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Tools · Citability

LLM citability scores for federal profiles

Citability measures how likely a large language model is to cite a profile when a voter asks about that office holder. Each score is a deterministic, explainable blend of content depth, structured data, source freshness, and measured citation rate. The score is free and crawlable — open any profile to see the full per-component breakdown and what would raise it.

Profiles scored
582
Average score
76.8
Strong (≥ 80)
46
Solid (60–79)
536

How the score works

The composite (0–100) is a weighted blend of four components. The three deterministic heuristics are computed for free from the published profile; the empirical component is measured on a cadence against a controlled question set and cached — it is never computed on a page request.

  • Content depth

    Weight 30%

    Narrative length, sources, and structured sections vs the depth floors.

  • Structured data

    Weight 25%

    How many JSON-LD-enriching fields are populated for machine extraction.

  • Source freshness

    Weight 15%

    Recency of the profile’s source-verification timestamps.

  • Measured citation rate

    Weight 30%

    Cadenced measurement of how often a model panel cites the profile URL.

Dataset version 1.20260604 · scored

Presidents46

Presidents ranked by LLM citability score, highest first
ProfileScoreBand
Abraham Lincoln82.2Strong
Andrew Jackson82.2Strong
Andrew Johnson82.2Strong
Barack Obama82.2Strong
Benjamin Harrison82.2Strong
Bill Clinton82.2Strong
Calvin Coolidge82.2Strong
Chester A. Arthur82.2Strong
Donald Trump82.2Strong
Donald Trump82.2Strong
Dwight D. Eisenhower82.2Strong
Franklin D. Roosevelt82.2Strong
Franklin Pierce82.2Strong
George H. W. Bush82.2Strong
George W. Bush82.2Strong
George Washington82.2Strong
Gerald Ford82.2Strong
Grover Cleveland82.2Strong
Harry S. Truman82.2Strong
Herbert Hoover82.2Strong
James A. Garfield82.2Strong
James Buchanan82.2Strong
James K. Polk82.2Strong
James Madison82.2Strong
James Monroe82.2Strong
Jimmy Carter82.2Strong
Joe Biden82.2Strong
John Adams82.2Strong
John F. Kennedy82.2Strong
John Quincy Adams82.2Strong
John Tyler82.2Strong
Lyndon B. Johnson82.2Strong
Martin Van Buren82.2Strong
Millard Fillmore82.2Strong
Richard Nixon82.2Strong
Ronald Reagan82.2Strong
Rutherford B. Hayes82.2Strong
Theodore Roosevelt82.2Strong
Thomas Jefferson82.2Strong
Ulysses S. Grant82.2Strong
Warren G. Harding82.2Strong
William Henry Harrison82.2Strong
William Howard Taft82.2Strong
William McKinley82.2Strong
Woodrow Wilson82.2Strong
Zachary Taylor82.2Strong

