RAG starters · Rank #10

C

embedchain-fastdash

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

Chat with your knowledge base — a conversational RAG agent (LangGraph + OpenRouter) built on Fast Dash's native chat mode. A modern rebuild of the original Embedchain demo.

SlowingDeps unknownFree

Why this verdict

How we check →
  • No commits in 90 days; last commit 105 days ago. receipt ↗
  • Not counted in verdict: LangGraph 0 → 1. receipt ↗

Snapshot: commit 2688e9f on main, checked 2026-10-19 06:39 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
LangGraph langgraph0.2.601.2.16Behind, not counted

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
    Conversational RAG agentA conversational RAG agent — LangGraph + OpenRouter
  • AI
    Inline citationsanswers with inline citations
  • AI
    Local key-free embeddingslocal, key-free embeddings
  • AI
    Semantic retrieval toolsemantic retrieval; the agent answers only from the retrieved passages
  • AI
    Per-session knowledge basea per-session knowledge base
  • AI
    Multi-turn memorygives it multi-turn memory
  • AI
    Configurable chat modelKNOWLEDGE_CHAT_MODEL (default anthropic/claude-haiku-4.5)
  • AI
    Configurable embed modelEMBED_MODEL (default BAAI/bge-small-en-v1.5)
  • Deploy
    Gunicorn single-worker servingServed by gunicorn (gthread, single worker)
  • Deploy
    Baked-in embedding modelThe FastEmbed model is baked into the image at build time
  • Deploy
    OpenRouter API key secretSet OPENROUTER_API_KEY as a secret on your host
  • UI
    Streamed tool call cardsshow up as cards in the transcript

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, 2026SlowingDeps unknown0
Oct 12, 2026SlowingDeps unknown0
Sep 29, 2026SteadyDeps unknown8

Sources

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