canonical · -0.3 market

Life Sciences

Score 33.7 / 100 1086 providers +2 via APIs 9 APIs Search apis.io →

Variants seen in the corpus: Life ScienceLife Sciences

Providers using this tag (1085)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Exemplar 2 Complete, well-documented, and agent-ready

ClarivateAnalyticsBibliometricsCitationsData40 APIs75.2 VeevaPharmaceuticalsClinical TrialsRegulatory1 API74.9

Strong 7 Solid coverage with minor gaps

BenchlingBiotechnologyR&DMolecular Biology2 APIs65.0 PrezentCompanyPresentationsGenerative AIAI Agents1 API58.6 Amazon HealthOmicsBioinformaticsGenomicsHealthcare1 API57.7 Seqera LabsCompanyBioinformaticsWorkflow OrchestrationData Pipeline2 APIs57.3 DatavantHealthcareUnited StatesInteroperabilityHealth Data4 APIs57.0 One CodexCompanyGenomicsMicrobiomeBioinformatics1 API55.8 TileDBCompanyDatabaseMultimodal Data8 APIs55.0

Developing 31 Usable, with meaningful gaps to close

GencoveCompanyHealthGenomicsSequencing1 API53.7 QC WareCompanyQuantum ComputingComputational ChemistryQuantum Chemistry4 APIs53.5 BoltzCompanyDigital BiologyDrug DiscoveryArtificial Intelligence1 API53.0 PatsnapCompanyTechnologyPatentsIntellectual Property1 API52.7 CdiscClinical TrialsStandardsPharma1 API50.9 TetraScienceScientific DataPharmaBiotechnology2 APIs50.9 AuthenticxConversation IntelligenceHealthcareSpeech AnalyticsContact Center3 APIs50.7 AignosticsCompanyArtificial IntelligenceMachine LearningHealth1 API50.0 QualioCompanyQuality ManagementCompliance1 API50.0 TraceLinkCompanySupply ChainPharmaceuticals6 APIs49.6 DNAnexusCompanyGenomicsBioinformatics2 APIs48.8 H1HealthcareUnited StatesProvider Data3 APIs48.2 BiodockCompanyArtificial IntelligenceMachine LearningImage Analysis1 API47.7 Element BiosciencesCompanyGenomicsDNA Sequencing2 APIs47.3 Seven BridgesGenomicsBioinformaticsHealthcare2 APIs47.0 DynoCompanyBiotechnologyGene TherapyGenetic Medicine4 APIs46.3 Elemental Machineslab-operationslaboratory-monitoringIoTSensors14 APIs45.6 MedableCompanyHuman HealthClinical Trials1 API43.8 GenialisCompanyBioinformaticsPrecision MedicineGenomics1 API43.0 CenevoCompanyLab AutomationLaboratory InformaticsElectronic Lab Notebook4 APIs42.3 PubChemChemistryChemical CompoundsDrug DiscoveryBioassay1 API41.9 TailorMedCompanyHealthcareHealth ITMedication Access4 APIs41.8 MyOmeCompanyGenomicsHealthcareClinical Laboratory2 APIs41.7 EvolutionaryScaleArtificial IntelligenceBiologyBioinformaticsComputational Biology3 APIs41.1 Confident CannabisCompanyCannabisLaboratoryLIMS3 APIs40.8 BiogenBiotechnologyHealthcarePharmaceuticals1 API40.7 MeddraMedical TerminologyPharmacovigilanceDrug SafetyAdverse Events1 API40.7 MetabolonCompanyMetabolomicsBioinformatics16 APIs40.5 Verily Life SciencesCompanyHealthPrecision Health1 API40.5 BiolevateCompanyArtificial IntelligenceRegulatory Affairs1 API39.7 National Center for Biotechnology Information (NCBI)BioinformaticsGenomicsPubMed1 API39.6

