niche · -0.1 capability schema

Data Analysis

Score 18.2 / 100 26 providers 9 APIs Search apis.io →

Providers using this tag (26)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 3 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 4 Early or largely undocumented
Minimal 4 Almost no public developer surface

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 →

Strong 1 Solid coverage with minor gaps
Developing 3 Usable, with meaningful gaps to close
Thin 3 Limited public surface area
Emerging 2 Early or largely undocumented

Score breakdown

Frequency
38.7
log-scaled weighted occurrences
Breadth
0.7
spread across providers
Quality lift
39.9
mean composite of providers using it
Cohesion
2.2
strength of nearest seed neighbor

Related tags

Excel 7 co-occurrences Spreadsheets 9 co-occurrences OneDrive 5 co-occurrences Office 5 co-occurrences Python 5 co-occurrences Automation 6 co-occurrences Analytics 7 co-occurrences Company 6 co-occurrences

Where this tag comes from

Provider tag17
Api tag9

Cohort brief

Auto-generated

The 26 providers in the APIs.io catalog tagged Data Analysis, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
26
all scored
Mean Kin Score
33.2
+12.5 vs catalog 20.7
Mean Agent Readiness
18.6
+8.9 vs catalog 9.7
Spread
5–65.7
median 33 · σ 17.6
How the 26 split by band
Exemplar 0Strong 4Developing 6Thin 8Emerging 4Minimal 4
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 36 17.5 +18.5 26
Developer Ergonomics 32.9 17.9 +15 26
Access Clarity 37 22.3 +14.7 26
Operational Transparency 21.2 11.3 +9.9 26
Discoverability 64 60.4 +3.6 26
Contract Governance 10 6.4 +3.6 26

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) 23% 16% +7
MCP server (first-party) 4% 7% -3
Agent Skills 0% 0% 0
OAuth scopes 35% 9% +26
Security 92% 88% +4
Arazzo workflows 19% 2% +17
Governance rules 35% 13% +22

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 E2B 65.7
  2. 2 Fundamental Research Labs 63.1
  3. 3 Power BI 62.9
  4. 4 Mixpanel 54.8
  5. 5 Microsoft Office 47
  6. 6 Splunk 46.5
  7. 7 E2B 43.6
  8. 8 Advanced Excel 43.5
  9. 9 Microsoft Excel 43.2
  10. 10 RelativityOne 41.2
Top by Agent Readiness
  1. 1 Power BI 36.3
  2. 2 Microsoft Excel 36
  3. 3 Advanced Excel 35.6
  4. 4 Splunk 34
  5. 5 Microsoft Office 32.2
  6. 6 Fundamental Research Labs 29.6
  7. 7 Mixpanel 27.9
  8. 8 E2B 27.1
  9. 9 Microsoft Excel (Advanced) 24.8
  10. 10 Microsoft Excel API 24.8
All 26 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.

Work with this as data

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

MCP server

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

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