Pump.fun Token Risk Analyzer & Creator Monitor

Analyze Pump.fun tokens before adding them to a research workflow or watchlist. This Pump.fun token risk analyzer combines platform safety signals, creator launch history, market data, and metadata checks into an evidence-backed risk score, then returns structured records ready for export or API integration.

Use the Actor as a Pump.fun creator monitor to identify rapid launching, banned launch history, repeated websites or social links, token graduation, changing market cap, and material risk changes. Every score includes its evidence and coverage, so missing public data is not presented as low risk.

Key features

• Analyze a Pump.fun URL or Solana mint address.
• Discover recent Pump.fun token launches automatically.
• Score platform, creator, market, and transparency risk signals.
• Inspect recent launch history for each observed creator.
• Detect banned tokens, security verdicts, graduation status, and metadata gaps.
• Monitor risk-score, market-cap, ban, security, and graduation changes between runs.
• Export structured results from the Apify dataset in JSON, CSV, Excel, XML, or RSS formats.
• Run from Apify Console, the API, schedules, webhooks, or integrations.

Use cases

• Token due diligence — screen a newly discovered Pump.fun token before deeper manual research.
• Creator research — compare launch frequency, banned launches, completed launches, and reused links.
• Token watchlists — track a fixed set of mint addresses and detect material changes over time.
• Launch discovery — find and filter recent tokens by active or completed bonding-curve status.
• Risk dashboards — feed normalized token, creator, and monitoring data into internal tools.
• Research alerts — combine repeated runs with Apify schedules, webhooks, or external automation.

Input options

Run the Actor with specific Pump.fun token URLs or Solana mint addresses, discover recent launches, or combine both methods.

Field	Description	Default
tokenUrlsOrMints	Pump.fun token URLs or Solana mint addresses. Duplicate targets are removed.	[]
discoverLatest	Fill unused capacity with recent Pump.fun launches.	true
bondingCurveState	Keep any, active, or complete tokens.	any
maxTokens	Maximum token analyses and paid token events, from 1 to 100.	1
includeCreatorHistory	Inspect prior launches for each observed creator.	true
monitoringEnabled	Compare current token snapshots with previous runs.	false

The input form uses safe defaults for creator-history depth, monitoring storage, request concurrency, and source timeouts. Existing API integrations can continue supplying those advanced keys, but most users do not need to change them.

Copyable input for a one-token discovery run:

{
  "discoverLatest": true,
  "maxTokens": 1
}

The Actor accepts at most 100 unique tokens per run. If both explicit targets and discovery are enabled, valid explicit targets are processed first and recent launches fill the remaining capacity.

Output dataset

Results are saved to the default Apify dataset. A run can produce four record types:

Record type	What it contains
token	A self-contained token assessment with a readable summary, risk signals, evidence coverage, creator context, market data, safety fields, links, and monitoring status.
creator	Creator launch totals, recent velocity, banned and graduation rates, rapid-launching status, and reused websites or social links.
change	A readable summary, changed-field list, and previous/current values for material monitoring differences.
error	A readable target-level explanation when a token is invalid, filtered out, unavailable, or cannot be analyzed.

Example token result:

{
  "recordType": "token",
  "observedAt": "2026-09-16T09:33:44.354Z",
  "subject": "Example token (EXAMPLE)",
  "summary": "43/100 observed-signal score (high); 2 rule-based risk signals detected; 70% evidence coverage. Not a safety rating.",
  "mint": "EXAMPLE_MINT_ADDRESS",
  "tokenUrl": "https://pump.fun/coin/EXAMPLE_MINT_ADDRESS",
  "name": "Example token",
  "symbol": "EXAMPLE",
  "creator": "EXAMPLE_CREATOR_ADDRESS",
  "assessmentStatus": "scored",
  "riskScore": 43,
  "riskBand": "high",
  "riskSignalCount": 2,
  "topRiskSignals": [
    "10 launches were observed in the last 24 hours."
  ],
  "primaryRiskCategory": "creator",
  "coveragePercent": 70,
  "categoryScores": {
    "platform": { "points": 0, "available": 20 },
    "creator": { "points": 25, "available": 35 },
    "market": { "points": 0, "available": 0 },
    "transparency": { "points": 5, "available": 15 }
  },
  "evidence": [
    {
      "category": "creator",
      "signal": "rapid_launching",
      "points": 25,
      "detail": "10 launches were observed in the last 24 hours."
    }
  ],
  "graduationStatus": "active",
  "tokenAgeHours": 1.6,
  "socialLinkCount": 1,
  "creatorHistoryAvailable": true,
  "creatorTotalLaunches": 10,
  "creatorLaunchesLast24Hours": 10,
  "creatorBannedLaunches": 0,
  "creatorCompletedLaunches": 2,
  "changeStatus": "disabled"
}

