LiquiLens
LiquiLens flags bank, NBFC and MFI distress from public filings, funding structure and market signals. Review live evidence, methods and crisis replays.
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Last probed Sep 14, 2026 · api.liquilens.in
22tools discovered
NPA, SFB and cooperative-bank review
Read a bank's sourced GNPA/NNPA history, percentage-point changes, distinct PCR definitions, capital scope and disclosed NPA stock reconciliation. SFB and UCB review questions are tailored to their funding and supervisory context. Free; no new score, credit approval or execution authority.
Reconcile a disclosed NPA movement
Reconcile a caller-supplied closed NPA movement table: opening stock plus additions less classified reductions equals closing stock. Keeps write-offs, sales, upgrades and cash recoveries distinct. Free arithmetic check; does not authenticate the input or classify individual loans.
Indian banking evidence coverage
Discover covered Indian commercial, small finance and urban cooperative banks. Separates observed, stale, historical and absent evidence. Free read-only research; this is not a census or rating.
Corporate Transmission board (US)
Answers ONE question: is US funding stress reaching nonfinancial firms? Use household_credit_board for households. CP, bank credit lines and real-economy confirmation; cannot_see preserves gaps. Seiche context never enters regime or transmission. Display-only; no institution score or tier. full:true adds methods.
Bank/crypto exposure register
Read the compact cited bank/crypto exposure register: disclosed quantum, stablecoin and venue links, exposure channels, Undertow run-risk cross-read and compound flags. Detailed disclosures stay on the public REST detail route. Takes no arguments; display-only, never an institution score or investment advice.
Crypto Regime board (BTC/ETH)
Read the compact BTC/ETH Crypto Regime board: current change-point state, log-SR statistic, last shift, observation count and the display-only cross-read against disclosed bank exposure. Time-series paths stay on the public REST detail route. Takes no arguments; feeds no institution score and is not investment advice.
Historical evidence: European named case files
Read seven cited European retrospective case files through unrecalibrated Indian lenses. Named case studies, not a cohort: no European recall percentage to quote. Omit slug for summaries, or supply a returned slug for a full quarterly case file.
Historical diagnostic: India construction-PIT replay
Read the 48-institution Indian construction-PIT crisis diagnostic, including misses and false alarms. Uses publication clocks where present and a +60-day filing-lag proxy otherwise; overwritten amendments are unreconstructable. evidence_institution returns a full replay.
Historical diagnostic: one Indian case replay
Read a sourced Indian construction-PIT quarterly replay, lens alert timing and hit/miss/false-alarm verdict. Use evidence_india for exact slugs. Filing-availability proxies do not establish a validated backtest.
Historical evidence status: all markets
Read the historical-evidence headline for each market: India (48-institution construction-PIT diagnostic), United States (industry-wide current-amended-vintage diagnostic), and Europe (named cited case files, deliberately no cohort claim). Takes no arguments. Start here when asked what LiquiLens has tested, then drill into evidence_india, evidence_us or evidence_europe for the full record behind each headline.
Historical diagnostic: US construction-PIT watchlist
Read US bank current-amended-vintage diagnostics and named replays, including misses. Not a validated point-in-time backtest. Report the quarterly top-decile budgeted watchlist beside recall, uncertainty and lead times; it is not an individual-bank verdict. include_trajectories:true adds histories.
Failure Radar board (India)
Read fresh-vetted Indian lender rows with failure PDs, disclosure, PCA/SAF, funding and listed-name DD. Scalar market_dd requires tier authority; display-only DD retains clocks and refusal reasons in market_dd_evidence. Discover slugs here, then failure_radar_institution. Research screen, not a credit rating.
Failure Radar institution dossier
Read one Indian lender dossier: quarterly PDs and drivers, PCA/SAF headroom, funding, forensic and listed-market evidence. Discover slugs with failure_radar_board. Uncovered institutions remain absent, never scored from memory.
Markov forward odds per layer
Read counted Markov transitions and empirical 5/20-day reach odds. Odds are withheld until 60 observed days; counts stay visible and absence is never precision. Historical frequencies are not calibrated forecasts. Display-only, never a state driver.
Household Credit board (US)
Answers ONE question: is stress reaching US household credit? Use corporate_transmission_board for firms. Delinquency, charge-offs, revolving credit and unscored debt-service context; gaps stay in cannot_see. Display-only; no institution score or watchlist tier. full:true adds methods and histories.
Institution review packet (India)
Build a compact cited human review packet from canonical fresh-vetted Indian radar records. Exact slug or uniquely normalized full name only; no fuzzy matching or new score. Preserves stale/dark gaps and validation hashes. Its content hash detects alteration; it is not attestation or a publication-time proof.
Latest evidence-led article
Read today's exact full-text LiquiLens editorial: current institution-risk analysis when the evidence moved, or a labelled historical replay when it did not. Returns the canonical headline, dek, Markdown, evidence clock and passing publication receipt; quote it without regenerating facts.
RBI supervisory tape
Read the latest RBI enforcement and supervisory actions — monetary penalties, licence cancellations and supervisory directions — parsed from rbi.org.in press releases, newest first, each item carrying the RBI's own source URL. Takes no arguments. When no tape snapshot exists on the deployment, says so in a stated note instead of returning silent emptiness.
Research Network
Connect institution research with Palimpsest's complete source catalog, Seiche funding context, Undertow exit-liquidity evidence and NarcoScope global data. Compact default; set limit for full metadata. No institution identifiers, scores or eligibility changes; source rights stay attached.
Stablecoin Rails board
Read the compact Stablecoin Rails board: every tracked issuer's peg, redemption-run, direct-chain liability validation, coverage-gated reserve and executable-exit evidence, chain concentration and tripwire state plus the aggregate regime. Series and full receipts stay on the public REST detail route. Takes no arguments; the full oracle state never treats partial evidence as CALM (the separate peg/run alert is retained for compatibility), and the board is not investment advice.
RBI NBFC register search
Search the RBI NBFC register by name/CIN substring, classification or regulation layer. Returns official register rows. Supply q or a filter; a filter without q browses that slice. Registration does not establish creditworthiness.
Verify the published record
Verify a ledger stream by recomputing hash-chain commitments and checking enabled signatures and anchors. Returns the actual verifier verdict, including failures. Verifies record integrity, not economic accuracy.
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Directory coverage for brandsLiquiLens flags bank, NBFC and MFI distress from public filings, funding structure and market signals. Review live evidence, methods and crisis replays.
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MCPBundles probed 22 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
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