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mcp server

nullary

Negative results intelligence for drug discovery — query measured failures via MCP.

Description as published by the maintainer. Source

  • version 1.0.1
  • archived

archived — The linked repository returns 404. It was deleted, renamed or made private.

What this server can do

35 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

get_compound(tier, limit, offset, chembl_id, inchi_key, pubchem_cid)
A compound (structure, name, max clinical phase) + its full negative profile across modalities/sources.
get_coverage
Per-modality and per-source coverage stats (honest Phase-1 numbers).
get_finding_provenance(id)
Full provenance + detail for a single finding by id. Required: id.
get_model_card(target)
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). Required: target.
get_target_landscape(target)
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). Required: target.
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.
list_top_targets(limit, family)
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).
search_adc_linker_failures(tier, limit, offset, target, outcome, compound)
ADC failures attributed to linker chemistry.
search_admet_failures(tier, limit, offset, target, outcome, compound)
Small-molecule ADMET failures.
search_admet_failures_all_modalities(tier, limit, offset, target, outcome, compound)
ADMET failures across ALL modalities.
search_ancestry_specific_failures(tier, limit, offset, target, outcome, compound)
Ancestry-specific CRISPR failures.
search_bispecific_format_failures(tier, limit, offset, target, outcome, compound)
Bispecific format/engineering failures.
search_developability_failures(tier, limit, offset, target, outcome, compound)
Antibody developability failures.
search_drug_drug_interaction_failures(tier, limit, offset, outcome, compound)
Drug-drug interaction failures.
search_failed_adcs(tier, limit, offset, target, outcome, compound)
ADCs that failed at any stage.
search_failed_bispecifics(tier, limit, offset, target, outcome, compound)
Bispecifics that failed at any stage.
search_failed_clinical_antibodies(tier, limit, offset, target, outcome, compound)
Discontinued/terminated clinical antibodies.
search_failed_essentiality_screens(tier, limit, offset, target, outcome, compound)
Non-dependency / failed essentiality screens.
search_failed_guides(tier, limit, offset, target, outcome, compound)
Failed/ineffective CRISPR guides.
search_failed_oligonucleotides(tier, limit, offset, target, outcome, compound)
ASOs/siRNAs that failed engagement/developability.
search_failed_peptide_therapeutics(tier, limit, offset, target, outcome, compound)
Failed peptide therapeutics.
search_failed_protacs(tier, limit, offset, target, outcome, compound)
PROTACs that failed degradation/ternary/permeability.
search_failed_replications(tier, limit, offset, target, outcome, compound)
Findings that failed to replicate.
search_failed_selectivity(tier, limit, offset, target, outcome, compound)
Small molecules that failed selectivity.
search_failed_vaccines(tier, limit, offset, target, outcome, indication)
Failed/terminated vaccines (by pathogen/indication).
search_inactive_compounds(tier, limit, offset, target, outcome, compound)
Inactive small-molecule compound-target pairs.
search_indication_history(tier, limit, offset, indication)
ALL failed approaches for an indication across every modality. Required: indication.
search_mechanism_failures(tier, limit, offset, target, outcome, compound)
Approaches that failed for a mechanism (by target).
search_oligo_delivery_failures(tier, limit, offset, target, outcome, compound)
Oligonucleotide delivery failures.
search_pathogen_history(tier, limit, offset, pathogen)
Vaccine + antimicrobial + antibody failures for a pathogen. Required: pathogen.
search_peptide_stability_issues(tier, limit, offset, target, outcome, compound)
Peptide stability/half-life failures.
search_protac_e3_issues(tier, limit, offset, target, outcome, compound)
PROTAC E3-ligase recruitment / ternary failures.
search_safety_failures(tier, limit, offset, target, outcome, compound)
Clinical/preclinical safety failures across modalities.
search_target_history(tier, limit, offset, target)
ALL failed approaches against a target across every modality. Required: target.
search_vaccine_immunogenicity_failures(tier, limit, offset, target, outcome, compound)
Failed vaccine immunogen designs.

Last successful function declaration observed on . Source: https://mcp.nullary.ai/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://mcp.nullary.ai/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 1.0.1 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-05-25 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-05-25 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status not_found GitHub returned 404 for the repository the maintainer listed. The project was deleted, renamed or made private, so the listing points at nothing. as of fetch GitHub
mcp tools declared 35 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe mcp.nullary.ai
mcp endpoint status ok The server listed 35 functions when asked. as of probe mcp.nullary.ai

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. nullary-ai/nullary on GitHub — GitHub, observed , trust tier 3.
  2. Tools declared by the MCP server at https://mcp.nullary.ai/mcp — mcp.nullary.ai, observed , trust tier 1.
  3. Official MCP Registry — Model Context Protocol, observed , trust tier 1.