AI agent starters · Rank #33

B

goal-flow

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

Graph-Orchestrated Agent Loop — a production-grade framework on LangGraph. Combine workflow graphs and agent loops, transpile Dify DSL to runnable code, swap wire protocols (Dify/OpenAI).

Steady1 major behindFree

Why this verdict

How we check →
  • 20 commits in the last 90 days, none in the last 30. receipt ↗
  • pandas 2 declared; latest is 3 (1 major behind). receipt ↗
  • On current major: Pydantic, SQLAlchemy. receipt ↗
  • Not counted in verdict: FastAPI 0 → 0. receipt ↗

Snapshot: commit 258a3b1 on main, checked 2026-10-19 07:30 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
FastAPI fastapi0.116.10.146.0Behind, not counted
pandas pandas2.3.23.0.61 major behind
LangGraph langgraph1.2.91.2.16Current
Pydantic pydantic2.0.02.14.1Current
SQLAlchemy sqlalchemy2.0.292.1.5Current

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

Framework
FastAPI
Database / ORM
SQLAlchemy
API layer
Pydantic, Uvicorn

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

What the README says you get

  • AI
    Markdown SKILL.md skillsMarkdown `SKILL.md` skills, matched to queries and injected into prompts
  • AI
    Knowledge retrieval backendsPluggable retriever (none/HTTP/Milvus)
  • AI
    Agent kit SDKvendored `agent_kit` package: Agent + middleware + harness
  • Analytics
    Langfuse tracingLangfuse tracing + memory-leak monitoring
  • API
    Pluggable DataAdapterPluggable `DataAdapter` — Dify protocol by default, OpenAI-compatible included
  • API
    HTTP API endpointsHTTP endpoints (chat, workflow, HITL, report, suggested questions)
  • Content
    Document ingestion CLIa document ingestion CLI: extract → chunk → embed → Milvus
  • Data
    Redis and MySQL persistenceRedis (hot) + MySQL (durable)
  • Other
    Dify DSL transpilerDify DSL → LangGraph `.py` transpiler
  • Other
    20+ built-in nodes20+ nodes: LLM, code, HTTP, if/else, classifier, iteration, loop, tool, agent, doc-extractor
  • Other
    Branch-aware token streamingBranch-aware token streaming
  • Other
    Human-in-the-loop interruptshuman-in-the-loop interrupts
  • Other
    Graph and agent compositiona `graph` node can host an `agent` loop

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; 1 unverifiable item was 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, 2026Steady1 major behind20
Oct 12, 2026Steady1 major behind20
Sep 29, 2026Steady1 major behind20

Sources

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