Thin 46 Limited public surface area

LabguruElectronic Lab NotebookELNLIMSLaboratory Information Management2 APIs39.1 EmpaticaCompanyHealthcareDigital HealthWearables3 APIs38.5 QuartzyLab ManagementInventoryProcurement1 API38.5 AclidBiosecurityBiosafetyComplianceSynthetic Biology4 APIs38.1 Komodo HealthCompanyHealthcareHealth Data1 API38.1 CastorClinical TrialsElectronic Data CaptureEDCClinical Data Management1 API37.4 LabstepCompanyElectronic Lab NotebookLaboratory1 API37.0 DocereeAdvertisingHealthcareMarketingAdTech3 APIs36.5 OpentronsLab AutomationLiquid HandlingRoboticsBiology1 API36.3 FlywheelCompanyMedical ImagingHealthcareData Management1 API36.0 Strand AICompanyArtificial IntelligenceMachine Learning1 API36.0 LI-COR IntermediateCompanyEnvironmental MonitoringGreenhouse GasClimate1 API35.7 AiCureCompanyHealthcareClinical TrialsMedication Adherence1 API35.6 Watchmaker GenomicsGenomicsNext-Generation SequencingMolecular Diagnostics1 API35.0 Code OceanCompanyReproducible ResearchComputational ScienceData Science1 API34.8 myTomorrowsCompanyHealthcareClinical TrialsExpanded Access2 APIs34.8 ScispotLaboratoryLIMSELN1 API34.8 RimsysCompanyVertical SoftwareRegulatoryMedical Devices1 API34.7 Sigma-AldrichChemistryBiochemistryLaboratory1 API33.8 KetryxCompanyMedical DevicesCompliance1 API33.7 Rhizome AiCompanyRegulatoryPharmaceuticalsMedical Devices1 API33.6 A-Alpha Bioprotein-interactionsBiotechnologyDrug DiscoveryAntibody Engineering4 APIs33.4 Science ExchangeCompanyResearch and DevelopmentScientific Services23 APIs33.3 STRINGBioinformaticsProteinsGenomics1 API33.3 SynthegoCompanyHealth TechGenomicsCRISPR1 API33.2 Lifebit BiotechCompanyHealthGenomicsBioinformatics1 API33.1 Materials ZoneCompanyMaterials InformaticsMaterials ScienceResearch and Development1 API33.1 Terrain Discovery Environment APIBioinformaticsData ScienceFilesystem1 API33.0 Kyoto Encyclopedia of Genes and Genomes (KEGG)BioinformaticsGenomicsPathways1 API32.4 LinusBioCompanyHealthDiagnosticsPrecision Medicine1 API32.4 Galatea BioGenomicsBioinformaticsAncestryPrecision Medicine2 APIs32.1 Yanyin TechnologyCompanyBiotechnologyArtificial Intelligence32.1 RCSB PDBStructural BiologyProteomicsBioinformaticsGenomics3 APIs31.9 ChEMBLDrug DiscoveryBioactivityMoleculesCheminformatics1 API31.4 Thermo Fisher ScientificLaboratoryScientific InstrumentsLIMS2 APIs31.4 Agilent TechnologiesFortune 500DiagnosticsLaboratory10 APIs30.9 bioRxivBiologyPreprintsResearchOpen Access2 APIs30.6 Slingshot BiosciencesCompanyBiotechnologyFlow Cytometry3 APIs30.6 PubMedBiomedicalResearchLiterature1 API30.1 TrilobioCompanyFrontier TechLab AutomationBiotechnology1 API29.8 PBS BiotechCompanyBiotechnologyBioprocessing1 API29.4 Plai LabsCompanyArtificial IntelligenceAI WorkflowsAgents1 API28.9 NanomeCompanyDrug DiscoveryMolecular Visualization2 APIs26.8 BenchSciBiopharmaDrug DiscoveryArtificial IntelligenceReagents1 API26.6 Mission BioCompanyGenomicsSingle Cell26.3 Virtual IncisionCompanyMedical DevicesSurgical RoboticsRobotics2 APIs26.3

Emerging 266 Early or largely undocumented

Minimal 717 Almost no public developer surface

Unrated 16 Not yet scored

APIs with this tag (9)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Exemplar 3 Complete, well-documented, and agent-ready

Veeva Vault Direct Data APIThe Veeva Vault Direct Data API provides high-speed, read-only bulk access to Vault data for integration, a...74.9 Veeva Vault Java SDKThe Veeva Vault Java SDK (VAPIL) is an open-source Java-based REST API client for the Vault REST API. Provi...74.9 Veeva Vault MCPVeeva ships two first-party Model Context Protocol servers. The Vault Documentation MCP at https://docs.vee...74.9

