RRepoGEO

REPOGEO REPORT · LITE

decoderesearch/circuit-tracer

Default branch main · commit 041a9b2c · scanned 6/28/2026, 7:27:01 AM

GitHub: 2,836 stars · 334 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 decoderesearch/circuit-tracer, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a clear, concise "About" description

    Why:

    COPY-PASTE FIX
    Tools for finding, visualizing, and intervening on circuits and attribution graphs within neural networks, specifically for cross-layer MLP transcoders.
  • mediumhomepage#2
    Add a homepage link to Neuronpedia

    Why:

    COPY-PASTE FIX
    https://neuronpedia.org/

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.

Recall
0 / 2
0% of queries surface decoderesearch/circuit-tracer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LIME
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LIME · recommended 2×
  2. Captum · recommended 2×
  3. SHAP · recommended 1×
  4. ELI5 · recommended 1×
  5. Permutation Feature Importance · recommended 1×
  • CATEGORY QUERY
    How can I trace direct causal paths between internal model features and outputs?
    you: not recommended
    AI recommended (in order):
    1. SHAP
    2. LIME
    3. ELI5
    4. Permutation Feature Importance
    5. Captum
    6. TensorFlow Explain
    7. WhyLabs
    8. CausaLens
    9. Linear Regression
    10. Decision Tree

    AI recommended 10 alternatives but never named decoderesearch/circuit-tracer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for tools to visualize and intervene on neural network internal activations.
    you: not recommended
    AI recommended (in order):
    1. Captum
    2. Lucid
    3. Netron
    4. TensorBoard
    5. torchviz
    6. DeepViz
    7. LIME

    AI recommended 7 alternatives but never named decoderesearch/circuit-tracer. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

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 decoderesearch/circuit-tracer?
    pass
    AI did not name decoderesearch/circuit-tracer — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts decoderesearch/circuit-tracer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named decoderesearch/circuit-tracer 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 decoderesearch/circuit-tracer solve, and who is the primary audience?
    pass
    AI named decoderesearch/circuit-tracer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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decoderesearch/circuit-tracer — 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