ultrarag Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-09-12.
ultrarag has a Nerq Trust Score of 52 (D). Complete RAG with built-in Ollama + FastAPI + Swagger - Zero Config!
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF | 89 | A | 604 | Higher trust (89 vs 52); Much larger community; Category: image-text-to-text |
| 2 | IBM/mcp-context-forge | 86 | A | 3.5k | Higher trust (86 vs 52); Much larger community; Category: infrastructure |
| 3 | promptfoo/promptfoo | 86 | A | 18.4k | Higher trust (86 vs 52); Much larger community; Category: security |
| 4 | mikeyobrien/ralph-orchestrator | 85 | A | 2.4k | Higher trust (85 vs 52); Much larger community; Category: infrastructure |
| 5 | tech-leads-club/agent-skills | 84 | A | 1.6k | Higher trust (84 vs 52); Much larger community; Category: coding |
| 6 | snyk/agent-scan | 84 | A | 2.0k | Higher trust (84 vs 52); Much larger community; Category: infrastructure |
| 7 | livekit/agents-js | 83 | A | 790 | Higher trust (83 vs 52); Much larger community; Category: coding |
| 8 | deepset-ai/haystack | 82 | A | 24.5k | Higher trust (82 vs 52); Much larger community; Category: coding |
| 9 | OpenHands/software-agent-sdk | 82 | A | 595 | Higher trust (82 vs 52); Much larger community; Category: agent framework |
| 10 | strands-agents/docs | 82 | A | 175 | Higher trust (82 vs 52); Much larger community; Category: infrastructure |
| 11 | vstorm-co/full-stack-fastapi-nextjs-llm-template | 82 | A | 585 | Higher trust (82 vs 52); Much larger community; Category: infrastructure |
| 12 | TencentCloudBase/CloudBase-MCP | 82 | A | 980 | Higher trust (82 vs 52); Much larger community; Category: infrastructure |
| 13 | SmythOS/sre | 82 | A | 1.2k | Higher trust (82 vs 52); Much larger community; Category: infrastructure |
| 14 | microsoft/qlib | 82 | A | 37.6k | Higher trust (82 vs 52); Much larger community; Category: finance |
| 15 | Giskard-AI/giskard-oss | 82 | A | 5.1k | Higher trust (82 vs 52); Much larger community; Category: AI tool |
Compare
- ultrarag vs LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF
- ultrarag vs IBM/mcp-context-forge
- ultrarag vs promptfoo/promptfoo
- ultrarag vs mikeyobrien/ralph-orchestrator
- ultrarag vs tech-leads-club/agent-skills
FAQ
What are the best alternatives to ultrarag?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from ultrarag?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank ultrarag alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.