U.S. Senators100

U.S. Senators ranked by LLM citability score, highest first
ProfileScoreBand
Adam SchiffCA76.3Solid
Alex PadillaCA76.3Solid
Amy KlobucharMN76.3Solid
Andy KimNJ76.3Solid
Angela AlsobrooksMD76.3Solid
Angus King Jr.ME76.3Solid
Ashley MoodyFL76.3Solid
Ben LujánNM76.3Solid
Bernie MorenoOH76.3Solid
Bernie SandersVT76.3Solid
Bill CassidyLA76.3Solid
Bill HagertyTN76.3Solid
Brian SchatzHI76.3Solid
Catherine Cortez MastoNV76.3Solid
Chris Van HollenMD76.3Solid
Christopher CoonsDE76.3Solid
Christopher MurphyCT76.3Solid
Chuck GrassleyIA76.3Solid
Chuck SchumerNY76.3Solid
Cindy Hyde-SmithMS76.3Solid
Cory BookerNJ76.3Solid
Cynthia LummisWY76.3Solid
Dan SullivanAK76.3Solid
Dave McCormickPA76.3Solid
Deb FischerNE76.3Solid
Ed MarkeyMA76.3Solid
Elissa SlotkinMI76.3Solid
Elizabeth WarrenMA76.3Solid
Eric SchmittMO76.3Solid
Gary PetersMI76.3Solid
Jack ReedRI76.3Solid
Jacky RosenNV76.3Solid
James LankfordOK76.3Solid
James RischID76.3Solid
Jeanne ShaheenNH76.3Solid
Jeff MerkleyOR76.3Solid
Jerry MoranKS76.3Solid
Jim BanksIN76.3Solid
Jim Justice IIWV76.3Solid
John BarrassoWY76.3Solid
John BoozmanAR76.3Solid
John CornynTX76.3Solid
John CurtisUT76.3Solid
John FettermanPA76.3Solid
John HickenlooperCO76.3Solid
John HoevenND76.3Solid
John KennedyLA76.3Solid
John ThuneSD76.3Solid
Jon HustedOH76.3Solid
Jon OssoffGA76.3Solid
Joni ErnstIA76.3Solid
Josh HawleyMO76.3Solid
Katie BrittAL76.3Solid
Kevin CramerND76.3Solid
Kirsten GillibrandNY76.3Solid
Lindsey GrahamSC76.3Solid
Lisa Blunt RochesterDE76.3Solid
Lisa MurkowskiAK76.3Solid
Maggie HassanNH76.3Solid
Maria CantwellWA76.3Solid
Mark KellyAZ76.3Solid
Mark WarnerVA76.3Solid
Marsha BlackburnTN76.3Solid
Martin HeinrichNM76.3Solid
Mazie HironoHI76.3Solid
Michael BennetCO76.3Solid
Mike CrapoID76.3Solid
Mike LeeUT76.3Solid
Mike RoundsSD76.3Solid
Mitch McConnellKY76.3Solid
Patty MurrayWA76.3Solid
Pete RickettsNE76.3Solid
Peter WelchVT76.3Solid
Rand PaulKY76.3Solid
Raphael WarnockGA76.3Solid
Richard BlumenthalCT76.3Solid
Richard DurbinIL76.3Solid
Rick ScottFL76.3Solid
Roger MarshallKS76.3Solid
Roger WickerMS76.3Solid
Ron JohnsonWI76.3Solid
Ron WydenOR76.3Solid
Ruben GallegoAZ76.3Solid
Sheldon WhitehouseRI76.3Solid
Shelley CapitoWV76.3Solid
Steve DainesMT76.3Solid
Susan CollinsME76.3Solid
Tammy BaldwinWI76.3Solid
Tammy DuckworthIL76.3Solid
Ted BuddNC76.3Solid
Ted CruzTX76.3Solid
Thom TillisNC76.3Solid
Tim KaineVA76.3Solid
Tim ScottSC76.3Solid
Tim SheehyMT76.3Solid
Tina SmithMN76.3Solid
Todd YoungIN76.3Solid
Tom CottonAR76.3Solid
Tommy TubervilleAL76.3Solid
Alan ArmstrongOK73.1Solid

