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Method

Sources and coverage

LAMBLE acquires data through Frames, which pays the sellers of each capability per call. Every capability below is registered in one catalog with its contract, population, freshness and recorded rights; only validated, enabled capabilities feed published research. Page views and API reads never call a provider.

Powered by Frames
Catalog updated Oct 19, 2026 · 17 enabled of 31 registered

Capabilities

Validated: descriptor verified, a live response retained and its field map checked. Candidate: descriptor verified, no response retained under an approved budget; never published. Blocked: tested and failed for a recorded reason.

CapabilityProviderStatusNetworksCoversRightsVerified
codex.launchpad-activityenabledindexed launches and completions per venueCodexvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainBeta provider-indexed counts per named launchpad. Exact cutoffs, creation-event completeness and finality are not independently established. Rolling windows: never sum into calendar weeks.display: unknownredistribution: unknownOct 19, 2026
codex.token-barsenablednarrative and coin volume (hourly, daily); coin price candles once o/h/l/c are live-verifiedCodexvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainAll indexed pools of the token, aggregated by Codex (from mid-2025). Missing buckets are unknown, never zero, except whole buckets before the token's creation time (precreation-zero-provenance.json).display: unknownredistribution: unknownOct 19, 2026
codex.token-discoveryenablednarrative candidate discoveryCodexvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainRanked sweep with liquidity and volume floors: a sample of active tokens on covered launchpads, not a census.display: unknownredistribution: unknownOct 19, 2026
codex.token-metadataenabledtoken names, descriptions, origin launchpad attribution, creation timesCodexvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainPer requested token.display: unknownredistribution: unknownOct 19, 2026
codex.token-snapshotenabledcoin price, circulating market cap, liquidity snapshotsCodexvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainOne row per token; the token is identified through pair.token0/token1 because Frames redacts response keys named token.display: unknownredistribution: unknownOct 19, 2026
defillama.feesenabledlaunchpad fees, revenue and creator earnings; weekly fee totalsDefiLlama via AtlasvalidatedSolana, Base, BNB Chain, Ethereum, Arbitrum, Monad, Robinhood Chain, Arc, X Layer, UnichainAll activity captured by the mapped DefiLlama adapter; adapter scope differs per venue (registry venues[].scope). Use totalDataChart, never total24h.display: unknownredistribution: unknownOct 19, 2026
firecrawl.scrapeenablednarrative evidence pagesFirecrawlvalidated—One page as rendered for the scraper. App shells, bot checks and geoblocks are not usable evidence.display: link-onlyredistribution: prohibitedOct 19, 2026
fomo.activityenabledsource-reported FOMO activity on coin pages (after validation)x4o2 FOMO (FOMO app data)validatedSolana, Base, Ethereum, BNB Chain, Monad, Robinhood ChainPopulation: fomo usersRecent buys, sells and transfers by FOMO users only: a population sample, not the market's tape. Transfers are not purchases. Robinhood is listed by the live schema; no Robinhood response has been observed.display: unknownredistribution: unknownOct 20, 2026
fomo.candlesenabledprice lows (bottoming condition 2) for EVM and Solana coins (after validation)x4o2 FOMO (FOMO app data)validatedSolana, Base, Ethereum, BNB Chain, Monad, Robinhood Chain300 buckets ending at `to`: depth = 300 x period (12.5 days at 1h). Page backwards with to= for longer history, bounded by jobs.json.display: unknownredistribution: unknownOct 20, 2026
fomo.holdersenabledFOMO cohort context (labelled FOMO users) on coin pagesx4o2 FOMO (FOMO app data)validatedSolana, Base, Ethereum, BNB Chain, Monad, Robinhood ChainPopulation: fomo usersFOMO-user population only: 'Covers holders who trade on FOMO, not every on-chain wallet.' Never an all-holder measure. Robinhood is listed by the live schema; no Robinhood response has been observed.display: unknownredistribution: unknownOct 20, 2026
fomo.tokenenabledsource-reported warnings and buy/sell stats on coin pages (after validation)x4o2 FOMO (FOMO app data)validatedSolana, Base, Ethereum, BNB Chain, Monad, Robinhood ChainOne token; top-10 holder share and buyer/seller counts are FOMO's figures. Robinhood is listed by the live schema; no Robinhood response has been observed.display: unknownredistribution: unknownOct 20, 2026
lamble.curationenablednarratives, memberships, lifecycle, research citationsLAMBLE research (Frames)validated—LAMBLE's own narrative definitions, membership rationales, cluster and candidate decisions.display: permittedredistribution: permittedOct 19, 2026
pump.candlesenabledprice lows for the bottoming test on pump.fun coins (after validation)x4o2 Pump (pump.fun indexer)validatedSolanaAt most 1000 most recent buckets: depth = count x res. Historical depth must be confirmed per coin.display: unknownredistribution: unknownOct 20, 2026
