AI agent starters · Rank #5

A

agent-service-toolkit

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

Full toolkit for running an AI agent service built with LangGraph, FastAPI and Streamlit

ActiveCurrent depsFree

Why this verdict

How we check →
  • 36 commits by 5 contributors in the last 90 days (6 in the last 30). receipt ↗
  • On current major: LangChain, NumPy, pandas, Pydantic, Streamlit. receipt ↗
  • Not counted in verdict: FastAPI 0 → 0. receipt ↗

Snapshot: commit 58f6a05 on main, checked 2026-10-19 06:15 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
FastAPI fastapi0.141.00.146.0Behind, not counted
LangChain langchain1.3.111.4.6Current
LangGraph langgraph1.2.71.2.16Current
NumPy numpy2.5.02.5.4Current
pandas pandas3.0.33.0.6Current
Pydantic pydantic2.13.42.14.1Current
Streamlit streamlit1.59.11.66.0Current

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, Streamlit
Database / ORM
PostgreSQL (psycopg)
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
    LangGraph agentA customizable agent built using the LangGraph framework
  • AI
    Multiple agent supportRun multiple agents in the service and call by URL path
  • AI
    Content moderationImplements Safeguard for content moderation
  • AI
    RAG agentA basic RAG agent implementation using ChromaDB
  • Analytics
    Feedback mechanismstar-based feedback system integrated with LangSmith
  • API
    Advanced streamingsupport both token-based and message-based streaming
  • API
    AG-UI protocol supportEvery agent is also served over the AG-UI protocol
  • API
    AgentClientgeneric `src/client/client.AgentClient` that can be used to interact with the agent service
  • Deploy
    Docker supportIncludes Dockerfiles and a docker compose file
  • Testing
    Unit and integration testsIncludes robust unit and integration tests for the full repo
  • UI
    Streamlit chat interfaceuser-friendly chat interface for interacting with the agent, including voice input and output

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; 3 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, 2026ActiveCurrent deps36
Oct 12, 2026ActiveCurrent deps38
Sep 29, 2026ActiveCurrent deps61

Sources

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