emerging · -2.0 market domain

Chatbots

Score 22.3 / 100 100 providers +20 via APIs 32 APIs Search apis.io →
Business capabilities this tag reaches
Customer Service Management 1
Variants seen in the corpus: ChatbotChatbots

Providers using this tag (100)

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

Exemplar 6 Complete, well-documented, and agent-ready
Strong 4 Solid coverage with minor gaps
Developing 19 Usable, with meaningful gaps to close
Thin 20 Limited public surface area
Emerging 25 Early or largely undocumented
Minimal 25 Almost no public developer surface
Unrated 1 Not yet scored

APIs with this tag (32)

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 2 Complete, well-documented, and agent-ready
Strong 6 Solid coverage with minor gaps
Developing 10 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 7 Early or largely undocumented

Companies reaching this through an API (20)

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

ArthurAI Concentrix Creed Dixa Ex-Human IBM Watson Meta Microsoft Power Platform APIs Oracle PeopleSoft Picker Refinitiv Eikon Salesforce Service Cloud APIs Sendbird ServiceNow Spring Framework UBIX Labs VCV Zoca Zoom

Score breakdown

Frequency
57.9
log-scaled weighted occurrences
Breadth
2.2
spread across providers
Quality lift
30.1
mean composite of providers using it
Cohesion
8.6
strength of nearest seed neighbor

Where this tag sits

Conversational AI broader

Related tags

Conversational AI 67 co-occurrences Customer Service 36 co-occurrences WhatsApp 15 co-occurrences Messaging 40 co-occurrences Live Chat 8 co-occurrences Omnichannel 10 co-occurrences Contact Center 13 co-occurrences Customer Engagement 12 co-occurrences

Where this tag comes from

Provider tag101
Api tag32
Openapi tag7
Openapi op tag26

Cohort brief

Auto-generated

The 95 providers in the APIs.io catalog tagged Chatbots, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
95
of 100 in the catalog
Mean Kin Score
29.3
+7.1 vs catalog 22.2
Mean Agent Readiness
16.9
+4.9 vs catalog 12
Spread
0–87.6
median 26.2 · σ 19.9
How the 95 split by band
Exemplar 6Strong 3Developing 19Thin 20Emerging 25Minimal 22
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 32.4 23.2 +9.2 95
Access Clarity 32 23.9 +8.1 95
Contract Quality 24.9 17.2 +7.7 95
Operational Transparency 19.8 13 +6.8 95
Discoverability 62.3 57.9 +4.4 95
Contract Governance 7.8 6.5 +1.3 95

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) 16% 13% +3
MCP server (first-party) 17% 12% +5
Agent Skills 0% 0% 0
OAuth scopes 14% 11% +3
Security 97% 98% -1
Arazzo workflows 2% 2% 0
Governance rules 15% 16% -1

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 Ada 87.6
  2. 2 OpenAI 84.5
  3. 3 Amazon Lex 76.2
  4. 4 LINE 72.7
  5. 5 Khoros 70.4
  6. 6 SendPulse 68.4
  7. 7 Google Dialogflow 66.1
  8. 8 AppsMax 61.4
  9. 9 Claude 56.2
  10. 10 VBOUT 54.5
Top by Agent Readiness
  1. 1 OpenAI 58.4
  2. 2 SendPulse 51.7
  3. 3 LINE 47.9
  4. 4 Ada 47.4
  5. 5 Pypestream 44.4
  6. 6 WATI 43.3
  7. 7 Olark 43.3
  8. 8 Google Dialogflow 38.2
  9. 9 Khoros 37.5
  10. 10 Hilos 37.3
All 100 members of this roster resolve to a provider in the catalog; 95 carry a score (95%). The figures above describe the scored members only.
Coverage caveat. 85 of 95 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 24 October 2026, across 31984 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/chatbots"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/chatbots"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/chatbots/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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