Agent Performance Dashboard

Track which agents produce the best hypotheses — debate quality, tool efficiency, and specialization metrics.

Senate Performance View → Resource Usage →

Sections: Overview Leaderboard Trends Quality Chart Specialization Contributions Tool Reliability ROI Improvements Top Debates

659

Debates

1402

Hypotheses

0.663

Avg Debate Quality

35,941

Tool Calls

5,591,857

Total Tokens

Agent Leaderboard

Ranking agents by hypothesis quality and token efficiency — who delivers the most value?

🥇 ⚖ synthesizer

Avg Quality0.8863

Best: 1.0000

Tasks: 405

Avg tokens: 3,755

Avg latency: 0.0s

Efficiency (quality/token): 23.60

🥈 💡 theorist

Avg Quality0.8761

Best: 1.0000

Tasks: 404

Avg tokens: 2,489

Avg latency: 0.0s

Efficiency (quality/token): 35.19

🥉 🔍 skeptic

Avg Quality0.8605

Best: 1.0000

Tasks: 405

Avg tokens: 3,688

Avg latency: 0.0s

Efficiency (quality/token): 23.33

🏅 🧬 domain expert

Avg Quality0.7808

Best: 1.0000

Tasks: 404

Avg tokens: 3,833

Avg latency: 0.0s

Efficiency (quality/token): 20.37

🤖 medicinal chemist

Avg Quality0.7750

Best: 0.8500

Tasks: 4

Avg tokens: 1,420

Avg latency: 0.0s

Efficiency (quality/token): 54.58

🤖 falsifier

Avg Quality0.7000

Best: 0.7000

Tasks: 1

Avg tokens: 0

Avg latency: 0.0s

Efficiency (quality/token): 0.00

🤖 clinical trialist

Avg Quality0.6773

Best: 0.9000

Tasks: 11

Avg tokens: 1,276

Avg latency: 0.0s

Efficiency (quality/token): 53.07

🤖 epidemiologist

Avg Quality0.6000

Best: 0.9500

Tasks: 5

Avg tokens: 670

Avg latency: 0.0s

Efficiency (quality/token): 89.53

🤖 computational biologist

Avg Quality0.4000

Best: 0.4000

Tasks: 7

Avg tokens: 9

Avg latency: 0.0s

Efficiency (quality/token): 4242.42

Debate Quality Trends

Average debate quality score over time — tracking system improvement

Total debates: 638

Hypotheses generated: 2101

Hypotheses surviving: 1392

Survival rate: 66%

Quality Score Trends Over Time

Interactive chart — average quality score per agent per day

Agent Specialization

Performance breakdown by task type — which agents excel at generation vs critique vs synthesis

🤖 clinical trialist

debate 11 tasks

Avg tokens: 1,276 Avg latency: 0.0s

🤖 computational biologist

debate 7 tasks

Avg tokens: 9 Avg latency: 0.0s

🧬 domain expert

debate 404 tasks

Avg tokens: 3,833 Avg latency: 0.0s

🤖 epidemiologist

debate 5 tasks

Avg tokens: 670 Avg latency: 0.0s

🤖 falsifier

debate 1 tasks

Avg tokens: 0 Avg latency: 0.0s

🤖 medicinal chemist

debate 4 tasks

Avg tokens: 1,420 Avg latency: 0.0s

🔍 skeptic

analysis 1 tasks

Avg tokens: 500 Avg latency: 0.1s

debate 404 tasks

Avg tokens: 3,696 Avg latency: 0.0s

⚖ synthesizer

debate 402 tasks

Avg tokens: 3,783 Avg latency: 0.0s

senate_gate_evidence 1 tasks

Avg tokens: 0 Avg latency: 0.0s

senate_gate_score 1 tasks

Avg tokens: 0 Avg latency: 0.0s

senate_gate_specificity 1 tasks

Avg tokens: 0 Avg latency: 0.0s

💡 theorist

debate 404 tasks

Avg tokens: 2,489 Avg latency: 0.0s

Debate Round Contributions

How each persona contributes in debates — actions taken, evidence cited, and hypotheses referenced

