emerging · 0.0 capability action

Forecasting

Score 21.2 / 100 68 providers +16 via APIs 25 APIs Search apis.io →

Providers using this tag (68)

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 18 Usable, with meaningful gaps to close
Thin 13 Limited public surface area
Emerging 16 Early or largely undocumented
Minimal 12 Almost no public developer surface

APIs with this tag (25)

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 9 Usable, with meaningful gaps to close
Thin 11 Limited public surface area
Emerging 4 Early or largely undocumented

Companies reaching this through an API (16)

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 Blue Yonder California ISO Circana Essential Energy FreeWheel Media M&T Bank Moody's Corporation National Grid ESO Oracle Financial Applications SAP Ariba Southwest Power Pool Ternary Workday Zoom

Score breakdown

Frequency
54.2
log-scaled weighted occurrences
Breadth
1.9
spread across providers
Quality lift
35.8
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Budgeting 12 co-occurrences FP&A 10 co-occurrences Financial Planning 12 co-occurrences Revenue Intelligence 8 co-occurrences Weather 15 co-occurrences Revenue Operations 8 co-occurrences Forecast 7 co-occurrences Conversation Intelligence 5 co-occurrences

Where this tag comes from

Provider tag68
Api tag25
Openapi tag3
Openapi op tag9

Cohort brief

Auto-generated

The 66 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
66
all scored
Mean Kin Score
32.3
+8.4 vs catalog 23.9
Mean Agent Readiness
19
+7 vs catalog 12
Spread
2–67.7
median 33.4 · σ 17.9
How the 66 split by band
Exemplar 1Strong 8Developing 18Thin 13Emerging 15Minimal 11
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 30.4 19.8 +10.6 66
Access Clarity 36.5 26.5 +10 66
Developer Ergonomics 32.5 23.4 +9.1 66
Operational Transparency 20.8 13.9 +6.9 66
Contract Governance 10.4 6.4 +4 66
Discoverability 64.5 61.2 +3.3 66

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) 20% 10% +10
MCP server (first-party) 27% 13% +14
Agent Skills 0% 0% 0
OAuth scopes 20% 11% +9
Security 100% 96% +4
Arazzo workflows 8% 2% +6
Governance rules 18% 14% +4

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 Eliq 67.7
  2. 2 Gong 62.9
  3. 3 Salesloft 60.2
  4. 4 Assembled 59.2
  5. 5 Clari 58.6
  6. 6 Atmospore Pollen Forecasts 56.9
  7. 7 Amazon Forecast 55.7
  8. 8 DTN 55.7
  9. 9 Solcast 55.7
  10. 10 Datarails 53.1
Top by Agent Readiness
  1. 1 Datarails 59.2
  2. 2 Fullcast 53.8
  3. 3 Gong 46.1
  4. 4 RELEX Solutions 45.5
  5. 5 Salesloft 44.6
  6. 6 Clari 41.8
  7. 7 Eliq 41.2
  8. 8 Atmospore Pollen Forecasts 40.2
  9. 9 Runway Financial 37.3
  10. 10 Cube 36.4
All 68 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 16 September 2026, across 27514 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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