AI agent starters · Rank #17

B

DATAGEN

Grade B: derived only from the two verdicts below. How grades work

DATAGEN: AI-driven multi-agent research assistant automating hypothesis generation, data analysis, and report writing.

Active1 major behindFree

Why this verdict

How we check →
  • 69 commits by 7 contributors in the last 90 days (21 in the last 30). receipt ↗
  • pandas 2 declared; latest is 3 (1 major behind). receipt ↗
  • On current major: LangChain, OpenAI SDK. receipt ↗

Snapshot: commit 9d53a6c on main, checked 2026-10-19 06:19 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
pandas pandas2.3.33.0.61 major behind
LangChain langchain1.4.21.4.6Current
LangGraph langgraph1.2.121.2.16Current
OpenAI SDK openai3.20.03.35.1Current

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

  • AI
    Hypothesis generation agentGenerates research hypotheses
  • AI
    Research process supervisorSupervises the entire research process
  • AI
    Data visualization agentCreates data visualizations
  • AI
    Analysis code agentWrites data analysis code
  • AI
    Literature and web searchConducts literature and web searches
  • AI
    Research report writerWrites research reports
  • AI
    Quality review agentPerforms quality reviews
  • AI
    Customizable agent modelscustomize each agent's language model provider and model configuration
  • AI
    Reusable skill modulesReusable skills stored in `skills/`
  • AI
    Dynamic tool loadingTools configured via `config.yaml` using `ToolFactory`
  • AI
    Progressive disclosure loadingThree-level loading strategy for Context Window optimization
  • API
    MCP server integrationExternal server integration (Filesystem, GitHub, Web Search)

Extracted from the kit's README by a local AI model (deepseek-flash) on Sep 29, 2026. Every item is checked against an exact README quote; 2 unverifiable items were discarded. A README claim is the maker's description, not something we tested.

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History

Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.

Show as a table
DateMaintenanceDependenciesCommits (90d)
Oct 19, 2026Active1 major behind69
Oct 12, 2026Active1 major behind69
Sep 29, 2026Active1 major behind52

Sources

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