💡 theorist 578 rounds

Debates: 441

Evidence rate: 0%

Hyp refs rate: 0%

propose ×495debate ×52unknown ×29respond ×1argument ×1

🔍 skeptic 570 rounds

Debates: 441

Evidence rate: 0%

Hyp refs rate: 0%

critique ×495debate ×44unknown ×29respond ×1argument ×1

🧬 domain expert 568 rounds

Debates: 352

Evidence rate: 0%

Hyp refs rate: 0%

support ×408assess ×89debate ×41unknown ×29argument ×1

⚖ synthesizer 530 rounds

Debates: 441

Evidence rate: 0%

Hyp refs rate: 0%

synthesize ×495unknown ×29debate ×5argument ×1

🤖 clinical trialist 18 rounds

Debates: 10

Evidence rate: 0%

Hyp refs rate: 0%

assess ×13unknown ×2unknown ×1evaluate ×1support ×1

🤖 computational biologist 7 rounds

Debates: 7

Evidence rate: 0%

Hyp refs rate: 0%

analyze ×7

🤖 epidemiologist 7 rounds

Debates: 5

Evidence rate: 0%

Hyp refs rate: 0%

analyze ×5unknown ×2

🤖 falsifier 7 rounds

Debates: 5

Evidence rate: 0%

Hyp refs rate: 0%

debate ×5unknown ×1respond ×1

🤖 medicinal chemist 7 rounds

Debates: 4

Evidence rate: 0%

Hyp refs rate: 0%

analyze ×6unknown ×1

🤖 tool execution 2 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

tool_execution ×1unknown ×1

🤖 domain-expert 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

respond ×1

🤖 evidence-auditor 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

respond ×1

🤖 hongkui-zeng 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

unknown ×1

🤖 karel-svoboda 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

unknown ×1

🤖 methodologist 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

respond ×1

🤖 proposer 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

unknown ×1

🤖 replicator 1 rounds

Debates: 1

Evidence rate: 0%

Hyp refs rate: 0%

respond ×1

Tool Reliability Dashboard

Comprehensive success rates, latency analysis, and error tracking for all scientific tools