U.S. Representatives436

U.S. Representatives ranked by LLM citability score, highest first
ProfileScoreBand
Aaron BeanFL76.3Solid
Abraham HamadehAZ76.3Solid
Adam GrayCA76.3Solid
Adam SmithWA76.3Solid
Addison McDowellNC76.3Solid
Adelita GrijalvaAZ76.3Solid
Adrian SmithNE76.3Solid
Adriano EspaillatNY76.3Solid
Al GreenTX76.3Solid
Alexandria Ocasio-CortezNY76.3Solid
Alma AdamsNC76.3Solid
Ami BeraCA76.3Solid
Analilia MejiaNJ76.3Solid
André CarsonIN76.3Solid
Andrea SalinasOR76.3Solid
Andrew ClydeGA76.3Solid
Andrew GarbarinoNY76.3Solid
Andrew Ogles IVTN76.3Solid
Andy BarrKY76.3Solid
Andy BiggsAZ76.3Solid
Andy HarrisMD76.3Solid
Angie CraigMN76.3Solid
Ann WagnerMO76.3Solid
Anna LunaFL76.3Solid
April McClain DelaneyMD76.3Solid
Ashley HinsonIA76.3Solid
August Pfluger IITX76.3Solid
Aumua Amata RadewagenAS76.3Solid
Austin ScottGA76.3Solid
Ayanna PressleyMA76.3Solid
Barry LoudermilkGA76.3Solid
Barry MooreAL76.3Solid
Becca BalintVT76.3Solid
Ben ClineVA76.3Solid
Bennie ThompsonMS76.3Solid
Beth Van DuyneTX76.3Solid
Betty McCollumMN76.3Solid
Bill FosterIL76.3Solid
Bill HuizengaMI76.3Solid
Blake MooreUT76.3Solid
Bobby ScottVA76.3Solid
Bonnie Watson ColemanNJ76.3Solid
Brad FinstadMN76.3Solid
Brad KnottNC76.3Solid
Brad SchneiderIL76.3Solid
Brad ShermanCA76.3Solid
Brandon GillTX76.3Solid
Brendan BoylePA76.3Solid
Brett GuthrieKY76.3Solid
Brian BabinTX76.3Solid
Brian FitzpatrickPA76.3Solid
Brian JackGA76.3Solid
Brian MastFL76.3Solid
Brittany PettersenCO76.3Solid
Bruce WestermanAR76.3Solid
Bryan SteilWI76.3Solid
Buddy CarterGA76.3Solid
Burgess OwensUT76.3Solid
Byron DonaldsFL76.3Solid
C. FranklinFL76.3Solid
Carlos GimenezFL76.3Solid
Carol MillerWV76.3Solid
Celeste MaloyUT76.3Solid
Charles (Chuck) EdwardsNC76.3Solid
Chellie PingreeME76.3Solid
Chip RoyTX76.3Solid
Chris DeluzioPA76.3Solid
Chris PappasNH76.3Solid
Chris SmithNJ76.3Solid
Chrissy HoulahanPA76.3Solid
Christian MenefeeTX76.3Solid
Chuck FleischmannTN76.3Solid
Chuy GarcíaIL76.3Solid
Claudia TenneyNY76.3Solid
Clay FullerGA76.3Solid
Clay HigginsLA76.3Solid
Cleo FieldsLA76.3Solid
Cliff BentzOR76.3Solid
Cory MillsFL76.3Solid
Craig GoldmanTX76.3Solid
Dale StrongAL76.3Solid
Dan CrenshawTX76.3Solid
Dan GoldmanNY76.3Solid
Dan NewhouseWA76.3Solid
Daniel MeuserPA76.3Solid
Daniel WebsterFL76.3Solid
Danny DavisIL76.3Solid
Darin LaHoodIL76.3Solid
Darrell IssaCA76.3Solid
Darren SotoFL76.3Solid
Dave MinCA76.3Solid
David JoyceOH76.3Solid
David KustoffTN76.3Solid
David RouzerNC76.3Solid
David SchweikertAZ76.3Solid
David TaylorOH76.3Solid
David ValadaoCA76.3Solid
Debbie DingellMI76.3Solid
Debbie Wasserman SchultzFL76.3Solid
Deborah RossNC76.3Solid
Delia RamirezIL76.3Solid
Derek SchmidtKS76.3Solid
Derek TranCA76.3Solid
Derrick Van OrdenWI76.3Solid
Diana DeGetteCO76.3Solid
Diana HarshbargerTN76.3Solid
