HumanSignal/Adala
Adala: Autonomous DAta (Labeling) Agent framework observed · 2026-08-28
Health v2 · maintenance only
62/100
- Activity 96
- Release rhythm 8
- Longevity 78
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 1099
- days_rel: n/a
- days_push: 24
- n_releases_24m: 0
Adoption not part of the score
1623 stars · 157 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
Adala is a Python framework for building autonomous data labeling agents powered by LLMs. Agents learn skills iteratively from a ground truth dataset provided by the user and apply them to label and process new data.
Use cases
- label text data with llm agents
- classify sentiment of reviews automatically
- build autonomous data labeling pipeline
- train an agent from a ground truth dataset
- automate dataset annotation with gpt-4
- process and label large csv datasets with ai
When to choose
- you need LLM-based data labeling grounded in ground truth examples
- you want agents that iteratively learn labeling skills
- you work in Python with pandas DataFrames and OpenAI-compatible runtimes
When to avoid
- you need fully deterministic, non-LLM labeling
- you want a turnkey annotation UI rather than a code framework
- your project avoids sending data to external LLM providers
Facets
framework · maturity active
agent-framework machine-learning llm-inference data-science etl artificial-intelligence large-language-models data-science machine-learning python cross-platform data-labeling autonomous-agents llm ground-truth classification ai-agents
2 sources
- readme: https://github.com/HumanSignal/Adala · fetched 2026-08-28 · 7e10634cba32
- homepage: https://humansignal.github.io/Adala/ · fetched 2026-08-29 · 02c0dee10ede
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| HumanSignal/Adala | main | 62 |
For agents
markdown · JSON · MCP: product_card(name="HumanSignal/Adala")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem