Adala

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 Repository  1,300  128

Autonomous data labeling agent framework that learns and improves from ground truth

data-labeling autonomous learning annotation
Framework Self-Hosted Beta Maintained

Key Features

Multi-Agent
Single Agent
Human-in-the-Loop
Streaming
Async Support
Type Safe
Short-Term Memory
Long-Term Memory
Shared Memory
Plugin System
Custom Tools
MCP Protocol
A2A Protocol
Code Execution
Web Browsing
File System Access
Sandboxing
Guardrails
Structured Output
DAG Workflows
Visual Builder
CLI
API Server
Self-Hosted
Cloud Hosted

Adala Details

OrganizationHumanSignal (Label Studio)
Organization TypeCompany
CategoryFramework
SubcategoryData labeling
DeploymentSelf-Hosted
Primary LanguagePython
LicenseApache-2.0
Commercial UsePermissive
GitHub Stars1,300
GitHub Forks128
MaturityBeta
Pricing ModelFree
Self-Hosted FreeYes
Cost Modelfree + LLM costs
Community SizeMedium
Community ActivityActive
SentimentPositive
GPU RequiredNo
ConfidenceMedium
Research Date2026-03-24
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Original data from HuggingFace, OpenCompass and various public git repos.
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Release v20260324