RAG starters · Rank #4

B

deepdoc

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

Deep research tool for local knowledge base.

Active1 major behindFree

Why this verdict

How we check →
  • 1 commit by 1 contributor in the last 90 days (1 in the last 30). receipt ↗
  • LangChain 0 declared; latest is 1 (1 major behind). receipt ↗
  • Not counted in verdict: LangGraph 0 → 1. receipt ↗

Snapshot: commit 42c8758 on main, checked 2026-10-19 06:31 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
LangChain langchain0.3.221.4.61 major behind
LangGraph langgraph0.3.241.2.16Behind, 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

  • Admin
    Configurable thresholdscustomize model behavior, parallelism, retrieval size, reflection limits, and Jev thresholds in configuration.py
  • AI
    Report plannerA report planner creates the initial structure from your topic and outline.
  • AI
    Plan approval stepYou can approve it or request changes before research starts.
  • AI
    Per-section research agentsOne research agent runs for every report section.
  • AI
    Jev relevance judgingUses Jev to judge relevance, usable evidence, contradiction, and prompt-injection-like content.
  • AI
    Candidate filtering and rerankingFilters and reranks the candidates before evidence reaches the writing LLM.
  • AI
    Evidence gap reflectionUses Jev reflection scores to find subsections that still lack evidence.
  • AI
    Coverage retry queriesGenerates new queries for missing coverage, up to the configured reflection limit.
  • API
    Bounded retry policyJev requests use a bounded retry policy for temporary 429/5xx, connection, and timeout failures.
  • Content
    Source metadata retentionkeeps page and source metadata
  • Content
    Markdown report exportcombines all completed sections and exports a Markdown file
  • Data
    Qdrant vector searchcreates searchable chunks in Qdrant
  • Deploy
    Docker Compose servicesstart the required services (e.g., Qdrant) using

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, 2026Active1 major behind1
Oct 12, 2026Active1 major behind1
Sep 29, 2026Active1 major behind1

Sources

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