35,941

Total Calls

98.7%

Success Rate

451

Errors

Timeouts

Tool	Type	Calls	Success	Avg ms	P0/P100
PubMed Search 73 err	Literature Search	14,833	100%	619	0 / 15,534
Clinical Trials Search 19 err	Clinical Data	4,030	100%	1,157	0 / 2,270
Semantic Scholar Search 7 err	Literature Search	3,177	100%	1,125	0 / 5,521
PubMed Abstract 6 err	Literature Fetch	2,260	100%	1,392	0 / 11,012
Gene Info 6 err	Gene Annotation	2,218	100%	1,099	0 / 11,075
OpenAlex Works Search 1 err	Literature Search	1,659	100%	1,038	0 / 11,345
Research Topic 33 err	Meta Tool	1,399	98%	3,934	0 / 277,706
Reactome Pathways 6 err	Pathway Analysis	778	99%	695	0 / 5,358
Paper Figures 14 err	Figure Extraction	750	98%	16,308	0 / 453,263
STRING Protein Interactions 15 err	Network Analysis	524	97%	1,330	0 / 2,270
Allen Brain Expression 7 err	Expression Data	353	98%	255	0 / 3,093
unknown	Unknown	320	100%	476	18 / 1,292
UniProt Protein Info 5 err	Protein Annotation	304	98%	720	0 / 2,143
ClinVar Variants 2 err	Clinical Variants	285	99%	930	0 / 3,221
Open Targets Associations 7 err	Gene Disease Association	271	97%	1,595	0 / 11,332
Paper Corpus Search 3 err	Data Retrieval	247	99%	4,770	0 / 18,519
Allen Cell Types 5 err	Expression Data	213	98%	1,371	0 / 9,318
Paper Review Workflow	Pathway Analysis	206	100%	43,115	1,538 / 230,187
DisGeNET Disease-Gene Associations 6 err	Disease Gene Association	160	96%	2,030	0 / 2,621
Enrichr Pathway Analysis 6 err	Pathway Analysis	151	96%	1,635	0 / 10,449
Human Protein Atlas 2 err	Expression Data	130	98%	2,178	0 / 21,382
unknown	Unknown	126	99%	91	0 / 3,560
DisGeNET Gene-Disease Associations 2 err	Gene Disease Association	111	98%	2,160	0 / 3,522
GWAS Genetic Associations 5 err	Genetic Associations	100	95%	2,547	0 / 4,735
STRING Enrichment 8 err	Pathway Analysis	84	90%	2,215	0 / 4,928
KEGG Pathways 3 err	Pathway Analysis	81	96%	5,220	0 / 22,531
ChEMBL Drug Targets 6 err	Drug Database	67	91%	6,293	0 / 17,153
Paper Corpus Ingest 22 err	Data Retrieval	56	61%	11	0 / 195
GTEx Tissue Expression 6 err	Expression Data	55	89%	355	0 / 1,151
AlphaFold Structure 10 err	Structure Prediction	46	78%	828	0 / 8,993
unknown	Unknown	45	100%	1,187	1,148 / 1,336
MGI Mouse Models 7 err	Model Organism	40	82%	109	0 / 1,561
Expression Atlas Differential 6 err	Expression Data	34	82%	4,427	0 / 11,774
PubChem Compound 11 err	Drug Database	31	65%	283	0 / 656
Disease Info 5 err	Disease Annotation	31	84%	900	0 / 1,175
HPO Phenotype Associations	Forge	30	100%	962	376 / 1,772
InterPro Protein Domains 5 err	Protein Annotation	25	80%	1,032	0 / 2,684
DGIdb Drug-Gene Interactions 2 err	Drug Database	24	92%	92	0 / 233
Paper Corpus Session	Data Retrieval	24	100%	4,451	769 / 21,259
EBI Protein Variants 5 err	Protein Variation	23	78%	1,557	0 / 4,096
BrainSpan Expression 6 err	Expression Data	23	74%	22	0 / 68
MethBase Disease Methylation 4 err	Epigenetic Search	22	82%	1,449	0 / 2,374
Ensembl Gene Info 2 err	Gene Annotation	21	90%	3,096	0 / 6,452
gnomAD Gene Variants 3 err	Population Genetics	19	84%	406	0 / 1,735
Pathway Commons Search 5 err	Pathway Analysis	19	74%	183	0 / 363
Monarch Disease-Gene Associations 5 err	Gene Disease Association	19	74%	539	0 / 1,391
QuickGO Gene Ontology 2 err	Gene Annotation	18	89%	1,448	0 / 2,188
OMIM Gene Phenotypes 2 err	Genetic Disease	18	89%	503	0 / 843
HPO Term Search	Phenotype Annotation	17	100%	329	216 / 613
DrugBank Drug Info 2 err	Drug Database	17	88%	574	0 / 862
Open Targets Search	Drug Target	17	100%	291	194 / 1,018
CellxGene Gene Expression 2 err	Expression Data	15	87%	2,401	0 / 16,460
IntAct Molecular Interactions 2 err	Interaction Data	15	87%	2,510	0 / 3,685
Europe PMC Search	Literature Search	14	100%	971	726 / 1,124
COSMIC Gene Mutations 2 err	Cancer Genomics	14	86%	433	0 / 637
PubMed Evidence Pipeline	Pipeline	14	100%	46,230	6 / 84,846
GEO Dataset Search	Expression Data	13	100%	603	523 / 949
PanglaoDB Cell Markers	Cell Type Annotation	12	100%	563	0 / 900
JASPAR TF Binding Sites 3 err	Regulatory Analysis	12	75%	2,475	0 / 4,787
ClinGen Gene-Disease Validity 2 err	Genetic Disease	12	83%	1,537	0 / 2,108
PharmGKB Pharmacogenomics 2 err	Drug Database	12	83%	434	0 / 602
STITCH Chemical Interactions 2 err	Network Analysis	12	83%	1,470	0 / 6,460
Gene Ontology Annotations	Annotation	12	100%	1,228	1,129 / 1,320