Dina TitusNV76.3Solid
Don BaconNE76.3Solid
Donald Beyer Jr.VA76.3Solid
Donald DavisNC76.3Solid
Donald NorcrossNJ76.3Solid
Doris MatsuiCA76.3Solid
Dusty JohnsonSD76.3Solid
Dwight EvansPA76.3Solid
Ed CaseHI76.3Solid
Eleanor NortonDC76.3Solid
Eli CraneAZ76.3Solid
Elise StefanikNY76.3Solid
Emanuel Cleaver IIMO76.3Solid
Emilia SykesOH76.3Solid
Emily RandallWA76.3Solid
Eric BurlisonMO76.3Solid
Eric SorensenIL76.3Solid
Erin HouchinIN76.3Solid
Eugene VindmanVA76.3Solid
Frank LucasOK76.3Solid
Frank MrvanIN76.3Solid
Frank Pallone Jr.NJ76.3Solid
Frederica WilsonFL76.3Solid
Gabe AmoRI76.3Solid
Gabe EvansCO76.3Solid
Gabriel (Gabe) VasquezNM76.3Solid
Gary PalmerAL76.3Solid
George LatimerNY76.3Solid
George WhitesidesCA76.3Solid
Gilbert CisnerosCA76.3Solid
Glenn GrothmanWI76.3Solid
Glenn IveyMD76.3Solid
Glenn ThompsonPA76.3Solid
Grace MengNY76.3Solid
Greg LandsmanOH76.3Solid
Greg StantonAZ76.3Solid
Gregorio CasarTX76.3Solid
Gregory MeeksNY76.3Solid
Gregory MurphyNC76.3Solid
Gus BilirakisFL76.3Solid
Guy ReschenthalerPA76.3Solid
Gwen MooreWI76.3Solid
H. GriffithVA76.3Solid
Hakeem JeffriesNY76.3Solid
Hal RogersKY76.3Solid
Haley StevensMI76.3Solid
Hank Johnson Jr.GA76.3Solid
Harriet HagemanWY76.3Solid
Henry CuellarTX76.3Solid
Herbert Conaway Jr.NJ76.3Solid
Hillary ScholtenMI76.3Solid
Ilhan OmarMN76.3Solid
J. CorreaCA76.3Solid
J. HillAR76.3Solid
Jack BergmanMI76.3Solid
Jahana HayesCT76.3Solid
Jake AuchinclossMA76.3Solid
Jake EllzeyTX76.3Solid
James (Jim) MoylanGU76.3Solid
James BairdIN76.3Solid
James ComerKY76.3Solid
James WalkinshawVA76.3Solid
Jamie RaskinMD76.3Solid
Jan SchakowskyIL76.3Solid
Janelle BynumOR76.3Solid
Jared GoldenME76.3Solid
Jared HuffmanCA76.3Solid
Jared MoskowitzFL76.3Solid
Jasmine CrockettTX76.3Solid
Jason CrowCO76.3Solid
Jason SmithMO76.3Solid
Jay ObernolteCA76.3Solid
Jeff CrankCO76.3Solid
Jeff HurdCO76.3Solid
Jefferson ShreveIN76.3Solid
Jefferson Van DrewNJ76.3Solid
Jennifer KiggansVA76.3Solid
Jennifer McClellanVA76.3Solid
Jerrold NadlerNY76.3Solid
Jill TokudaHI76.3Solid
Jim ClyburnSC76.3Solid
Jim CostaCA76.3Solid
Jim HimesCT76.3Solid
Jim JordanOH76.3Solid
Jim McGovernMA76.3Solid
Jimmy GomezCA76.3Solid
Jimmy PanettaCA76.3Solid
Jimmy Patronis Jr.FL76.3Solid
Joaquin CastroTX76.3Solid
Jodey ArringtonTX76.3Solid
Joe CourtneyCT76.3Solid
Joe NeguseCO76.3Solid
Joe WilsonSC76.3Solid
John CarterTX76.3Solid
John GaramendiCA76.3Solid
John JamesMI76.3Solid
John JoycePA76.3Solid
John LarsonCT76.3Solid
John MannionNY76.3Solid
John McGuire IIIVA76.3Solid
John MoolenaarMI76.3Solid
John RoseTN76.3Solid
John RutherfordFL76.3Solid
Johnny Olszewski Jr.MD76.3Solid
Jonathan JacksonIL76.3Solid
Joseph MorelleNY76.3Solid
Josh BrecheenOK76.3Solid
Josh GottheimerNJ76.3Solid
Josh HarderCA76.3Solid
Josh RileyNY76.3Solid
Joyce BeattyOH76.3Solid
