established ↑ 8.0 marketcapability industrydomainschema

Research Computing

Score 28.3 / 100 54 providers +4 via APIs 20 APIs Search apis.io →

Providers using this tag (54)

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

Strong 4 Solid coverage with minor gaps
Developing 24 Usable, with meaningful gaps to close
Uppsala UniversityUniversityHigher EducationEducationSweden1 API52.5University of Texas at AustinUniversityHigher EducationEducationPublic Research University5 APIs51.5University of ManchesterUniversityHigher EducationEducationResearch2 APIs50.4University of Hong KongEducationHigher EducationUniversityHong Kong1 API49.6RWTH Aachen UniversityEducationHigher EducationUniversityTechnical University1 API49.2University of Illinois Urbana-ChampaignUniversityHigher EducationEducationPublic Research University2 APIs48.8Harvard UniversityUniversityHigher EducationEducationUnited States4 APIs47.6Purdue UniversityUniversityHigher EducationEducationUnited States1 API47.3ETH Zurich – Swiss Federal Institute of TechnologyUniversityHigher EducationEducationSwitzerland9 APIs45.4Peking UniversityUniversityHigher EducationEducationChina2 APIs45.4University of SheffieldUniversityHigher EducationEducationUnited Kingdom1 API44.7University of ChicagoUniversityHigher EducationEducationPrivate Research University5 APIs44.6Shanghai Jiao Tong UniversityUniversityHigher EducationEducationResearch2 APIs44.5Kyoto UniversityUniversityHigher EducationEducationJapan2 APIs43.8University of YorkUniversityHigher EducationEducationUnited Kingdom3 APIs43.7Technical University of BerlinUniversityHigher EducationEducationTechnical University8 APIs43.2University of EdinburghUniversityHigher EducationEducationUnited Kingdom11 APIs43.1Hamad Bin Khalifa UniversityUniversityHigher EducationEducationResearch1 API43.0Aalto UniversityUniversityHigher EducationEducationFinland5 APIs42.2Cardiff UniversityEducationHigher EducationUniversityPublic Research University5 APIs41.4University of California, San FranciscoUniversityHigher EducationEducationUnited States2 APIs41.4University of OxfordUniversityHigher EducationEducationResearch4 APIs41.4University of Cape TownUniversityHigher EducationEducationPublic Research University1 API40.6Michigan State UniversityEducationHigher EducationUniversityPublic Research University1 API39.9
Thin 21 Limited public surface area
Code OceanCompanyReproducible ResearchComputational ScienceData Science1 API38.7Tokyo Institute of TechnologyEducationHigher EducationUniversityInstitute of Technology1 API38.7University of Science and Technology of ChinaUniversityHigher EducationEducationChina1 API38.3Friedrich-Alexander-Universität Erlangen-NürnbergUniversityHigher EducationEducationResearch9 APIs37.1King's College LondonUniversityHigher EducationEducationRussell Group6 APIs36.8TU DresdenUniversityHigher EducationEducationGermany7 APIs36.8University of CalgaryEducationHigher EducationUniversityPublic Research University2 APIs36.1Victoria University of WellingtonUniversityHigher EducationEducationNew Zealand3 APIs36.1University of California, BerkeleyUniversityHigher EducationEducationPublic Research University8 APIs35.9University of QueenslandUniversityHigher EducationEducationAustralia1 API34.8University of BaselUniversityHigher EducationEducationSwitzerland7 APIs34.4Brown UniversityEducationHigher EducationUniversityUnited States2 APIs34.0University of LeedsUniversityHigher EducationEducationUnited Kingdom4 APIs34.0University of NottinghamEducationHigher EducationUniversityRussell Group5 APIs33.0University of BirminghamEducationHigher EducationUniversityUnited Kingdom1 API32.6California Institute of TechnologyUniversityHigher EducationEducationPrivate Research University4 APIs32.1University of RochesterUniversityHigher EducationEducationUnited States1 API30.2University of ZurichEducationHigher EducationUniversityPublic Research University5 APIs30.1Aarhus UniversityUniversityHigher EducationEducationResearch5 APIs29.5University of CopenhagenEducationHigher EducationUniversityResearch1 API29.3UCLEducationHigher EducationUniversityUnited Kingdom6 APIs26.6
Emerging 5 Early or largely undocumented

APIs with this tag (20)

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 →

Developing 5 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 5 Early or largely undocumented

Companies reaching this through an API (4)

These companies publish an API, specification or operation carrying “Research Computing” 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.

Columbia University Dartmouth College Maastricht University Technical University of Denmark

Score breakdown

Frequency
50.8
log-scaled weighted occurrences
Breadth
1.5
spread across providers
Quality lift
49.6
mean composite of providers using it
Cohesion
35.2
strength of nearest seed neighbor

Related tags

Identity Federation 54 co-occurrences Shibboleth 44 co-occurrences Research Data 47 co-occurrences Research Repository 35 co-occurrences eduGAIN 29 co-occurrences SAML 52 co-occurrences Tenant 31 co-occurrences Course Catalog 26 co-occurrences

Where this tag comes from

Provider tag54
Api tag20

Cohort brief

Auto-generated

The 54 providers in the APIs.io catalog tagged Research Computing, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
54
all scored
Mean Kin Score
39.8
+16.0 vs catalog 23.8
Mean Agent Readiness
20.4
+8.8 vs catalog 11.6
Spread
20.4–65.2
median 40.3 · σ 9.5
How the 54 split by band
Exemplar 0Strong 4Developing 24Thin 21Emerging 5Minimal 0
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 43.3 26.3 +17 54
Contract Quality 34.7 19.8 +14.9 54
Contract Governance 17.6 6.3 +11.3 54
Operational Transparency 24.4 13.9 +10.5 54
Developer Ergonomics 32 23.2 +8.8 54
Discoverability 68.3 61 +7.3 54

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
ArtifactThis cohortCatalogDifference
MCP server (any) 2% 10% -8
MCP server (first-party) 2% 9% -7
Agent Skills 0% 0% 0
OAuth scopes 43% 11% +32
Security 100% 97% +3
Arazzo workflows 0% 2% -2
Governance rules 57% 14% +43

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.

All 54 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 7 September 2026, across 27520 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

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/research-computing"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/research-computing"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/research-computing/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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