Thin 1 Limited public surface area

Thermo Fisher Connect Platform OData APIThe Thermo Fisher Connect Platform OData API provides standards-based interoperability for laboratory data ...31.4

Emerging 5 Early or largely undocumented

MasterControl Mx RESTful APIThe MasterControl Manufacturing Excellence (Mx) RESTful API creates, modifies, retrieves and deletes manufa...25.2 Strateos Web APIThe Strateos / Transcriptic web API is a JSON:API-based interface for managing organizations, projects, run...20.3 Tempus LensLens is Tempus' real-world multimodal data and agentic AI platform for life sciences and oncology drug deve...15.8 Clinisys Laboratory Informatics APIClinisys delivers laboratory information systems (LIS) and diagnostic informatics software for clinical, ve...14.9 Amgen WebsiteAmgen discovers, develops, manufactures, and delivers innovative biologic medicines for patients with serio...13.0

Companies reaching this through an API (2)

These companies publish an API, specification or operation carrying “Life Sciences” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Roper Technologies Tempus AI

Score breakdown

Frequency

83.5

log-scaled weighted occurrences

Breadth

28.2

spread across providers

Quality lift

14.1

mean composite of providers using it

Cohesion

19.9

strength of nearest seed neighbor

Where this tag sits

1086 providers carry this tag directly, and 1633 counting the 17 narrower tags below and the 22 beneath them — 548 more to reach.

Biotechnology 1047 providers Cell and Gene Therapy 12 providers Clinical Trials 314 providers Computational Biology 16 providers Drug Development 136 providers Drug Discovery 338 providers Genomics 163 providers Lab Automation 11 providers Laboratory Automation 18 providers Laboratory Instruments 18 providers Neurodegenerative Disease 10 providers Oncology 344 providers Pharmaceuticals 605 providers Proteomics 23 providers Rare Disease 66 providers Therapeutics 192 providers

Where this tag comes from

Provider tag1086

Api tag9

Cohort brief

Auto-generated

The 938 providers in the APIs.io catalog tagged Life Sciences, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers

938

of 1086 in the catalog

Mean Kin Score

12.6

-10.3 vs catalog 22.9

Mean Agent Readiness

3.9

-8.0 vs catalog 11.9

Spread

0–74.7

median 9.5 · σ 10.8

How the 938 split by band

Exemplar 2Strong 7Developing 31Thin 46Emerging 263Minimal 589

Facet averages, against the whole catalog

Facet	This cohort	Catalog	Difference	Scored
Contract Governance	3.4	6.3	-2.9	938
Discoverability	53.7	58.1	-4.4	938
Access Clarity	16.4	26.5	-10.1	938
Operational Transparency	3.4	13.7	-10.3	938
Developer Ergonomics	10.8	23.2	-12.4	938
Contract Quality	4	17.6	-13.6	938

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes

Artifact	This cohort	Catalog	Difference
MCP server (any)	7%	14%	-7
MCP server (first-party)	3%	12%	-9
Agent Skills	0%	0%	0
OAuth scopes	5%	11%	-6
Security	98%	98%	0
Arazzo workflows	0%	2%	-2
Governance rules	3%	14%	-11

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score

1 Clarivate 74.7
2 Veeva 72.8
3 Benchling 64.5
4 Prezent 58.6
5 Amazon HealthOmics 57.7
6 Seqera Labs 57.3
7 Datavant 56.5
8 One Codex 55.8
9 TileDB 55
10 Gencove 53.7

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for tags

7 MCP tools reach this

find_tagsBrowse and filter every tag in the catalog.
get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

All 92 tools →

Call it yourself

curl for this page

This tag

curl "https://apis.io/api/v1/tags/life-sciences"

All tags

curl "https://apis.io/api/v1/tags?limit=25"

As a scored cohort

curl "https://apis.io/api/v1/cohorts/tag/life-sciences"

The distribution (Pro)

curl "https://apis.io/api/v1/cohorts/tag/life-sciences/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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