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Ecosystem

Research, talent, open source, datasets, agents, governments, adoption, safety, countries, and the institutions shaping AI.

Categories
6
Live tables
9
Tracked rows
12,011
Observations
24,416
PUBLICATION CATALOG

Live ecosystem tables

Inspect data health →
CategoryTablePrimary measureEntitiesConfidenceFreshnessCadence
AAI agentsAgent framework & SDK activityExact npm downloads and separate GitHub activity for a fixed reviewed cohort of agent frameworks, agent SDKs, and MCP tools.npm downloads (trailing 30 days)8100%currentdaily
OOpen sourceOpen-source AI momentumStars, forks, open work, and repository freshness for a fixed, reviewed AI-tooling cohort.GitHub stars14100%currentdaily
DDatasetsAI dataset activityHugging Face downloads, likes, and repository recency for a fixed reviewed dataset cohort; a platform-activity signal, not a quality score.Hugging Face dataset downloads (30 days)12100%currentdaily
TAI talentState data scientist workforceExact BLS SOC 15-2051 state employment ranked with concentration, annual pay, survey error, and suppression status preserved.Data scientist employment50100%currentdaily
RAI researchAI research activityOpenAlex-indexed AI works and citation signals for a fixed, reviewed lab and institution cohort.OpenAlex AI research activity score10100%currentdaily
RAI researchCountries in AI researchTrailing-365-day OpenAlex-indexed AI works by authorship country, with the exact all-work denominator, unknown geography, and multinational counting disclosed.OpenAlex-indexed AI works by authorship country216100%currentdaily
RAI researchInstitutions in AI researchInstitutions ranked by field-normalized output and citation impact.OpenAlex-indexed AI works by institution11,579100%currentdaily
GGovernment AIFederal AI contract obligationsNet trailing-365-day federal transaction obligations by recipient using an exact AI phrase, NAICS, and PSC contract; potential award value is excluded.Federal AI-described transaction obligations108100%currentdaily
GGovernment AIFederal AI obligations by awarding agencyThe same qualifying USAspending transactions grouped by exact awarding-agency name, with obligations and deobligations included and potential award value excluded.Federal AI-described transaction obligations14100%currentdaily
01 / A

AI agents

Task success, cost, speed, reliability, tool use, and human intervention.

1 live table →02 / O

Open source

Open-model capability, downloads, repositories, frameworks, licenses, and velocity.

1 live table →03 / D

Datasets

Dataset adoption, citations, licensing, coverage, freshness, and contamination risk.

1 live table →04 / T

AI talent

Hiring, compensation, migration, skills, and geographic concentration.

1 live table →05 / R

AI research

Researchers, institutions, papers, benchmarks, citations, and research velocity.

3 live tables →06 / G

Government AI

Procurement, public investment, incentives, agencies, vendors, and contract renewals.

2 live tables →