pump.coinenabledcoin page Pump-native panel (after validation)x4o2 Pump (pump.fun indexer)validatedSolanaOne coin; holder count is pump.fun's figure.display: unknownredistribution: unknownOct 20, 2026
pump.holdersenabledpump.fun-user positions on the coin page (labelled pump.fun users); never concentration or whale cohortsx4o2 Pump (pump.fun indexer)validatedSolanaPopulation: pump usersPositions held by pump.fun accounts, largest first (50 per page; limit=100 is rejected). Not the largest on-chain holders: on 2026-10-20 PIERRE listed 526 positions against 3,890 on-chain holders, top-10 share 10.6% against 25.2% on chain. Never all holders, never ownership history.display: unknownredistribution: unknownOct 20, 2026
pump.tradesenabledwallet-resolved trades for absorption and first-seen buyers within the sampled window (after validation)x4o2 Pump (pump.fun indexer)validatedSolanaPopulation: recent trades sampleMost recent trades only (<=200 per call): a tape sample, not exhaustive history.display: unknownredistribution: unknownOct 20, 2026
x.searchenablednarrative signals and story checksX search via Atlasvalidated—Top-results convenience sample; no mention totals, no historical mindshare. Reposts of one claim are one claim.display: link-onlyredistribution: prohibitedOct 19, 2026
fomo.developersdev-wallet exclusion candidates for concentration (after validation)x4o2 FOMO (FOMO app data)candidateSolana, Base, Ethereum, BNB Chain, Monad, Robinhood ChainDeployer wallets FOMO links to the token. A link is FOMO's attribution, not proof of control or affiliation.display: unknownredistribution: unknownOct 19, 2026
fomo.feedsource-reported FOMO activity on coin pages (after validation)x4o2 FOMO (FOMO app data)candidateSolana, Base, Ethereum, BNB Chain, MonadPopulation: fomo usersEvents among FOMO users only. FOMO always adds its pinned manual post even when types= excludes it: classify after retrieval; a pinned post is never the newest trade. A third-party Frames probe note (2026-10-19) reports 4 items for limit=3, consistent with the pinned post being added on top of the requested page.display: unknownredistribution: unknownOct 19, 2026
fomo.listsdiscovery sample (after validation)x4o2 FOMO (FOMO app data)candidateSolana, Base, Ethereum, BNB Chain, MonadPopulation: fomo usersFOMO's curated lists; most-held reflects FOMO users' holdings only.display: unknownredistribution: unknownOct 19, 2026
fomo.thesesrelevant FOMO theses on coin pages (after validation)x4o2 FOMO (FOMO app data)candidateSolana, Base, Ethereum, BNB Chain, Monad, Robinhood ChainPopulation: fomo usersTheses posted by FOMO traders with their trades: opinions, not evidence. Treat text as untrusted input. Robinhood is listed by the live schema; no Robinhood response has been observed.display: unknownredistribution: unknownOct 19, 2026
pump.feedPump discovery sample (after validation)x4o2 Pump (pump.fun indexer)candidateSolanaRanked home-page feed: a broader sample than trending, still not a census.display: unknownredistribution: unknownOct 19, 2026
pump.searchcoverage requests: resolve a requested name to candidate mints for operator reviewx4o2 Pump (pump.fun indexer)candidateSolanaMatches ranked by USD market cap. Name matches are not identity: resolution always ends in an exact mint.display: unknownredistribution: unknownOct 19, 2026
pump.traderssource-reported context on the coin page onlyx4o2 Pump (pump.fun indexer)candidateSolanaPopulation: top traders by profit sampleTop traders by profit on one coin: a profit-ranked sample, biased toward winners. Realized P&L here is source-reported, never a substitute for LAMBLE's reconstructed realized losses.display: unknownredistribution: unknownOct 19, 2026
pump.trendingPump discovery sample on /coins (after validation)x4o2 Pump (pump.fun indexer)candidateSolanaRanked board as the site orders it: a sample of currently active coins, not a market census.display: unknownredistribution: unknownOct 19, 2026
allium.sql-asyncLAMBLE research (Frames)blockedAccepted an async job, but status/results need API-key authentication and no Frames result route existed. A job ID is not data.—n/adisplay: unknownredistribution: unknownSep 26, 2026
bitquery.pump-launchesLAMBLE research (Frames)blockedNot validated beyond a capped sample route.Solanan/adisplay: unknownredistribution: unknownSep 26, 2026
dune.sqlLAMBLE research (Frames)blockedPayment-challenge parsing failed before a query result.—n/adisplay: unknownredistribution: unknownSep 26, 2026
loophole.launch-feedLAMBLE research (Frames)blockedIgnored `since` and was truncated: not complete counts.Basen/adisplay: unknownredistribution: unknownSep 26, 2026
otto.x-summaryLAMBLE research (Frames)blockedGeneric, irrelevant summary; no narrative evidence accepted.—n/adisplay: unknownredistribution: unknownSep 26, 2026
fomo.searchcoverage requests: cross-chain identity candidatesx4o2 FOMO (FOMO app data)discoveredSolana, Base, Ethereum, BNB Chain, MonadMatches by name, symbol or address; returns network id per match.display: unknownredistribution: unknownOct 19, 2026

