Learning Resources
corbis.ai
Search and retrieve academic research papers using hybrid semantic-keyword search.
ENDPOINT 1
https://www.corbis.ai/api/mcp/universal
Known tools 35
search_papersSearch academic and industry research papers using hybrid semantic-keyword search.
get_paper_detailsRetrieve comprehensive details for a specific paper by ID.
get_paper_details_batchRetrieve details for multiple papers in a single call.
research_opportunity_mapMap candidate research gaps, bridge opportunities, conservative conflict probes, and frontier papers inside a bounded academic embedding neighborhood.
literature_retrieveRetrieve bounded academic paper candidates for local Claude Code/Codex synthesis.
paper_discoveryFan out a research question into bounded paper-layer searches, deduplicate the candidates, and return stable document IDs for downstream paper-grain workflows.
literature_positioningPosition a thesis against nearby paper-layer literature, returning close papers, citation-anchor candidates, and verification-needed positioning signals.
evidence_packBuild a paper-level evidence pack for a claim from selected paper IDs or bounded paper retrieval, with citation-ready metadata and retained document IDs.
fred_searchSearch FRED (Federal Reserve Economic Data) series by text and return candidate series IDs with titles, frequency, and units.
fred_series_batchFetch multiple FRED time series at once and inject a single Python preamble that defines one DataFrame per series (e.g., _CSUSHPISA_df) plus a fred_series dict and fred_series_ids list.
get_market_dataU.S.
get_metric_definitionsDiscover the 166 chatbot-facing CRE metric keys with human labels, descriptions, units, data sources, polarity (higher_is_better / lower_is_better / neutral), and category (demographics, labor, income, housing, multifamily, affordability, establishments, migration, fema_risk, fdic, zillow_housing, zillow_rental, composite, sector_scores).
compare_marketsSide-by-side comparison of 2-10 U.S.
search_marketsRank all 925 U.S.
screen_marketsMulti-factor CRE market screen combining NUMERIC HARD FILTERS with a WEIGHTED COMPOSITE SCORE across up to 8 metrics from cbsa_market_data (925 metros).
get_national_macroNational macro time series from the national_macro table: Real GDP, CPI, 10Y/2Y Treasury, 30Y mortgage rate, Fed funds.
get_market_trendsHistorical metro-level time series from the time_series table — deeper history than the 24-month window in cbsa_market_data snapshots.
get_cre_marketCommercial real-estate snapshot for a U.S.
search_cre_marketsRank U.S.
get_cre_trendAnnual CRE transaction trend for a metro (credeals.cre_market_timeseries; CMBS by origination vintage, ~2015-2025): cap rate / occupancy / vacancy / DSCR / NOI-per-SF per year.
search_cre_listingsLive individual CRE listings for sale or lease from credeals.cre_listings.
get_cre_compsIndividual securitized (CMBS) property comps behind market aggregates (credeals.cmbs_properties): valuation, NOI, cap rate, occupancy, DSCR, NOI/SF, size, year built; optional loan terms.
get_cre_operatingCRE operating fundamentals for a U.S.
get_reit_transaction_capsNATIONAL, by-sector REIT transaction cap rates from REIT quarterly supplementals (credeals.cre_reit_transaction_caps; time-series cre_reit_cap_timeseries): the weighted-average acquisition/disposition cap rate + dollar volume REITs disclose -- current institutional deal pricing.
export_citationsFormat supplied citation metadata into ready-to-download files (BibTeX, Markdown, JSON).
render_citationsRender corpus-verified citations by resolving OpenAlex IDs, DOI IDs, chat citation sets, document snapshots, or run IDs against the Corbis corpus.
top_cited_articlesRank the most-cited academic papers within specific journals, optionally filtered by topic.
format_citationFormat academic paper citations in APA 7th, MLA 9th, Chicago 17th, Harvard, or BibTeX style.
search_datasetsSearch for free finance research datasets by topic, use case, or data type.
find_academic_identitySearch for the current user's public research identity using profile data.
confirm_academic_identityLink or unlink the user's research identity using public anchors such as ORCID, Google Scholar, or an opaque candidate token.
get_research_pulseReturn the authenticated user's Corbis research pulse for ResearchBar and other MCP clients.
get_data_freshnessReturn Corbis data-source freshness in one call: data-through dates and last-refreshed timestamps for the academic corpus, CRE market data, and economic data.
retrieve_documentRetrieve a user-owned Corbis artifact document by ID.
verify_bibtexParse a BibTeX file or inline BibTeX content, resolve each reference against the Corbis academic paper index, and return field-level corrections (title, year, DOI, author, journal).