niche · 1.6

Software Development

Score 18.3 / 100 60 providers 2 APIs Search apis.io →

Providers using this tag (60)

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

Strong 4 Solid coverage with minor gaps
Developing 3 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 15 Early or largely undocumented
Minimal 28 Almost no public developer surface

APIs with this tag (2)

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 →

Thin 1 Limited public surface area
Emerging 1 Early or largely undocumented

Score breakdown

Frequency
49.3
log-scaled weighted occurrences
Breadth
1.6
spread across providers
Quality lift
22.5
mean composite of providers using it
Cohesion
6.8
strength of nearest seed neighbor

Related tags

Agile 9 co-occurrences Methodology 6 co-occurrences Project Management 13 co-occurrences Consulting 7 co-occurrences Quality Assurance 6 co-occurrences API Testing 5 co-occurrences CI/CD 8 co-occurrences Testing 8 co-occurrences

Where this tag comes from

Provider tag58
Api tag2

Cohort brief

Auto-generated

The 60 providers in the APIs.io catalog tagged Software Development, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
60
all scored
Mean Kin Score
18.9
-1.8 vs catalog 20.7
Mean Agent Readiness
7.1
-2.6 vs catalog 9.7
Spread
3.2–65.3
median 12.2 · σ 16
How the 60 split by band
Exemplar 0Strong 4Developing 3Thin 10Emerging 15Minimal 28
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Governance 8.3 6.4 +1.9 60
Discoverability 59.6 60.4 -0.8 60
Operational Transparency 9.7 11.3 -1.6 60
Developer Ergonomics 16.1 17.9 -1.8 60
Access Clarity 20.2 22.3 -2.1 60
Contract Quality 14.1 17.5 -3.4 60

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) 12% 16% -4
MCP server (first-party) 5% 7% -2
Agent Skills 0% 0% 0
OAuth scopes 10% 9% +1
Security 85% 88% -3
Arazzo workflows 5% 2% +3
Governance rules 25% 13% +12

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. 1 GitLab 65.3
  2. 2 GitHub 62.4
  3. 3 Shortcut Software 60.1
  4. 4 Atlassian 54.7
  5. 5 Hansoft 46.8
  6. 6 CodeProject 44.8
  7. 7 Lightsprint 39.9
  8. 8 Software 35.9
  9. 9 Test Cases 35.1
  10. 10 Test-Driven Development 35.1
Top by Agent Readiness
  1. 1 Shortcut Software 52
  2. 2 GitLab 47.8
  3. 3 GitHub 45.5
  4. 4 Atlassian 41.9
  5. 5 CodeProject 22.8
  6. 6 Test-Driven Development 21.5
  7. 7 Hansoft 20.7
  8. 8 Test Cases 19.8
  9. 9 Test Scripts 19.8
  10. 10 Test Suites 19.8
All 60 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 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.

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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

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As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/software-development"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/software-development/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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