Nullary
by nullary.ai in Other
Negative results intelligence for drug discovery — query measured failures via MCP.
https://mcp.nullary.ai/mcp
Last 30 days
- Uptime
- 100%
- Response time
- 223 ms typical, 223 ms slowest 5%
- Last check
- 2 h ago
- Next check
- in 4 h
How to call it
Add it to any MCP client that supports remote servers.
{
"mcpServers": {
"nullary": {
"type": "http",
"url": "https://mcp.nullary.ai/mcp"
}
}
}35 tools
- 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).
Security scan
- No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.
Recent checks
| When | Result | HTTP | Time |
|---|---|---|---|
| 2 h ago | Passed | 200 | 223 ms |
| 10 h ago | Passed | 200 | 394 ms |