the expected move in large type, the same number you saw in the row. Under it is the price chart with a 24h / 7D switch, and the percentage next to the Price label is the change over the selected period. Opening a card refreshes the token's data.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2F4WCZjm5D4h0BzzFmUW3R%2F03_card_top.png?alt=media&amp;token=8ca2e167-94fc-48f4-9fe6-b123daf7594d" alt=""><figcaption></figcaption></figure>

The Swap button opens the swap module for this token. Under the button are the current price and market cap.

#### Holders and Supply

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FaWfJ1Dhn6QoqoAnfTGte%2F04_holders_supply.png?alt=media&amp;token=a3eb3490-0010-4283-9694-d73eac1acf10" alt=""><figcaption></figcaption></figure>

Two bars split the token between four groups of wallets.

* Organic: real people, from retail to active traders acting by hand.
* Bundled: addresses whose on-chain behavior is strongly tied to this token. Insiders and Farmers are its two subcategories.
* Automated: trading bots and DeFi bots.
* Apps: infrastructure. Protocols, exchange deposit addresses, custodians, token contracts.

Holders shows the share of wallets in each group and Supply shows the share of tokens each group holds. The two bars can tell different stories about the same token, which is why they sit next to each other and why one wallet never tells you who owns it. In the example below, Organic wallets are 54% of holders but hold 7% of supply, while Bundled wallets are 40% of holders and hold 68%. The token looks organic by headcount and is bundled by ownership.

Under the bars is the contract section, one line per chain the token trades on, each with a chain tag, the address and a Copy button, and a link to DexScreener.

#### Signal Rarity

Signal Rarity shows who is moving the token today, and whether that's unusual for this token.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2F6bnIsNFhyRdLufuCLsJI%2F05_signal_rarity.png?alt=media&amp;token=1ef2d517-1eee-451e-b6a5-95071aec2463" alt=""><figcaption></figcaption></figure>

Activity is split into 15 axes. Eight of them are categories, meaning kinds of wallets, and seven are flows, meaning kinds of transactions. The card shows a few axes at first, and Show all 15 axes unfolds the rest. Each axis is defined at the end of this page.

Every axis has the same three numbers for the last day: Volume in USD, Transactions, and Wallets that took part. Next to each number is a rarity label, from Common through Moderate and Rare to Extreme. The label compares today's value with this token's own history, not with other tokens, so it tells you where the token is behaving differently from itself. On the screenshot above, $3.29M of Smart Money volume is only Moderate for this token, while $1.26M of OTC volume is Rare.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FPCNn1AA9XwMh9mIaBsCQ%2F06_axis_direction.png?alt=media&amp;token=93662d5f-e9e4-4d8a-9edc-5a30848be626" alt=""><figcaption></figcaption></figure>

Under the three numbers, categories, trading flows and deposit flows also show a direction for the day. For a category it's Strong inflow, Inflow, Balanced, Outflow or Strong outflow, with Sent · Received · Net in USD on the line below. Inflow means wallets of this category received more of the token than they sent, so they were accumulating. Outflow means the opposite. For trading flows the direction is Buying vs Selling, and for deposit flows it's Deposits vs Withdrawals, with the larger side highlighted and Net and Total underneath. Deposit addresses are not only exchanges; deposit addresses of protocols and the key addresses of wallet clusters count as well. Automated Trading, B2B Transactions and OTC are internal flows and show only the three numbers.

#### Reading rarity and direction together

Rarity tells you which axis is unusual today. Direction tells you which way that unusual activity went. Read them as a pair, one axis at a time.

Take a card where Smart Money shows Rare by Volume with Strong inflow, and Retail shows Common with Balanced. In plain words, smart money wallets moved far more dollars into this token than they usually do, while retail did nothing out of the ordinary. Now take the reverse, Retail at Extreme by Wallets with Strong inflow and Insiders at Rare with Strong outflow. An unusually large number of retail wallets came in today, and at the same time insider wallets were leaving.

Both cards describe who did what today. Alpha Search shows how much a token may move and who is moving it. Which way it goes is yours to judge.