BioGRID Interactions 2 err	Interaction Data	11	82%	0	0 / 0
Bgee Gene Expression 2 err	Expression Data	9	78%	2,645	0 / 3,504
ProteomicsDB Protein Expression 5 err	Expression Data	8	38%	242	0 / 1,937
HGNC Gene Nomenclature 2 err	Gene Annotation	7	71%	220	0 / 667
Ensembl VEP Variant Annotation 4 err	Variant Annotation	7	43%	160	0 / 1,117
OpenGWAS PheWAS Associations 4 err	Genetic Associations	7	43%	75	0 / 525
Europe PMC Citations 4 err	Literature Search	7	43%	113	0 / 793
GWAS Catalog Variant Associations 4 err	Genetic Associations	6	33%	0	0 / 0
PDB Protein Structures 2 err	Structure Data	6	67%	435	0 / 1,259
BioStudies Dataset Search	Dataset Discovery	6	100%	892	799 / 1,127
Open Targets Genetics L2G 3 err	Genetic Associations	6	50%	50	0 / 165
Pharos Target Development 2 err	Drug Target Data	6	67%	156	0 / 259
OmniPath Signaling 2 err	Network Analysis	6	67%	830	0 / 1,873
IMPC Mouse Phenotypes 2 err	Model Organism	6	67%	424	0 / 638
Ensembl Regulatory Features 3 err	Regulatory Genomics	6	50%	757	0 / 1,534
NIH RePORTER Projects	Funding Landscape	6	100%	497	401 / 649
WikiPathways Gene Pathways 2 err	Pathway Analysis	6	67%	502	0 / 779
ENCODE Regulatory Search 2 err	Regulatory Genomics	6	67%	64	0 / 150
NCBI Gene Summary 2 err	Gene Annotation	6	67%	346	0 / 552
Open Targets Tractability 2 err	Drug Discovery	6	67%	270	0 / 409
Agora AMP-AD Target Scoring 3 err	Disease Genetics	6	50%	144	0 / 297
MSigDB Gene Sets 3 err	Gene Set Enrichment	6	50%	1,894	0 / 8,134
Open Targets RNA Expression 3 err	Gene Expression	6	50%	130	0 / 320
EBI OLS Term Lookup	Ontology	6	100%	1,026	690 / 1,520
BindingDB Binding Affinity	Drug Target Data	6	100%	787	737 / 839
Harmonizome Gene Sets 3 err	Gene Set Enrichment	5	40%	1,567	0 / 4,276
MethBase Age Correlation	Epigenetic Analysis	5	100%	1,008	0 / 1,740
UniProt PTM Features 2 err	Protein Annotation	5	60%	922	0 / 1,606
Open Targets Drugs 2 err	Drug Target Data	5	60%	245	0 / 424
EBI Complex Portal 2 err	Protein Interaction	5	60%	386	0 / 658
GTEx Brain eQTLs 2 err	Genetics Data	5	60%	765	0 / 1,316
Open Targets Mouse Phenotypes 2 err	Model Organism	5	60%	158	0 / 291
unknown	Unknown	5	100%	298	232 / 408
JensenLab DISEASES Text Mining 2 err	Disease Genetics	5	60%	34	0 / 72
DisGeNET Disease Similarity 4 err	Disease Genetics	4	0%	0	0 / 0
GTEx Brain sQTLs 2 err	Expression Qtl	4	50%	636	0 / 1,303
MethBase Gene Methylation	Epigenetic Search	4	100%	894	0 / 1,816
AGR Gene Orthologs	Comparative Genomics	4	100%	477	364 / 747
CrossRef Paper Metadata	Literature Fetch	3	100%	204	194 / 210
unknown	Unknown	3	100%	1,155	1,066 / 1,261
ChEMBL Compound Search	Compound Annotation	3	100%	9,726	724 / 16,766
MethBase Tissue Methylation	Epigenetic Analysis	3	100%	570	0 / 1,709
unknown	Unknown	3	100%	7	7 / 8
unknown	Unknown	2	100%	1,074	912 / 1,236
ABC Atlas Spatial Expression	Expression Data	2	100%	650	629 / 670
MethBase Developmental Methylation	Epigenetic Analysis	2	100%	945	0 / 1,890
unknown	Unknown	2	100%	662	564 / 760
unknown	Unknown	2	100%	2,260	2,103 / 2,418
Retraction Check	Literature Search	2	100%	3,313	2,762 / 3,864
unknown	Unknown	1	100%	2,099	2,099 / 2,099
Genomics England PanelApp	Clinical Genetics	1	100%	947	947 / 947
UniChem Compound Cross-References	Compound Annotation	1	100%	30,924	30,924 / 30,924
PubTator3 Gene/Disease Annotations	Literature Annotation	1	100%	3,472	3,472 / 3,472
openFDA Adverse Events	Clinical Pharmacology	1	100%	150	150 / 150
CrossRef Preprint Search	Literature Search	1	100%	263	263 / 263
CIViC Gene Variants	Clinical Genetics	1	100%	111	111 / 111
OmniPath PTM Interactions	Protein Interaction	1	100%	1,003	1,003 / 1,003
MethBase CpG Islands	Epigenetic Analysis	1	100%	0	0 / 0
MethBase Tissue Comparison	Epigenetic Analysis	1	100%	0	0 / 0
MethBase Conservation	Epigenetic Analysis	1	100%	0	0 / 0
MethBase Differential Analysis	Epigenetic Analysis	1	100%	0	0 / 0
NCBI dbSNP Variant Lookup	Variant Annotation	1	100%	486	486 / 486
KEGG Disease Gene Associations	Disease Gene Association	1	100%	1,450	1,450 / 1,450
NCBI SRA Dataset Search	Dataset Discovery	1	100%	521	521 / 521
unknown	Unknown	1	100%	594	594 / 594
unknown	Unknown	1	100%	277	277 / 277
unknown	Unknown	1	100%	0	0 / 0
unknown	Unknown	1	100%	0	0 / 0
unknown	Unknown	1	100%	0	0 / 0
LIPID MAPS Lipid Search	Metabolomics	1	100%	1,680	1,680 / 1,680

