Human Feedback
Variants seen in the corpus:
Human Feedbackhuman feedback
Providers using this tag (5)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Developing 4 Usable, with meaningful gaps to close
ProlificProlific is a platform for high-quality human data collection, connecting researchers and AI/ML teams with ...RapidataRapidata provides human feedback at scale — crowd-sourced labeling, model evaluation, ranking, and preferen...Parea AIParea AI is an LLM evaluation, testing, and observability platform designed for AI engineering teams buildi...ArgillaArgilla is an open-source data annotation and curation platform designed for AI engineers and domain expert...
Emerging 1 Early or largely undocumented
APIs with this tag (1)
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 →
Emerging 1 Early or largely undocumented
Score breakdown
Frequency
21.1
log-scaled weighted occurrences
Breadth
0.1
spread across providers
Quality lift
48.1
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor
Where this tag comes from
Api tag1
Provider tag4
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.
Call it yourself
curl for this page
This tag
curl "https://apis.io/api/v1/tags/human-feedback"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/human-feedback"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/human-feedback/stats" \
-H "X-API-Key: $APIS_IO_KEY"
Discovery needs no key. Ratings and market analysis are Pro.