emerging · 0.2 capability action

Forecasting

Score 21.6 / 100 72 providers +13 via APIs 24 APIs Search apis.io →
Business capabilities this tag reaches
Information Technology Management 2

Providers using this tag (72)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 8 Solid coverage with minor gaps
Developing 16 Usable, with meaningful gaps to close
Thin 16 Limited public surface area
Emerging 16 Early or largely undocumented
Minimal 15 Almost no public developer surface

APIs with this tag (24)

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 1 Complete, well-documented, and agent-ready
Strong 2 Solid coverage with minor gaps
Developing 7 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 6 Early or largely undocumented

Companies reaching this through an API (13)

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

Amazon Billing And Cost Management Autotrader California ISO Circana Essential Energy FreeWheel Media M&T Bank Moody's Oracle Financials Southwest Power Pool Ternary Workday Zoom

Score breakdown

Frequency
54.4
log-scaled weighted occurrences
Breadth
1.9
spread across providers
Quality lift
37.9
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Budgeting 11 co-occurrences FP&A 9 co-occurrences Financial Planning 11 co-occurrences Weather 16 co-occurrences Revenue Intelligence 8 co-occurrences Forecast 8 co-occurrences Revenue Operations 8 co-occurrences Conversation Intelligence 5 co-occurrences

Where this tag comes from

Provider tag72
Api tag24
Openapi tag2
Openapi op tag7

Cohort brief

Auto-generated

The 70 providers in the APIs.io catalog tagged Forecasting, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
70
all scored
Mean Kin Score
31.5
+8.6 vs catalog 22.9
Mean Agent Readiness
19.2
+7.3 vs catalog 11.9
Spread
3.2–69
median 31.9 · σ 18.4
How the 70 split by band
Exemplar 1Strong 8Developing 16Thin 16Emerging 15Minimal 14
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 36.4 26.5 +9.9 70
Contract Quality 26.8 17.6 +9.2 70
Developer Ergonomics 32 23.2 +8.8 70
Operational Transparency 20.6 13.7 +6.9 70
Discoverability 62.2 58.1 +4.1 70
Contract Governance 9.7 6.3 +3.4 70

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) 26% 14% +12
MCP server (first-party) 26% 12% +14
Agent Skills 0% 0% 0
OAuth scopes 20% 11% +9
Security 100% 98% +2
Arazzo workflows 7% 2% +5
Governance rules 19% 14% +5

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 Azure Cost Management 69
  2. 2 Gong 64.7
  3. 3 Salesloft 63.5
  4. 4 Eliq 62.1
  5. 5 Clari 60.4
  6. 6 Cube 60.2
  7. 7 Assembled 57.5
  8. 8 Amazon Forecast 56.2
  9. 9 Datarails 55.3
  10. 10 Atmospore Pollen Forecasts 53.6
Top by Agent Readiness
  1. 1 Clari 58
  2. 2 Datarails 56.7
  3. 3 Fullcast 53.8
  4. 4 Runway Financial 53.5
  5. 5 Gong 46.1
  6. 6 RELEX Solutions 45.5
  7. 7 PredictHQ 44.6
  8. 8 Salesloft 44.2
  9. 9 Eliq 42.9
  10. 10 Atmospore Pollen Forecasts 37.7
All 72 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 5 October 2026, across 29093 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/forecasting"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/forecasting"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/forecasting/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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