Recent Tool Errors

Most recent tool call failures for debugging

Allen Cell Types 2026-04-26T14:10:53

allen_cell_types() missing 1 required positional argument: 'gene_symbol'

Allen Cell Types 2026-04-26T14:10:53

allen_cell_types() got an unexpected keyword argument 'query'

Allen Brain Expression 2026-04-26T14:10:53

allen_brain_expression() got an unexpected keyword argument 'gene'

Enrichr Pathway Analysis 2026-04-26T13:59:02

enrichr_analyze() missing 1 required positional argument: 'gene_list'

BrainSpan Expression 2026-04-26T11:06:24

brainspan_expression() got an unexpected keyword argument 'max_results'

GTEx Tissue Expression 2026-04-26T11:05:51

gtex_tissue_expression() got an unexpected keyword argument 'dataset'

BrainSpan Expression 2026-04-26T11:05:46

brainspan_expression() got an unexpected keyword argument 'max_results'

UniProt Protein Info 2026-04-26T10:49:27

uniprot_protein_info() missing 1 required positional argument: 'gene_symbol_or_accession'

GWAS Genetic Associations 2026-04-26T10:49:27

gwas_genetic_associations() missing 1 required positional argument: 'gene_or_trait'

PubMed Abstract 2026-04-26T10:48:45

pubmed_abstract() missing 1 required positional argument: 'pmid'