Juan CiscomaniAZ76.3Solid
Juan VargasCA76.3Solid
Judy ChuCA76.3Solid
Julia BrownleyCA76.3Solid
Julia LetlowLA76.3Solid
Julie FedorchakND76.3Solid
Julie JohnsonTX76.3Solid
Kat CammackFL76.3Solid
Katherine ClarkMA76.3Solid
Kathy CastorFL76.3Solid
Keith SelfTX76.3Solid
Kelly MorrisonMN76.3Solid
Ken CalvertCA76.3Solid
Kevin HernOK76.3Solid
Kevin KileyCA76.3Solid
Kevin MullinCA76.3Solid
Kim SchrierWA76.3Solid
Kimberlyn King-HindsMP76.3Solid
Kristen McDonald RivetMI76.3Solid
Kweisi MfumeMD76.3Solid
LaMonica McIverNJ76.3Solid
Lance GoodenTX76.3Solid
Lateefah SimonCA76.3Solid
Laura FriedmanCA76.3Solid
Laura GillenNY76.3Solid
Laurel LeeFL76.3Solid
Lauren BoebertCO76.3Solid
Lauren UnderwoodIL76.3Solid
Linda SánchezCA76.3Solid
Lisa McClainMI76.3Solid
Lizzie FletcherTX76.3Solid
Lloyd DoggettTX76.3Solid
Lloyd SmuckerPA76.3Solid
Lois FrankelFL76.3Solid
Lori TrahanMA76.3Solid
Lucy McBathGA76.3Solid
Luz RivasCA76.3Solid
Madeleine DeanPA76.3Solid
Maggie GoodlanderNH76.3Solid
Marc VeaseyTX76.3Solid
Marcy KapturOH76.3Solid
Maria SalazarFL76.3Solid
Mariannette Miller-MeeksIA76.3Solid
Marie Gluesenkamp PerezWA76.3Solid
Marilyn StricklandWA76.3Solid
Mario Diaz-BalartFL76.3Solid
Mark AlfordMO76.3Solid
Mark AmodeiNV76.3Solid
Mark DeSaulnierCA76.3Solid
Mark HarrisNC76.3Solid
Mark MessmerIN76.3Solid
Mark PocanWI76.3Solid
Mark TakanoCA76.3Solid
Marlin StutzmanIN76.3Solid
Mary MillerIL76.3Solid
Mary ScanlonPA76.3Solid
Matt Van EppsTN76.3Solid
Max MillerOH76.3Solid
Maxine DexterOR76.3Solid
Maxine WatersCA76.3Solid
Maxwell FrostFL76.3Solid
Melanie StansburyNM76.3Solid
Michael BaumgartnerWA76.3Solid
Michael CloudTX76.3Solid
Michael GuestMS76.3Solid
Michael LawlerNY76.3Solid
Michael McCaulTX76.3Solid
Michael RulliOH76.3Solid
Michael TurnerOH76.3Solid
Michelle FischbachMN76.3Solid
Mike BostIL76.3Solid
Mike CareyOH76.3Solid
Mike Collins Jr.GA76.3Solid
Mike EzellMS76.3Solid
Mike FloodNE76.3Solid
Mike HaridopolosFL76.3Solid
Mike JohnsonLA76.3Solid
Mike KellyPA76.3Solid
Mike KennedyUT76.3Solid
Mike LevinCA76.3Solid
Mike QuigleyIL76.3Solid
Mike RogersAL76.3Solid
Mike SimpsonID76.3Solid
Mike ThompsonCA76.3Solid
Mónica De La CruzTX76.3Solid
Morgan LuttrellTX76.3Solid
Morgan McGarveyKY76.3Solid
Nancy MaceSC76.3Solid
Nancy PelosiCA76.3Solid
Nanette BarragánCA76.3Solid
Nathaniel MoranTX76.3Solid
Neal DunnFL76.3Solid
Nellie PouNJ76.3Solid
Nicholas Begich IIIAK76.3Solid
Nicholas LangworthyNY76.3Solid
Nicolas LaLotaNY76.3Solid
Nicole (Nikki) BudzinskiIL76.3Solid
Nicole MalliotakisNY76.3Solid
Nikema WilliamsGA76.3Solid
Norma TorresCA76.3Solid
Nydia VelázquezNY76.3Solid
Pablo José Hernández RiveraPR76.3Solid
Pat FallonTX76.3Solid
Pat HarriganNC76.3Solid
Patrick RyanNY76.3Solid
Paul GosarAZ76.3Solid
Paul TonkoNY76.3Solid
Pete AguilarCA76.3Solid