The risk score is returned only when at least 60% of the weighted checks are available. It measures triggered rule-based signals, not whether a token is safe or likely to perform well. Otherwise riskScore is null and riskBand is unknown, preventing incomplete public data from being mistaken for a clean assessment.

Risk signals

The Pump.fun token risk score groups available evidence into four categories:

• Platform — ban state, initialization state, and available security verdicts.
• Creator — launch velocity, banned launch history, and repeated website or social links.
• Market — drawdown from observed all-time-high market cap and trading inactivity.
• Transparency — missing or incomplete website, social, image, and description metadata.

Scores are heuristic research indicators. Review the evidence array and coverage percentage instead of relying on the score alone.

Monitor Pump.fun token changes

Set monitoringEnabled to true. The Actor automatically reuses its monitoring store across runs. The first observation becomes the baseline. Later runs return a change record when the Actor detects:

• a different risk band;
• a risk-score movement of at least 10 points;
• a market-cap movement of at least 20%;
• a changed ban, graduation, or security-verdict state.

Monitoring state is compact and retains the 500 most recently observed token snapshots. The Actor does not create a schedule automatically; choose the frequency in Apify Console or trigger runs through the API.

Pricing

This Actor uses Pay Per Event pricing:

• $0.0007 when a run starts;
• up to $0.004 for each successfully delivered token analysis;
• automatic per-token discounts for eligible higher-volume Apify tiers.

Creator-history and change records are included with the token analysis. Error and status records do not add a token event. If the run's maximum charge is reached, the Actor stops before additional creator-history work and returns the successfully completed results with a partial_budget summary.

Run with the Apify API

from apify_client import ApifyClient

TOKEN = "YOUR_APIFY_TOKEN"
ACTOR_ID = "thescrapelab/pumpfun-token-risk-creator-monitor"

apify_client = ApifyClient(TOKEN)
actor_client = apify_client.actor(ACTOR_ID)

run_input = {
    "discoverLatest": True,
    "maxTokens": 3,
}

call_result = actor_client.call(run_input=run_input)

if call_result is None:
    raise RuntimeError("Actor run failed")

dataset_client = apify_client.dataset(call_result.default_dataset_id)
items = dataset_client.list_items().items

for item in items:
    print(item)

The same dataset is available through Apify's API, integrations, and export interface.

Data source and limitations

The Actor uses publicly reachable Pump.fun frontend data. Source availability, response fields, or access rules can change without notice. When a target cannot be processed, the Actor returns a clear error record instead of silently presenting incomplete results.

Token markets are volatile. Public fields can be missing, creator history is limited to the selected observation window, and platform safety labels can change after a run. Always verify important findings independently.

This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Pump.fun. Use the data in accordance with applicable laws and the source website's terms. The output is not financial, investment, legal, or compliance advice.

Frequently asked questions

Can I analyze one Pump.fun token by mint address?

Yes. Add the mint address or full Pump.fun token URL to tokenUrlsOrMints, disable discovery, and use maxTokens: 1.

Can I discover recent Pump.fun launches?

Yes. Leave discoverLatest enabled and choose the number of tokens with maxTokens. Use bondingCurveState to keep all, active, or completed tokens.

Does the Actor monitor tokens continuously?

The Actor compares snapshots between runs but does not create a schedule. Enable monitoring and run it at your preferred interval through Apify schedules or the API; the default monitoring store is reused automatically.

Does a low score guarantee that a token is safe?

No. The score summarizes observed public signals and is not a guarantee, audit, endorsement, or prediction. Always inspect the evidence and verify important decisions independently.

Support

If an execution behaves unexpectedly, open an issue on the Actor's Issues tab. Include the execution ID, relevant non-secret input, expected result, and observed result. Never include API tokens, wallet secrets, private keys, or other credentials.