REPOGEO REPORT · LITE
TransformerLensOrg/TransformerLens
Default branch main · commit d0e3d8ba · scanned 6/24/2026, 4:16:49 AM
GitHub: 3,592 stars · 613 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 TransformerLensOrg/TransformerLens, 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.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXmechanistic-interpretability, transformer-models, llm-interpretability, gpt-models, deep-learning-research, pytorch, machine-learning-interpretability
- mediumreadme#2Emphasize granular intervention capabilities in the README's opening
Why:
CURRENTA Library for Mechanistic Interpretability of Generative Language Models.
COPY-PASTE FIXTransformerLens is a Python library for **mechanistic interpretability** of GPT-style language models, offering **granular access and intervention tools** to reverse-engineer learned algorithms.
- lowabout#3Update the repository description to highlight intervention capabilities
Why:
CURRENTA library for mechanistic interpretability of GPT-style language models
COPY-PASTE FIXA Python library for **mechanistic interpretability** of GPT-style language models, offering granular access and intervention tools.
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.
- Neuroscope · recommended 2×
- Captum · recommended 2×
- CircuitsVis · recommended 1×
- EvoJAX · recommended 1×
- TensorBoard · recommended 1×
- CATEGORY QUERYTools for dissecting transformer model behavior and learned algorithms?you: #1AI recommended (in order):
- TransformerLens ← you
- Neuroscope
- CircuitsVis
- Captum
- EvoJAX
- TensorBoard
- PyTorch Debugger
Show full AI answer
- CATEGORY QUERYPython library to explore and modify activations in pre-trained LLMs?you: #1AI recommended (in order):
- TransformerLens ← you
- Hugging Face Transformers
- Captum
- Neuroscope
- PyTorch
- TensorFlow / Keras
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- 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 TransformerLensOrg/TransformerLens?passAI named TransformerLensOrg/TransformerLens explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts TransformerLensOrg/TransformerLens in production, what risks or prerequisites should they evaluate first?passAI named TransformerLensOrg/TransformerLens 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 TransformerLensOrg/TransformerLens solve, and who is the primary audience?passAI named TransformerLensOrg/TransformerLens explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of TransformerLensOrg/TransformerLens. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/TransformerLensOrg/TransformerLens)<a href="https://repogeo.com/en/r/TransformerLensOrg/TransformerLens"><img src="https://repogeo.com/badge/TransformerLensOrg/TransformerLens.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
TransformerLensOrg/TransformerLens — 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