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LiveDataLink

io.github.blackboxfoundry/livedatalink

One key for 284 tools across 59 US public-data domains. Resale-safe government and open data.

— the operator's own registry description reported

Publisher io.github.blackboxfoundry · first seen 2026-08-12 · endpoint https://livedatalink.ai/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
284
tools served

Dependency rating derived

allow — rich-solo — safe to depend on

Cluster rich-solo · distinctiveness 0.746 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency369 ms
vs populationtypical
protocolcurrent
authopen
Use — can it use it?
tools284
vs populationhigh
capabilities3
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_bca9924d820dd7223a4cfc24 · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Tools last seen

air_quality bank_health_report beneficial_owner_screen bls_indicator bls_series book_details book_fulltext_search book_get_text book_search book_status bounce_scanner candlestick_signals cargo_crate carrier_vetting_score caselaw_case_details caselaw_citation_lookup caselaw_opinion_text caselaw_search cdc_dataset_query cdc_drug_overdose_deaths cdc_excess_deaths_covid cdc_flu_surveillance cdc_leading_causes_of_death cdc_outbreak_reports cdc_vaccination_coverage cdc_weekly_deaths_by_state census_business census_commute_employment census_demographics census_geography_lookup census_income_housing census_population cfpb_complaint_aggregations cfpb_complaint_detail cfpb_complaint_trends cfpb_search_complaints cfpb_state_complaints cfpb_suggest_company chemical_hazards chemical_lookup clinical_site_selector cms_home_health_search cms_hospice_search cms_hospital_search cms_nursing_home_search college_accreditation college_compare college_demographics college_metrics college_outcomes_by_program college_search college_trends college_value_score company_complaint_profile company_info company_trust_check congress_bill_actions congress_bill_cosponsors congress_bill_details congress_house_votes congress_member_details congress_recent_laws congress_search_bills congress_search_members corporate_ownership_tree cost_of_doing_business_index counterparty_risk_score court_case_search court_citation_resolver court_docket_lookup court_judge_lookup court_opinion_search court_oral_argument_search court_recent_filings cpsc_recall_search cpsc_recent_recalls crypto_compare crypto_info crypto_price crypto_trending cve_lookup cve_recent cve_search_by_keyword cve_search_by_vendor cwe_lookup disaster_declarations disaster_history_summary disaster_recovery_profile earthquake_recent edgar_company_facts edgar_company_lookup edgar_filing_content edgar_filings_by_form_type edgar_full_text_search edgar_insider_transactions edgar_recent_filings eia_electricity_state eia_energy_consumption eia_gasoline_prices eia_natural_gas eia_oil_supply eia_renewable_generation eia_series_lookup energy_market_snapshot entity_dossier entity_resolve environmental_site_risk epa_enforcement_search epa_facility_compliance epa_facility_details epa_facility_search epa_water_or_air_violations epss_score facility_care_quality fbi_wanted fda_device_510k fda_device_recalls fda_drug_adverse_events fda_drug_lookup fda_drug_recalls fda_food_recalls fdic_deposits fdic_failures fdic_financials fdic_history fdic_search_institutions fdic_summary fec_candidate_details fec_candidate_financials fec_candidate_search fec_committee_search fec_independent_expenditures flood_zone_lookup fmcsa_carrier_authority fmcsa_carrier_compare fmcsa_carrier_lookup fmcsa_carrier_search fmcsa_safety_scores fred_category_series fred_compare fred_observations fred_quick_indicator fred_releases fred_search fred_series_info geocode_address geocode_batch geocode_coordinates get_free_api_key github_repo grants_get_opportunity grants_search hurricane_tracker influence_network_map ip_reputation issuer_diligence_dossier iv_analytics kev_status_check lei_hierarchy lei_lookup list_tool_groups lobbying_contributions lobbying_detail lobbying_lobbyists lobbying_registrants lobbying_search local_search location_risk_report market_size_estimator nfip_flood_claims nonprofit_details nonprofit_lookup_ein nonprofit_search_location nonprofit_search_name nonprofit_status npi_lookup npi_search_organization npi_search_provider npi_search_specialty npm_package nrel_alt_fuel_station_detail nrel_alt_fuel_stations nrel_pvwatts nrel_solar_resource nrel_utility_rates nws_active_alerts ok_wells_search open_payments_by_company open_payments_by_specialty open_payments_national_summary open_payments_ownership open_payments_research open_payments_search open_payments_state_totals open_payments_top options_chain options_history_atm_iv options_history_chain options_history_contract options_history_volhist org_funding_profile package_track paper_details paper_fulltext_search paper_get_text paper_search paper_status parcel_coverage parcel_details parcel_sales_history parcel_search patent_assignee_search patent_details patent_inventor_search patent_recent patent_search prescriber_ties_profile price_to_rent_ratio product_liability_screen property_lookup property_search_area property_search_owner property_value_history pypi_package rdap_domain rdap_ip realestate_home_values realestate_rents realestate_search realestate_status realestate_trend recall_screen recreation_facility_detail recreation_nearby recreation_search_campsites recreation_search_facilities recreation_search_recareas reg_cfr_search reg_cfr_section reg_cfr_titles reg_document reg_search resolve_entity sanctions_get_changes sanctions_get_entity sanctions_screen_address sanctions_screen_batch sanctions_screen_entity sanctions_search_alias sanctions_status_summary search_available_datasets security_exposure spending_award_details spending_recipient_summary spending_search_awards stock_compare stock_history stock_quote stock_quote_batch sun_times supplier_esg_scorecard support_resistance_levels talent_market_brief tide_predictions treasury_auctions treasury_cash_balance treasury_debt treasury_exchange_rates treasury_interest_rates trials_details trials_search tx_wells_near usgs_earthquake_detail usgs_earthquake_feed usgs_earthquake_search usgs_water_realtime vehicle_recalls vin_decode water_levels weather_current weather_forecast worldbank_compare worldbank_country_profile worldbank_indicator

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band A — an agent can pick and call these reliably.

legibility checktools passingok
name is clear & specific284/284
has a description284/284
description is substantive284/284
parameters are typed284/284
parameters are described276/284276/284

284 of 284 tools graded · 284 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18
protocol version
session model
1.0.0
server version livedatalink

Capabilities: prompts resources tools

Drift

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)
datetypewhat changed
2026-08-12outcomefirst probe: ok_tools
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:59:25Zok_tools2003692025-06-18
2026-08-12T05:34:37Zok_tools2003182025-06-18

Watch or embed this verdict

verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/io.github.blackboxfoundry/livedatalink.svg)](https://robinsaige.com/s/io.github.blackboxfoundry/livedatalink)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

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