#### The 15 axes

Categories are kinds of wallets. The first four map onto the Holders bar: Retail is part of Organic, Bundled Wallets is Bundled, Bots & Contracts and Market Makers are Automated, Exchanges & Protocols is Apps. Smart Money cuts across groups.

* Retail: addresses whose on-chain behavior looks like that of ordinary organic users.
* Bundled Wallets: the Bundled group from the Holders bar. Two subcategories below.
* Insiders: addresses whose activity is tied to this token only. A subcategory of Bundled Wallets.
* Farmers: addresses whose activity is mostly tied to this token. A subcategory of Bundled Wallets.
* Bots & Contracts: addresses that run automated trading or automated actions.
* Market Makers: automated trading tied to this token only.
* Smart Money: addresses running complex strategies, by hand and/or automated.
* Exchanges & Protocols: addresses of organizations.

Flows are kinds of transactions.

* Retail Trading: trading volume of the Retail category.
* Insider Trading: trading volume of the Insiders category.
* Automated Trading: trading volume of Bots & Contracts, Market Makers and Smart Money, since most smart money strategies run automated.
* Retail Deposits: deposits to and withdrawals from exchange, deposit and key cluster addresses by Retail wallets.
* Insider Deposits: the same, by Insider wallets.
* B2B Transactions: transfers between addresses of organizations and apps.
* OTC: peer-to-peer transfers between wallets.


# Find tokens

Filters turn the list into a search across the whole market: you describe the activity you want to see, and the list keeps only the tokens that show it. All filters combine with AND, so a token has to pass every condition you set.

#### Quick filters

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2F0kATNowb4DgqXSmDov5Y%2FIMG_6887.jpg?alt=media&amp;token=f4ef625a-6544-43cb-8e5e-eb9f531865e8" alt=""><figcaption></figcaption></figure>

The symbol or name field looks up a token by its ticker, name or contract address. It works on top of every other filter and isn't limited to tokens that passed them, so it opens any token's card.

Chain is a row of network chips. With nothing selected you see all networks. Select one or several to keep only tokens with activity on those chains.

Expected move has has five, Any, Under 1%, Under 5%, Under 10% and Over 10%, and keeps tokens whose expected move starts at that percentage or higher.

Market cap has five, Any, Under $100K, Under $1M, Under $10M and Over $10M. Besides picking a size, this is the quick way to clean the list, because stablecoins and wrapped native tokens sit in the top range and any "Under" option takes them out.

#### Advanced Signals

The collapsed Advanced Signals block is for precise settings. A signal here means an unusual level of on-chain activity on one axis, measured against the token's own history. It isn't a recommendation.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2Fw0DfY9CNPbFUCzxcpDrs%2F08_advanced_signals.png?alt=media&amp;token=6cb5bd73-a6a9-4699-bbe3-8fb62dd23b23" alt=""><figcaption></figcaption></figure>

Organic holders, % and Bundled holders, % set a min–max range for each group's share of holders, the same shares you see on the Holders bar of the card. Market cap, USD is a min–max range for when the chip ranges are too coarse, and Expected move at least, % is the same threshold as the chip, as an exact number.

Show health-failed tokens brings back tokens that were removed from the list because of suspicious on-chain activity. They're hidden by default.

#### Conditions

Conditions are where searches like retail inflow spiking, insiders activating or smart money rotating into low caps get built. Each condition reads like a sentence. Tap + add condition and fill in four parts.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FQBWkxMF52Al01g4fGwmO%2F09_conditions.png?alt=media&amp;token=7adf7191-5b60-47ef-b2a2-eb6fd7450e6a" alt=""><figcaption></figcaption></figure>

\[axis] shows \[what] by \[measure] vs \[baseline]

* Axis is any of the 15 from the token card, a category of wallets or a kind of flow. The full list is on the Read tokens page \[link to The 15 axes].
* What is Moderate surge, Rare surge or Extreme surge, the rarity levels from the card. For categories you can also pick Accumulating (net inflow) or Distributing (net outflow), for trading flows mostly Buying or mostly Selling, and for deposit flows mostly Deposits or mostly Withdrawals.
* Measure is $ volume, transactions or wallets, whichever of the three numbers the surge should be in.
* Baseline is vs its own history or vs similar tokens, meaning tokens with similar on-chain activity and market cap. The first finds tokens doing something unusual for themselves, and because every token is measured against its own normal, a $500K token surfaces next to a $10B one. The second finds tokens doing more than their peers.