Agent ROI — Cost vs Quality

Token investment vs quality output per agent — estimated at $9/1M tokens

⚖ synthesizer

Est. cost:
$45.282

Avg quality:
0.9157

High-Q hyps:
632

Total hyps:
1108

Quality per $: 0.0

💡 theorist

Est. cost:
$42.992

Avg quality:
0.9116

High-Q hyps:
637

Total hyps:
1113

Quality per $: 0.0

🔍 skeptic

Est. cost:
$46.301

Avg quality:
0.8698

High-Q hyps:
637

Total hyps:
1113

Quality per $: 0.0

🧬 domain expert

Est. cost:
$62.779

Avg quality:
0.7959

High-Q hyps:
637

Total hyps:
1113

Quality per $: 0.0

🤖 medicinal chemist

Est. cost:
$0.191

Avg quality:
0.7938

High-Q hyps:
11

Total hyps:
15

Quality per $: 4.1

🤖 falsifier

Est. cost:
$0.000

Avg quality:
0.7000

High-Q hyps:
3

Total hyps:
7

Quality per $: 77777.8

🤖 clinical trialist

Est. cost:
$0.643

Avg quality:
0.6836

High-Q hyps:
39

Total hyps:
55

Quality per $: 1.1

🤖 epidemiologist

Est. cost:
$0.121

Avg quality:
0.6176

High-Q hyps:
11

Total hyps:
14

Quality per $: 5.1

🤖 computational biologist

Est. cost:
$0.003

Avg quality:
0.4000

High-Q hyps:
12

Total hyps:
21

Quality per $: 132.3

Hypothesis-Debate Links

How debates connect to hypotheses — tracking score evolution through the debate process

232

Hypothesis-Debate Links

145

Unique Hypotheses Debated

0.587

Avg Post-Debate Score

Hypothesis	Before	After
Serine/Arginine-Rich Protein Kinase Modulation	0.545	0.545
Low Complexity Domain Cross-Linking Inhibition	0.473	0.473
Glycine-Rich Domain Competitive Inhibition	0.573	0.573
Transcriptional Autophagy-Lysosome Coupling	0.756	0.756
Autophagosome Maturation Checkpoint Control	0.694	0.694
Lysosomal Enzyme Trafficking Correction	0.672	0.672
Lysosomal Calcium Channel Modulation Therapy	0.703	0.703
Lysosomal Membrane Repair Enhancement	0.604	0.604
Lysosomal Positioning Dynamics Modulation	0.556	0.556
Mitochondrial-Lysosomal Contact Site Engineering	0.619	0.619
Adenosine-Astrocyte Metabolic Reset	0.710	0.710
Circadian Glymphatic Rescue Therapy (Melatonin-foc	0.708	0.708
Circadian Clock-Autophagy Synchronization	0.662	0.662
Noradrenergic-Tau Propagation Blockade	0.608	0.608
Orexin-Microglia Modulation Therapy	0.570	0.570
Sleep Spindle-Synaptic Plasticity Enhancement	0.545	0.545
Hypocretin-Neurogenesis Coupling Therapy	0.445	0.445
Circadian Glymphatic Entrainment via Targeted Orex	0.812	0.812
Endothelial Glycocalyx Regeneration via Syndecan-1	0.710	0.710
RNA Granule Nucleation Site Modulation	0.662	0.662

