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Nullary

ai.nullary/nullary ยท v1.0.1

Negative results intelligence for drug discovery โ€” query measured failures via MCP.

Connect Remote server

Terminal
claude mcp add --transport http nullary https://mcp.nullary.ai/mcp
~/.cursor/mcp.json
{
  "mcpServers": {
    "nullary": {
      "url": "https://mcp.nullary.ai/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "nullary": {
      "type": "http",
      "url": "https://mcp.nullary.ai/mcp"
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://mcp.nullary.ai/mcp

Tools 35 found in our last check

  • search_inactive_compounds

    Inactive small-molecule compound-target pairs.

  • search_failed_selectivity

    Small molecules that failed selectivity.

  • search_admet_failures

    Small-molecule ADMET failures.

  • search_failed_guides

    Failed/ineffective CRISPR guides.

  • search_failed_essentiality_screens

    Non-dependency / failed essentiality screens.

  • search_ancestry_specific_failures

    Ancestry-specific CRISPR failures.

  • search_developability_failures

    Antibody developability failures.

  • search_failed_clinical_antibodies

    Discontinued/terminated clinical antibodies.

  • search_failed_peptide_therapeutics

    Failed peptide therapeutics.

  • search_peptide_stability_issues

    Peptide stability/half-life failures.

  • search_failed_protacs

    PROTACs that failed degradation/ternary/permeability.

  • search_protac_e3_issues

    PROTAC E3-ligase recruitment / ternary failures.

  • search_failed_oligonucleotides

    ASOs/siRNAs that failed engagement/developability.

  • search_oligo_delivery_failures

    Oligonucleotide delivery failures.

  • search_failed_vaccines

    Failed/terminated vaccines (by pathogen/indication).

  • search_vaccine_immunogenicity_failures

    Failed vaccine immunogen designs.

  • search_failed_adcs

    ADCs that failed at any stage.

  • search_adc_linker_failures

    ADC failures attributed to linker chemistry.

  • search_failed_bispecifics

    Bispecifics that failed at any stage.

  • search_bispecific_format_failures

    Bispecific format/engineering failures.

  • search_admet_failures_all_modalities

    ADMET failures across ALL modalities.

  • search_drug_drug_interaction_failures

    Drug-drug interaction failures.

  • search_mechanism_failures

    Approaches that failed for a mechanism (by target).

  • search_failed_replications

    Findings that failed to replicate.

  • search_safety_failures

    Clinical/preclinical safety failures across modalities.

  • search_target_history

    ALL failed approaches against a target across every modality.

  • search_indication_history

    ALL failed approaches for an indication across every modality.

  • search_pathogen_history

    Vaccine + antimicrobial + antibody failures for a pathogen.

  • get_compound

    A compound (structure, name, max clinical phase) + its full negative profile across modalities/sources.

  • get_finding_provenance

    Full provenance + detail for a single finding by id.

  • get_target_landscape

    Target '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_targets

    Coverage 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_models

    Summary of the Layer-1 inactivity-scoring model registry: how many per-target models, split by family, and median scaffold-split ROC-AUC.

  • get_model_card

    Per-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_coverage

    Per-modality and per-source coverage stats (honest Phase-1 numbers).

Details

Endpointhttps://mcp.nullary.ai/mcp (Streamable HTTP)
First published25 May 2026
Last updated25 May 2026
Registry nameai.nullary/nullary

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