So Retail shows Moderate surge by $ volume vs its own history means: show me tokens where retail wallets are trading noticeably more dollars today than they usually do in this token. Add a second condition and both have to hold. The ✕ next to a condition removes it.

Trend duration asks for the same behavior on several days in a row, from 2 to 5.

#### Three searches to start with

Change the chain, the cap or the rarity level and the same search fits a different market.

Memecoins retail is accumulating

* Chain: any, or one chain if you trade there.
* Market cap: Under $1M.
* Condition: Retail shows Moderate surge by $ volume vs its own history.
* Optional: Organic holders, % from 50, to skip tokens where the crowd is mostly bundled.

Stocks smart money is entering

* Chain: Robinhood Chain, where tokenized stocks trade.
* Market cap: Over $10M.
* Condition: Smart Money shows Rare surge by $ volume vs its own history.
* Trend duration: 2 days, so a single large trade doesn't qualify.

CEX tokens insiders are moving

* Chain: any.
* Market cap: Over $10M.
* Condition: Insiders shows Rare surge by $ volume vs its own history.
* Second condition: Insider Deposits shows mostly Deposits, which catches insider wallets moving the token to exchange and deposit addresses.

Once a search returns something, the card tells you who is behind it.

#### Expected move & liquidity

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FHSrxXjmtByRIQ75gpUNR%2F10_expected_move_liquidity.png?alt=media&amp;token=66ca5d1d-d190-4bd1-b203-57c5fbfdb908" alt=""><figcaption></figcaption></figure>

The block under Conditions sets the floor for the tokens you want to see. Min daily volume, $ drops tokens below that on-chain volume over the last day. Expected move at least, % is the same field as in Advanced Signals. account for precision ± spread adds a limit on how wide the expected move range may be, in percent, so a token whose from–to range is wider than that is left out.

#### Search, Active Search, Reset

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FH8v52n6wxmIewY2znery%2F11_search_buttons.png?alt=media&amp;token=47618488-b674-4cf3-836c-7c5639077ce1" alt=""><figcaption></figcaption></figure>

Search filters the current list, so you get the tokens that match right now. Active Search keeps the filter running: new tokens that start matching appear on their own, without reloading the page or applying the filter again, and you can leave it open in a separate tab while you do other things. Reset clears everything back to the whole market.

#### Save & Alerts

Active Search works while the tab is open. For everything else there's Save & Alerts, the collapsed block under Advanced Signals, which lets Alpha Search keep running your filter around the clock.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FtSQsDMy2SIIosAc3qlgS%2F%D0%97%D0%BD%D1%96%D0%BC%D0%BE%D0%BA%20%D0%B5%D0%BA%D1%80%D0%B0%D0%BD%D0%B0%202026-09-21%20%D0%BE%2019.51.24.png?alt=media&amp;token=cf536ef7-9a9a-4183-af9e-adf68b971ee0" alt=""><figcaption></figcaption></figure>

Give the filter a name and tap Save. It saves everything you've set, from the search field and chains to every condition and threshold. Saved filters show up as chips below, and each chip has three controls: one loads it back into the filters (then hit Search to apply), one is the bell, and one deletes it.

The bell is the alert. Turn it on and the Stargazer bot sends you a Telegram message whenever a new token starts matching this filter, with the page open or not. For that to work, Telegram needs to be linked, and the Connect Telegram control is in the same block. Connect it once and the status shows your username. Disconnect unlinks it.

Connect agent is for the MCP version of Alpha Search, which lets an AI agent run the same filters you set here and get the same results. It's on a waiting list, and the button shows the email to write to.


