REPOGEO REPORT · LITE
SeldonIO/alibi
Default branch master · commit 99c3421d · scanned 7/1/2026, 8:31:38 PM
GitHub: 2,634 stars · 264 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface SeldonIO/alibi, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Clarify Alibi's scope in the README to distinguish from alibi-detect
Why:
CURRENTAlibi is a source-available Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. If you're interested in outlier detection, concept drift or adversarial instance detection, check out our sister project alibi-detect.
COPY-PASTE FIXAlibi is a source-available Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. **Please note that Alibi focuses exclusively on explanation methods; for outlier detection, concept drift, or adversarial instance detection, refer to our sister project, alibi-detect.**
- mediumreadme#2Add an explicit license statement to the README
Why:
COPY-PASTE FIXAlibi is released under the terms specified in the [LICENSE file](https://github.com/SeldonIO/alibi/blob/master/LICENSE).
- lowreadme#3Strengthen the README's introductory sentence for better positioning
Why:
CURRENTAlibi is a source-available Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models.
COPY-PASTE FIXAlibi is a comprehensive, source-available Python library providing high-quality implementations of leading machine learning model inspection and interpretation methods. It focuses on robust black-box, white-box, local, and global explanation techniques for classification and regression models.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- shap/shap · recommended 2×
- marcotcr/lime · recommended 2×
- microsoft/interpret · recommended 2×
- eli5/eli5 · recommended 1×
- tensorflow/tensorboard · recommended 1×
- CATEGORY QUERYHow can I interpret and inspect the decisions of my black-box machine learning models?you: #6AI recommended (in order):
- SHAP (shap/shap)
- LIME (marcotcr/lime)
- ELI5 (eli5/eli5)
- InterpretML (microsoft/interpret)
- What-If Tool (tensorflow/tensorboard)
- Alibi Explain (SeldonIO/alibi) ← you
- Skater (oracle/skater)
Show full AI answer
- CATEGORY QUERYWhat are the leading Python frameworks for eXplainable AI (XAI) model interpretability?you: #6AI recommended (in order):
- SHAP (shap/shap)
- LIME (marcotcr/lime)
- ELI5 (eli5-team/eli5)
- InterpretML (microsoft/interpret)
- Captum (pytorch/captum)
- Alibi Explain (SeldonIO/alibi) ← you
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of SeldonIO/alibi?passAI named SeldonIO/alibi explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts SeldonIO/alibi in production, what risks or prerequisites should they evaluate first?passAI named SeldonIO/alibi explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo SeldonIO/alibi solve, and who is the primary audience?passAI named SeldonIO/alibi explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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SeldonIO/alibi — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite