niche · -0.3

Sentiment Analysis

Score 19.1 / 100 30 providers +1 via APIs 5 APIs Search apis.io →

Providers using this tag (30)

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

Strong 3 Solid coverage with minor gaps
Developing 13 Usable, with meaningful gaps to close
Thin 3 Limited public surface area
Emerging 7 Early or largely undocumented
Minimal 4 Almost no public developer surface

APIs with this tag (5)

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 1 Usable, with meaningful gaps to close
Thin 1 Limited public surface area
Emerging 2 Early or largely undocumented

Companies reaching this through an API (1)

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

Oracle

Score breakdown

Frequency
42.4
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
39.4
mean composite of providers using it
Cohesion
3.1
strength of nearest seed neighbor

Related tags

Media Monitoring 5 co-occurrences Natural Language Processing 9 co-occurrences NLP 5 co-occurrences Customer Experience 7 co-occurrences News 6 co-occurrences Market Data 5 co-occurrences Analytics 8 co-occurrences Artificial Intelligence 9 co-occurrences

Where this tag comes from

Provider tag30
Api tag5

Cohort brief

Auto-generated

The 30 providers in the APIs.io catalog tagged Sentiment Analysis, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
30
all scored
Mean Kin Score
34.7
+10.9 vs catalog 23.8
Mean Agent Readiness
17.6
+6.0 vs catalog 11.6
Spread
5–63.1
median 40.6 · σ 17.1
How the 30 split by band
Exemplar 0Strong 3Developing 13Thin 3Emerging 7Minimal 4
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 48.3 26.3 +22 30
Operational Transparency 26.8 13.9 +12.9 30
Contract Quality 30 19.8 +10.2 30
Developer Ergonomics 30.2 23.3 +6.9 30
Discoverability 67.4 61 +6.4 30
Contract Governance 8.6 6.3 +2.3 30

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) 13% 10% +3
MCP server (first-party) 13% 9% +4
Agent Skills 0% 0% 0
OAuth scopes 13% 11% +2
Security 97% 97% 0
Arazzo workflows 0% 2% -2
Governance rules 23% 14% +9

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 World News API 63.1
  2. 2 StockData 60.6
  3. 3 YouScan 56.9
  4. 4 Talkwalker 54.1
  5. 5 LocalClarity 52.2
  6. 6 Brandwatch 51.4
  7. 7 Event Registry 49.2
  8. 8 Newscatcher 48.8
  9. 9 CryptoNews API 47.9
  10. 10 Mention 46.4
Top by Agent Readiness
  1. 1 Brandwatch 42.3
  2. 2 Revinate 39.8
  3. 3 Event Registry 37.6
  4. 4 World News API 34.2
  5. 5 YouScan 34
  6. 6 LocalClarity 31.5
  7. 7 Mention 30.8
  8. 8 AYLIEN 30.6
  9. 9 Finlight 30.6
  10. 10 StockData 28.7
All 30 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 9 September 2026, across 27528 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/sentiment-analysis"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/sentiment-analysis"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/sentiment-analysis/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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