# How to Start

1. Register at [stargazer.sh](https://stargazer.sh/) with Google or X.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FDaeRrTAAEbbST32s4iwi%2FLogin.png?alt=media&amp;token=4183d2b5-8d54-4ded-a01d-493323fab944" alt=""><figcaption></figcaption></figure>

2. Click on Stargazer Logo to open Settings menu.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FCkoF2MvBYJohi7aPMqHF%2FOpen%20Menu.png?alt=media&amp;token=6c1eced7-ee33-446a-8f55-51825e6702e7" alt=""><figcaption></figcaption></figure>

3. Enter promo code in Profile Settings to receive credits.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FwYYQRUysD5h8EgoIaV3k%2FEnter%20promo.png?alt=media&amp;token=b3901418-6176-4d57-ade4-ed7b7d1a380b" alt=""><figcaption></figcaption></figure>

4. Type any ticker or contract address. Behavioral breakdown in seconds.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FPhr7xvDHV89XulgM8eRi%2FFirst%20Ask.png?alt=media&amp;token=cb3a7d5f-13a4-4c8b-a2c6-6bb62910bab5" alt=""><figcaption></figcaption></figure>

No promo code? Follow [our X account](https://x.com/Stargazer_did) for announcements.


# How to Prompt

One token per query. Ticker or contract address. Seven EVM chains: Ethereum, BNB Chain, Base, Arbitrum, Optimism, Polygon and Robinhood Chain.

Examples:

* "What do you think about $AAVE?": full behavioral breakdown.
* "What’s with VIRTUAL?": works with or without $.
* "Do you know about 0xE31700c6BD46638D207991fB5CC5c0daD3D1e3DA?": by contract address for newer tokens.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FDl29iMJn8jR8mc05GN9z%2FLAB.png?alt=media&amp;token=2a644bc6-2974-47b6-af8a-1e04f946e78e" alt=""><figcaption></figcaption></figure>

Important:

* AI chat won't give you exact numbers. Check the interface for those.
* AI chat only answers messages with a ticker or contract address. It's not built for small talk.
* If responses look off, delete the chat and start a new one.
* Chat covers the last 7 days. For custom periods, use API.
* Trend reflects usage patterns and attention type, not price.

Each query costs 5 credits.


# Reading the Data

Stargazer shows two views per token: Chat and Data. Chat returns a natural-language summary written by AI. Data shows the structured breakdown: Distribution and Triggers.

#### Distribution

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FMcv6GPSixMuXHPUJHny4%2FBars.png?alt=media&amp;token=0f08adff-78c5-4daf-b8ed-bafb1ee5ca8d" alt="" width="375"><figcaption></figcaption></figure>

Distribution: who holds and trades the token:

* Organic: human users. From seasoned traders to retail and degens. Individual decisions.
* Bundled: wallets with coordination patterns. Farm clusters, bounded wallets. High share may indicate manufactured traction or legitimate multi-wallet strategies depending on context.
* Automated: bots. Arbitrage, DeFi ops, algorithmic strategies. Healthy markets need them. The signal is in the ratio to organic.
* dApps/CEX: infrastructure. DEX routers, bridges, protocols, exchange deposits.

Two metrics per category: Holders % (wallets) and Supply % (tokens held).

These four groups are aggregates: triggers and chat may reference subgroups (farm clusters, sybil clusters, deposit-like addresses), but the breakdown panel always rolls them up into the four.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FAWbuqYwenOB4MXSmofh5%2F2%20numbers.png?alt=media&amp;token=bafd3a58-45dd-4514-8970-86e3a31fa073" alt="" width="375"><figcaption></figcaption></figure>

The top of the breakdown highlights two summary numbers: Organic Holders % and Bundled Supply % (share of supply concentrated in Bundled wallets). Read them together. High Organic Holders with low Bundled Supply is healthy: real users hold the float. High Organic Holders with high Bundled Supply means coordinated wallets control most of the supply behind a surface of organic activity. Manufactured traction or coordinated accumulation.

#### Triggers

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FhgbGdkA7wgImKDvHWbAl%2FTriggers.png?alt=media&amp;token=77b8d028-8e45-46f0-b27e-bdf68c0907e7" alt="" width="375"><figcaption></figcaption></figure>

Triggers fire on specific on-chain events: cluster activations, volume surges, flow asymmetries, rotation patterns. Each shows signal name, value, and current trends.

Price trends:

* Bearish: low organic demand. Automated activity dominates.
* Transition (Pre-Bullish): organic activity returning. Direction forming, not confirmed.
* Bullish: organic participation expanding. Early positioners may begin taking profit.
* Exhaustion: highest signal density. Multiple groups repositioning. Behavioral structure shifting even if chart looks strong.
* Transition (Pre-Bearish): momentum fading. Organic declining, redistribution accelerating.

Each trend comes with a model confidence indicator (low / medium / high). Strong trends are backed by clear behavioral signals; weak trends reflect ambiguous data and should be treated with caution.

The top 10 triggers per day per token are sorted by relevance, so you can see the signals Stargazer AI bases its decisions on.

<figure><img src="https://2568949687-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOLJ1TB7OTLVfIfjE4yjt%2Fuploads%2FlaJMsRCRTAeJw5JkvWTS%2FCOLLECT.png?alt=media&amp;token=548c9bd4-b2df-48d6-b074-efb253655e91" alt=""><figcaption></figcaption></figure>

Categories and triggers are inferred from on-chain behavior, so a few edge cases are worth knowing:&#x20;

* CEX/Deposits often captures staking contracts and vault-style deposit addresses used by dApps, including for tokens not listed on exchanges.&#x20;
* DeFi Bot can include advanced DeFi users running complex strategies manually.&#x20;
* For stablecoins and wrapped assets, payment and deposit addresses can appear in Bounded wallets or Farm Wallets.
* Trends reflect on-chain behavior and often lead price by hours or days, not match it intraday.&#x20;
* Transition(Pre-Growth) trend during flat or slightly declining price often means bullish flows are cushioning the drop. We recommend looking for 2+ days of confirmation before acting rather than relying on a single day's signal.


# Onchain Alpha Autumn

Social trading shouldn't be KOLs farming their own bubble. It should show you how attention actually flows on-chain, so that everyone sees more than they could alone. Onchain Alpha Autumn is where we build it together with early users.

[Alpha Search v0.2](/alpha-search/how-to-start) is free for everyone during the season, Telegram alerts included.&#x20;

There are two boards:

* [The OG board](https://stargazer.sh/og-board) is for power users of partner projects. If you're one, you're already on it, and the score is read from what your wallet actually does on-chain, not from raw volume.&#x20;
* [The leaderboard](https://stargazer.sh/leaderboard) is for users of the platform.

Rewards are paid in [$STAR](https://app.virtuals.io/virtuals/98621) from two pools, one for each board. Pool sizes and the claim date are announced on X and updated here. New partners join through the season, and each one is announced on X as well.

The season runs until the next campaign is announced in November.

Use it, and when something is missing or unclear, tell us in the [Telegram chat](https://t.me/+i4tmm6rdDaJiZTFi). That feedback is what goes into the next release.

Stargazer shows on-chain data for information only. It is not financial advice, and taking part is not a promise of return.<br>


# For Developers & AI Builders

Stargazer is built for agents and humans alike. An agent reads the same picture of a token that a person sees in Alpha Search.

Today the API gives the data behind the token card, the holder breakdown and daily flows for any token, across 7 chains and 200B+ indexed transactions.&#x20;

[API reference.](https://stargazer.sh/swagger/index.html) Use cases: agents that need the on-chain picture of a token before acting, bots and alerts reacting to changes in who holds it, dashboards filtered by activity.

The ranked list and the filters are coming to agents through MCP, so an agent can set the same conditions as a person and receive the same matches.


# AI Alpha Summer: Season 1

The next era of crypto will not be driven by people reading charts. It will be run by AI agents that understand every wallet, every cluster, every transaction, and act on what is actually happening on-chain. Crypto’s edge over traditional finance is that all of this is visible. Stargazer is the layer that makes it readable, and AI Alpha Summer is the season you step into it.

The campaign runs together with the Virtuals ecosystem, and the Stargazer token ($STAR) launches on Virtuals on Robinhood Chain during it. The quest is the product in motion: see what the chart hides, watch behavior move before price, act on it.