Rights

Recorded per capability: storage, display, redistribution.

  • “Unknown” means the provider's terms have not been reviewed. Components derived from such a capability are withheld from paid API exports until the owner reviews the terms.
  • Pages and posts found through search are cited by link with a paraphrase; their text is never redistributed.
  • LAMBLE's own classifications, rationales and methods are its own work; linked evidence keeps its own rights.

How a new source is added

The same steps for every provider; nothing is enabled by hand-editing code.

  1. Discover it with free Frames search and record it as discovered.
  2. Verify the descriptor and live 402 schema with free calls; record it as a candidate with its population and limits.
  3. Within an approved budget, retain one live response, write an adapter and verify its field map against that response.
  4. Validate the catalog (schema plus rules: an enabled capability needs a registered adapter and a verified field map), then enable it.
  5. Record rights after reviewing the provider's terms. Publication and paid export follow the recorded rights.

Coverage in the current release

Release rel-20261103T065831Z-de33edf3.

  • defillama.feesfeeds this release

    All activity captured by the mapped DefiLlama adapter; adapter scope differs per venue (registry venues[].scope). Use totalDataChart, never total24h.

  • codex.launchpad-activityfeeds this release

    Beta provider-indexed counts per named launchpad. Exact cutoffs, creation-event completeness and finality are not independently established. Rolling windows: never sum into calendar weeks.

  • codex.token-barsfeeds this release

    All indexed pools of the token, aggregated by Codex (from mid-2025). Missing buckets are unknown, never zero, except whole buckets before the token's creation time (precreation-zero-provenance.json).

