Negative results intelligence for drug discovery โ query measured failures via MCP.
Connect Remote server
claude mcp add --transport http nullary https://mcp.nullary.ai/mcp
{
"mcpServers": {
"nullary": {
"url": "https://mcp.nullary.ai/mcp"
}
}
}
{
"servers": {
"nullary": {
"type": "http",
"url": "https://mcp.nullary.ai/mcp"
}
}
}
Settings > Connectors > Add custom connector
URL: https://mcp.nullary.ai/mcp
Tools 35 found in our last check
search_inactive_compoundsInactive small-molecule compound-target pairs.
search_failed_selectivitySmall molecules that failed selectivity.
search_admet_failuresSmall-molecule ADMET failures.
search_failed_guidesFailed/ineffective CRISPR guides.
search_failed_essentiality_screensNon-dependency / failed essentiality screens.
search_ancestry_specific_failuresAncestry-specific CRISPR failures.
search_developability_failuresAntibody developability failures.
search_failed_clinical_antibodiesDiscontinued/terminated clinical antibodies.
search_failed_peptide_therapeuticsFailed peptide therapeutics.
search_peptide_stability_issuesPeptide stability/half-life failures.
search_failed_protacsPROTACs that failed degradation/ternary/permeability.
search_protac_e3_issuesPROTAC E3-ligase recruitment / ternary failures.
search_failed_oligonucleotidesASOs/siRNAs that failed engagement/developability.
search_oligo_delivery_failuresOligonucleotide delivery failures.
search_failed_vaccinesFailed/terminated vaccines (by pathogen/indication).
search_vaccine_immunogenicity_failuresFailed vaccine immunogen designs.
search_failed_adcsADCs that failed at any stage.
search_adc_linker_failuresADC failures attributed to linker chemistry.
search_failed_bispecificsBispecifics that failed at any stage.
search_bispecific_format_failuresBispecific format/engineering failures.
search_admet_failures_all_modalitiesADMET failures across ALL modalities.
search_drug_drug_interaction_failuresDrug-drug interaction failures.
search_mechanism_failuresApproaches that failed for a mechanism (by target).
search_failed_replicationsFindings that failed to replicate.
search_safety_failuresClinical/preclinical safety failures across modalities.
search_target_historyALL failed approaches against a target across every modality.
search_indication_historyALL failed approaches for an indication across every modality.
search_pathogen_historyVaccine + antimicrobial + antibody failures for a pathogen.
get_compoundA compound (structure, name, max clinical phase) + its full negative profile across modalities/sources.
get_finding_provenanceFull provenance + detail for a single finding by id.
get_target_landscapeTarget 'graveyard' / exhaustion index: how many distinct compounds/agents have been tried against a target and failed, broken down by modality and outcome. Answers 'how picked-over is this target?'. Accepts a gene symbol (e.g. EGFR) or a UniProt accession (e.g. P00533).
list_top_targetsCoverage browse: the most heavily-pursued ('graveyard') targets, ranked by recorded negative findings. Optional family filter (kinase, gpcr, protease, nuclear_receptor, ion_channel, transporter, phosphatase, other).
list_modelsSummary of the Layer-1 inactivity-scoring model registry: how many per-target models, split by family, and median scaffold-split ROC-AUC.
get_model_cardPer-target Layer-1 model card: training counts and held-out scaffold-split metrics (ROC-AUC, PR-AUC, Brier, calibration). Accepts a gene symbol (e.g. EGFR) or UniProt accession (e.g. P00533).
get_coveragePer-modality and per-source coverage stats (honest Phase-1 numbers).
Details
| Endpoint | https://mcp.nullary.ai/mcp (Streamable HTTP) |
| First published | 25 May 2026 |
| Last updated | 25 May 2026 |
| Registry name | ai.nullary/nullary |
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