### How it works

The quest starts at TGE and runs in stages. Stage 1 covers everything from TGE to the snapshot: July 8–29.

1. Register at [stargazer.sh](https://stargazer.sh) with Google or X.
2. Enter a promo code in your profile to receive credits. Use this one to start: **AIALPHA**. Codes are cumulative: activate as many as you find from us, our partners, and creators, and stack the credits.
3. Ask any token in chat, read the breakdown, and when you see something worth acting on, swap straight from the answer, powered by Zerion. Any of our seven networks counts.
4. That's it, no claim needed. Our AI sees your activity on-chain. We take a snapshot on July 29, and rewards are distributed automatically as $STAR unlocks.

Eligibility for Act pool runs on Stargazer’s own wallet classification. You can verify any wallet on the site before you start.

### The reward

2% $STAR allocation is set aside for Stage 1. It is split across three pools, each rewarding a different way into the project:

* **Discover (1%).** For wallets with activity involving $VIRTUAL on Robinhood Chain. The chain is new, and the people exploring it first are exactly who this platform is built for.&#x20;
* **Act (0.5%).** For eligible wallets that made at least one swap on the Stargazer platform during Stage 1.
* **Believe (0.3%).** For Premium wallets (50K+ $STAR on balance) that made at least one swap on the platform during Stage 1.

Further 0.1% goes to the referral pool and 0.1% to the creator pool through Amplifi.

Every wallet that meets a pool's criteria receives a share of that pool automatically. Individual shares are determined at distribution and reflect on-chain activity. Everything is transparent on the leaderboard. Pools stack: one wallet can qualify for all three.

### Premium during the quest

Premium is read automatically from the wallet you swap from: hold 50K+ $STAR on its balance and the status is on, with about a one-day sync. No locks, no applications. There is no minimum holding period to qualify for the Believe pool, but activity and holding over the quest are reflected in individual shares at distribution.

### Key dates

* Stage 1: July 8–29.
* Snapshot: July 29.
* Distribution: after the snapshot, as $STAR unlocks. Released in full, no lockup.

The second stage follows soon.

### Good to know

Stargazer aggregates on-chain data for informational purposes only. It is not financial advice. Swaps are executed by Zerion. Quest rewards are for taking part, not a promise of return.

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# AI Alpha Summer: Season 2

Rewarding the earliest users of agentic on-chain intel, ahead of the full Alpha Search release this autumn.

Price chart shows you the outcome of a move but never its composition, and composition is where everything interesting sits. Stargazer reads it across 7 chains, so you can see who is behind each move and where volatility is forming next.

Season 2 does two things with that. It puts the real power users of agentic communities on public boards and rewards them, and it opens Alpha Search to those users early, so the version shipping this autumn is shaped by the people actually trading on it.

Alpha Search monitors every token across 7 chains around the clock and predicts volatility from how organic users, insiders, smart money and automation move against each other. You set the filters, it finds alpha across the entire market.

### How it works

For any token or dApp, we produce a live board of its power users, and each participating community gets its own.

The distinction matters, because the most active wallets in any token are farm clusters and automation, which means any leaderboard built on raw volume ends up being a leaderboard of farmers. Ours is not. We classify behavior first and rank second, so what comes out is the people who actually built the trenches.

That makes the board public and verifiable. Not a survey, not a snapshot of holders, not a self-reported list. Behavior.

### The reward

* [OG Boards](https://stargazer.sh/og-board): distributed among wallets on participating boards, proportional to behavioral score.
* [Platform activity](https://stargazer.sh/leaderboard): distributed among wallets that swap on Stargazer, proportional to activity.
* $STAR OG boost: a multiplier applied on top of both, for the $STAR OG community, active this season.
* Reward will be distributed among the wallets that claim, split by score.

### Key dates

* Snapshot 31 August.
* Claim window runs 1 to 4 September.
* Distribution completed by 10 September

### Good to know

Stargazer aggregates on-chain data for informational purposes only. It is not financial advice. Swaps are executed by Zerion. Quest rewards are for taking part, not a promise of return.

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