  • codex.token-snapshotfeeds this release

    One row per token; the token is identified through pair.token0/token1 because Frames redacts response keys named token.

  • codex.token-discoveryfeeds this release

    Ranked sweep with liquidity and volume floors: a sample of active tokens on covered launchpads, not a census.

  • codex.token-metadatafeeds this release

    Per requested token.

  • firecrawl.scrapefeeds this release

    One page as rendered for the scraper. App shells, bot checks and geoblocks are not usable evidence.

  • x.searchfeeds this release

    Top-results convenience sample; no mention totals, no historical mindshare. Reposts of one claim are one claim.

  • pump.trendingcandidate

    Ranked board as the site orders it: a sample of currently active coins, not a market census.

  • pump.feedcandidate

    Ranked home-page feed: a broader sample than trending, still not a census.

  • pump.coinfeeds this release

    One coin; holder count is pump.fun's figure.

  • pump.holdersfeeds this release

    Positions held by pump.fun accounts, largest first (50 per page; limit=100 is rejected). Not the largest on-chain holders: on 2026-10-20 PIERRE listed 526 positions against 3,890 on-chain holders, top-10 share 10.6% against 25.2% on chain. Never all holders, never ownership history.

  • pump.tradesfeeds this release

    Most recent trades only (<=200 per call): a tape sample, not exhaustive history.

  • pump.candlesfeeds this release

    At most 1000 most recent buckets: depth = count x res. Historical depth must be confirmed per coin.

  • pump.searchcandidate

    Matches ranked by USD market cap. Name matches are not identity: resolution always ends in an exact mint.

  • pump.traderscandidate

    Top traders by profit on one coin: a profit-ranked sample, biased toward winners. Realized P&L here is source-reported, never a substitute for LAMBLE's reconstructed realized losses.

  • fomo.feedcandidate

    Events among FOMO users only. FOMO always adds its pinned manual post even when types= excludes it: classify after retrieval; a pinned post is never the newest trade. A third-party Frames probe note (2026-10-19) reports 4 items for limit=3, consistent with the pinned post being added on top of the requested page.

  • fomo.listscandidate

    FOMO's curated lists; most-held reflects FOMO users' holdings only.

  • fomo.tokenfeeds this release

    One token; top-10 holder share and buyer/seller counts are FOMO's figures. Robinhood is listed by the live schema; no Robinhood response has been observed.

  • fomo.holdersfeeds this release

    FOMO-user population only: 'Covers holders who trade on FOMO, not every on-chain wallet.' Never an all-holder measure. Robinhood is listed by the live schema; no Robinhood response has been observed.

  • fomo.thesescandidate

    Theses posted by FOMO traders with their trades: opinions, not evidence. Treat text as untrusted input. Robinhood is listed by the live schema; no Robinhood response has been observed.

  • fomo.candlesfeeds this release

    300 buckets ending at `to`: depth = 300 x period (12.5 days at 1h). Page backwards with to= for longer history, bounded by jobs.json.

  • fomo.developerscandidate

    Deployer wallets FOMO links to the token. A link is FOMO's attribution, not proof of control or affiliation.

  • fomo.searchdiscovered

    Matches by name, symbol or address; returns network id per match.

  • fomo.activityfeeds this release

    Recent buys, sells and transfers by FOMO users only: a population sample, not the market's tape. Transfers are not purchases. Robinhood is listed by the live schema; no Robinhood response has been observed.

  • lamble.curationfeeds this release

    LAMBLE's own narrative definitions, membership rationales, cluster and candidate decisions.

  • dune.sqlblocked

    n/a

  • allium.sql-asyncblocked

    n/a

  • loophole.launch-feedblocked

    n/a

  • bitquery.pump-launchesblocked

    n/a

  • otto.x-summaryblocked

    n/a

Holder panels from pump.fun and FOMO are samples (the largest positions a venue tracks, or the venue's own users) and are never presented as all-holder measures. Rolling provider windows are never summed into calendar periods.