RAG starters · Rank #9

C

Flamehaven-Filesearch

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

Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min

Slowing1 major behindFree

Why this verdict

How we check →

Snapshot: commit b913480 on main, checked 2026-10-19 06:37 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
FastAPI fastapi0.121.10.146.0Behind, not counted
NumPy numpy1.24.02.5.41 major behind
Pydantic pydantic2.0.02.14.1Current

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

Framework
FastAPI
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

  • Admin
    Audit loggingAudit Logging - Complete request history
  • AI
    Multi-LLM backendsFLAMEHAVEN supports four LLM backends — switch with a single env var
  • AI
    Local Ollama inferenceLocal inference via Ollama — Gemma 4/3, Llama 3.2, Qwen 2.5, Mistral, Phi-4
  • API
    Rate limitingRate Limiting - Per-key quotas (default: 100/min)
  • Auth
    API key hashingAPI Key Hashing - SHA256 with salt
  • Content
    Obsidian vault ingestMarkdown-first vault ingest with frontmatter, aliases, tags, wikilinks
  • Other
    Hybrid search modesKeyword, semantic, and hybrid (BM25+RRF) with automatic typo correction
  • Other
    Confidence quality gateConfidence-scored hybrid results (PASS/FORGE/INHIBIT)

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; 6 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, 2026Slowing1 major behind0
Oct 12, 2026Slowing1 major behind0
Sep 29, 2026Slowing1 major behind0

Sources

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