Scientific Tool Usage

Which tools are used most, their reliability, and performance

Tool	Calls	Success Rate	Avg Latency	Analyses
PubMed Search	14,833	100%	0.6s	2
Clinical Trials Search	4,030	100%	1.2s	0
Semantic Scholar Search	3,177	100%	1.1s	0
PubMed Abstract	2,260	100%	1.4s	2
Gene Info	2,218	100%	1.1s	0
OpenAlex Works Search	1,659	100%	1.0s	0
Research Topic	1,399	98%	3.9s	1
Reactome Pathways	778	99%	0.7s	1
Paper Figures	750	98%	16.3s	0
STRING Protein Interactions	524	97%	1.3s	0
Allen Brain Expression	353	98%	0.3s	0
unknown	320	100%	0.5s	0
UniProt Protein Info	304	98%	0.7s	1
ClinVar Variants	285	99%	0.9s	1
Open Targets Associations	271	97%	1.6s	0
Paper Corpus Search	247	99%	4.8s	2
Allen Cell Types	213	98%	1.4s	0
Paper Review Workflow	206	100%	43.1s	0
DisGeNET Disease-Gene Associations	160	96%	2.0s	0
Enrichr Pathway Analysis	151	96%	1.6s	0
Human Protein Atlas	130	98%	2.2s	0
unknown	126	99%	0.1s	0
DisGeNET Gene-Disease Associations	111	98%	2.2s	0
GWAS Genetic Associations	100	95%	2.5s	0
STRING Enrichment	84	90%	2.2s	0
KEGG Pathways	81	96%	5.2s	1
ChEMBL Drug Targets	67	91%	6.3s	0
Paper Corpus Ingest	56	61%	0.0s	0
GTEx Tissue Expression	55	89%	0.4s	0
AlphaFold Structure	46	78%	0.8s	0
unknown	45	100%	1.2s	2
MGI Mouse Models	40	82%	0.1s	0
Expression Atlas Differential	34	82%	4.4s	0
PubChem Compound	31	65%	0.3s	0
Disease Info	31	84%	0.9s	0
HPO Phenotype Associations	30	100%	1.0s	0
InterPro Protein Domains	25	80%	1.0s	0
Paper Corpus Session	24	100%	4.5s	0
DGIdb Drug-Gene Interactions	24	92%	0.1s	0
BrainSpan Expression	23	74%	0.0s	0
EBI Protein Variants	23	78%	1.6s	0
MethBase Disease Methylation	22	82%	1.4s	0
Ensembl Gene Info	21	90%	3.1s	0
gnomAD Gene Variants	19	84%	0.4s	0
Pathway Commons Search	19	74%	0.2s	0
Monarch Disease-Gene Associations	19	74%	0.5s	0
OMIM Gene Phenotypes	18	89%	0.5s	0
QuickGO Gene Ontology	18	89%	1.4s	0
DrugBank Drug Info	17	88%	0.6s	0
Open Targets Search	17	100%	0.3s	0
HPO Term Search	17	100%	0.3s	0
IntAct Molecular Interactions	15	87%	2.5s	0
CellxGene Gene Expression	15	87%	2.4s	0
Europe PMC Search	14	100%	1.0s	0
COSMIC Gene Mutations	14	86%	0.4s	0
PubMed Evidence Pipeline	14	100%	46.2s	0
GEO Dataset Search	13	100%	0.6s	0
JASPAR TF Binding Sites	12	75%	2.5s	0
STITCH Chemical Interactions	12	83%	1.5s	0
ClinGen Gene-Disease Validity	12	83%	1.5s	0
Gene Ontology Annotations	12	100%	1.2s	0
PharmGKB Pharmacogenomics	12	83%	0.4s	0
PanglaoDB Cell Markers	12	100%	0.6s	0
BioGRID Interactions	11	82%	0.0s	0
Bgee Gene Expression	9	78%	2.6s	0
ProteomicsDB Protein Expression	8	38%	0.2s	0
HGNC Gene Nomenclature	7	71%	0.2s	0
OpenGWAS PheWAS Associations	7	43%	0.1s	0
Ensembl VEP Variant Annotation	7	43%	0.2s	0
Europe PMC Citations	7	43%	0.1s	0
ENCODE Regulatory Search	6	67%	0.1s	0
EBI OLS Term Lookup	6	100%	1.0s	0
WikiPathways Gene Pathways	6	67%	0.5s	0
BioStudies Dataset Search	6	100%	0.9s	0