Pete SessionsTX76.3Solid
Pete StauberMN76.3Solid
Pramila JayapalWA76.3Solid
Raja KrishnamoorthiIL76.3Solid
Ralph NormanSC76.3Solid
Randy FeenstraIA76.3Solid
Randy FineFL76.3Solid
Randy Weber Sr.TX76.3Solid
Rashida TlaibMI76.3Solid
Raul RuizCA76.3Solid
Rich McCormickGA76.3Solid
Richard HudsonNC76.3Solid
Richard NealMA76.3Solid
Rick AllenGA76.3Solid
Rick CrawfordAR76.3Solid
Rick LarsenWA76.3Solid
Riley MooreWV76.3Solid
Ritchie TorresNY76.3Solid
Ro KhannaCA76.3Solid
Robert AderholtAL76.3Solid
Robert Bresnahan Jr.PA76.3Solid
Robert GarciaCA76.3Solid
Robert LattaOH76.3Solid
Robert Menendez Jr.NJ76.3Solid
Robert Onder Jr.MO76.3Solid
Robert WittmanVA76.3Solid
Robin KellyIL76.3Solid
Roger WilliamsTX76.3Solid
Ron EstesKS76.3Solid
Ronny JacksonTX76.3Solid
Rosa DeLauroCT76.3Solid
Rudy YakymIN76.3Solid
Russ FulcherID76.3Solid
Russell FrySC76.3Solid
Ryan MackenziePA76.3Solid
Ryan ZinkeMT76.3Solid
Salud CarbajalCA76.3Solid
Sam GravesMO76.3Solid
Sam LiccardoCA76.3Solid
Sanford Bishop Jr.GA76.3Solid
Sara JacobsCA76.3Solid
Sarah ElfrethMD76.3Solid
Sarah McBrideDE76.3Solid
Scott DesJarlaisTN76.3Solid
Scott FitzgeraldWI76.3Solid
Scott PerryPA76.3Solid
Scott PetersCA76.3Solid
Sean CastenIL76.3Solid
Seth MagazinerRI76.3Solid
Seth MoultonMA76.3Solid
Sharice DavidsKS76.3Solid
Sheri BiggsSC76.3Solid
Shomari FiguresAL76.3Solid
Shontel BrownOH76.3Solid
Shri ThanedarMI76.3Solid
Stacey PlaskettVI76.3Solid
Steny HoyerMD76.3Solid
Stephanie BiceOK76.3Solid
Stephen LynchMA76.3Solid
Steve CohenTN76.3Solid
Steve ScaliseLA76.3Solid
Steve WomackAR76.3Solid
Steven HorsfordNV76.3Solid
Suhas SubramanyamVA76.3Solid
Summer LeePA76.3Solid
Susie LeeNV76.3Solid
Suzan DelBeneWA76.3Solid
Suzanne BonamiciOR76.3Solid
Sydney Kamlager-DoveCA76.3Solid
Sylvia GarciaTX76.3Solid
Ted LieuCA76.3Solid
Teresa Leger FernandezNM76.3Solid
Terri SewellAL76.3Solid
Thomas Kean Jr.NJ76.3Solid
Thomas MassieKY76.3Solid
Thomas SuozziNY76.3Solid
Thomas TiffanyWI76.3Solid
Tim BurchettTN76.3Solid
Tim MooreNC76.3Solid
Tim WalbergMI76.3Solid
Timothy KennedyNY76.3Solid
Tom BarrettMI76.3Solid
Tom ColeOK76.3Solid
Tom EmmerMN76.3Solid
Tom McClintockCA76.3Solid
Tony WiedWI76.3Solid
Tracey MannKS76.3Solid
Trent KellyMS76.3Solid
Troy BaldersonOH76.3Solid
Troy CarterLA76.3Solid
Troy DowningMT76.3Solid
Troy NehlsTX76.3Solid
Valerie FousheeNC76.3Solid
Valerie HoyleOR76.3Solid
Vern BuchananFL76.3Solid
Veronica EscobarTX76.3Solid
Vicente GonzalezTX76.3Solid
Victoria SpartzIN76.3Solid
Vince FongCA76.3Solid
Virginia FoxxNC76.3Solid
W. SteubeFL76.3Solid
Warren DavidsonOH76.3Solid
Wesley BellMO76.3Solid
Wesley HuntTX76.3Solid
William KeatingMA76.3Solid
William TimmonsSC76.3Solid
Yassamin AnsariAZ76.3Solid
Young KimCA76.3Solid
Yvette ClarkeNY76.3Solid
Zachary (Zach) NunnIA76.3Solid
Zoe LofgrenCA76.3Solid