Best Alternatives to SHAP

Gold standard feature attribution — 20K+ stars, industry standard. Compare 10 similar free AI tools.

  1. Google Analytics 4 Industry standard analytics — AI predictive metrics (Free: Free (10M events/month))
  2. IBM AI Fairness 360 70+ fairness metrics + 10 mitigation algorithms (Free: Apache 2.0)
  3. Fireworks AI Enterprise-grade inference — HIPAA/SOC2 (Free: Free tier + signup credits)
  4. DeepEval 30+ metrics + red teaming 40+ vulnerabilities (Free: Apache 2.0)
  5. Claudia Claude Code + Obsidian + local SQLite/vector memory with provenance chains tracing facts to source documents (Free: Open source)
  6. arXiv Gold standard AI/ML preprints — open access forever (Free: 100% free; open access)
  7. Obsidian Copilot Vault-wide RAG inside Obsidian — 50+ LLM providers, 3.2K stars; bring your own API key (Free: Free; BYOK)
  8. Ragas RAG evaluation — faithfulness, precision, recall metrics (Free: Apache 2.0)
  9. Martian Mechanistic interpretability routing — claims up to 98% cost savings; $9M backed (Free: Free tier available)
  10. lm-eval-harness 60+ benchmarks — powers the Open LLM Leaderboard (Free: MIT)

View SHAP details

Best Alternatives to SHAP

Gold standard feature attribution — 20K+ stars, industry standard. Here are 10 similar tools you can use — including open-source options.

SHAP
Community · Safety & Ethics · MIT
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#1

Industry standard analytics — AI predictive metrics

GoogleFree: Free (10M events/month)
Visit →
#2
IBM AI Fairness 360OPEN SOURCE37% match

70+ fairness metrics + 10 mitigation algorithms

IBM ResearchFree: Apache 2.0
Visit →
#3
Fireworks AI32% match

Enterprise-grade inference — HIPAA/SOC2

Fireworks AIFree: Free tier + signup credits
Visit →
#4
DeepEvalOPEN SOURCE32% match

30+ metrics + red teaming 40+ vulnerabilities

Confident AIFree: Apache 2.0
Visit →
#5
ClaudiaOPEN SOURCE31% match

Claude Code + Obsidian + local SQLite/vector memory with provenance chains tracing facts to source documents

Kamil BancFree: Open source
Visit →
#6
arXiv30% match

Gold standard AI/ML preprints — open access forever

Cornell UniversityFree: 100% free; open access
Visit →
#7
Obsidian CopilotOPEN SOURCE27% match

Vault-wide RAG inside Obsidian — 50+ LLM providers, 3.2K stars; bring your own API key

Community OSSFree: Free; BYOK
Visit →
#8
RagasOPEN SOURCE27% match

RAG evaluation — faithfulness, precision, recall metrics

CommunityFree: Apache 2.0
Visit →
#9
Martian27% match

Mechanistic interpretability routing — claims up to 98% cost savings; $9M backed

Martian AIFree: Free tier available
Visit →
#10
lm-eval-harnessOPEN SOURCE26% match

60+ benchmarks — powers the Open LLM Leaderboard

EleutherAIFree: MIT
Visit →
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