BindingDB Binding Affinity	6	100%	0.8s	0
NIH RePORTER Projects	6	100%	0.5s	0
Open Targets Tractability	6	67%	0.3s	0
OmniPath Signaling	6	67%	0.8s	0
MSigDB Gene Sets	6	50%	1.9s	0
Open Targets Genetics L2G	6	50%	0.1s	0
NCBI Gene Summary	6	67%	0.3s	0
IMPC Mouse Phenotypes	6	67%	0.4s	0
Agora AMP-AD Target Scoring	6	50%	0.1s	0
GWAS Catalog Variant Associations	6	33%	0.0s	0
Pharos Target Development	6	67%	0.2s	0
Open Targets RNA Expression	6	50%	0.1s	0
Ensembl Regulatory Features	6	50%	0.8s	0
PDB Protein Structures	6	67%	0.4s	0
unknown	5	100%	0.3s	0
EBI Complex Portal	5	60%	0.4s	0
GTEx Brain eQTLs	5	60%	0.8s	0
Harmonizome Gene Sets	5	40%	1.6s	0
JensenLab DISEASES Text Mining	5	60%	0.0s	0
MethBase Age Correlation	5	100%	1.0s	0
Open Targets Drugs	5	60%	0.2s	0
Open Targets Mouse Phenotypes	5	60%	0.2s	0
UniProt PTM Features	5	60%	0.9s	0
DisGeNET Disease Similarity	4	0%	0.0s	0
MethBase Gene Methylation	4	100%	0.9s	0
AGR Gene Orthologs	4	100%	0.5s	0
GTEx Brain sQTLs	4	50%	0.6s	0
MethBase Tissue Methylation	3	100%	0.6s	0
unknown	3	100%	0.0s	0
CrossRef Paper Metadata	3	100%	0.2s	0
ChEMBL Compound Search	3	100%	9.7s	0
unknown	3	100%	1.2s	2
unknown	2	100%	2.3s	1
unknown	2	100%	0.7s	0
ABC Atlas Spatial Expression	2	100%	0.7s	0
MethBase Developmental Methylation	2	100%	0.9s	0
Retraction Check	2	100%	3.3s	0
unknown	2	100%	1.1s	0
unknown	1	100%	0.3s	0
CrossRef Preprint Search	1	100%	0.3s	0
CIViC Gene Variants	1	100%	0.1s	0
UniChem Compound Cross-References	1	100%	30.9s	0
openFDA Adverse Events	1	100%	0.1s	0
unknown	1	100%	0.6s	0
OmniPath PTM Interactions	1	100%	1.0s	0
NCBI SRA Dataset Search	1	100%	0.5s	0
NCBI dbSNP Variant Lookup	1	100%	0.5s	0
unknown	1	100%	2.1s	0
unknown	1	100%	0.0s	0
MethBase Tissue Comparison	1	100%	0.0s	0
MethBase Differential Analysis	1	100%	0.0s	0
MethBase CpG Islands	1	100%	0.0s	0
MethBase Conservation	1	100%	0.0s	0
LIPID MAPS Lipid Search	1	100%	1.7s	0
KEGG Disease Gene Associations	1	100%	1.4s	0
unknown	1	100%	0.0s	0
unknown	1	100%	0.0s	0
PubTator3 Gene/Disease Annotations	1	100%	3.5s	0
Genomics England PanelApp	1	100%	0.9s	0

Top Debates by Quality

Highest-quality debates — the gold standard for agent collaboration

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Gut-Brain Axis in Parkinson's Disease: Molecu	1.000	4	4	2026-04-26
Comparative epigenetic signatures: DNA methyl	1.000	7	4	2026-04-21
Which neural cell types exhibit the most pron	1.000	7	2	2026-04-21
Do tau aggregates represent protective respon	1.000	7	3	2026-04-20
Do oligodendrocytes require DNA repair enhanc	1.000	7	2	2026-04-20
Comparative epigenetic signatures: DNA methyl	1.000	7	1	2026-04-20
What is the optimal ketone dosing threshold t	1.000	7	1	2026-04-21
What validated biomarkers can determine optim	1.000	7	6	2026-04-21
Does CXCL10 inhibition compromise CNS immune	1.000	7	1	2026-04-21
Is myelin loss in AD causal or an adaptive re	1.000	7	2	2026-04-21