RRepoGEO

REPOGEO REPORT · LITE

giancarloerra/SocratiCode

Default branch main · commit b2f368bb · scanned 6/18/2026, 12:36:42 AM

GitHub: 3,002 stars · 389 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 giancarloerra/SocratiCode, 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.

OVERALL DIRECTION
  • highreadme#1
    Clarify SocratiCode's core function as an enterprise codebase intelligence platform in the README's opening.

    Why:

    CURRENT
    Your AI reads code. SocratiCode understands it.The open-source codebase context engine: give any AI instant automated knowledge of your entire codebase (and infrastructure) — at scale, zero configuration, fully private, completely free.
    COPY-PASTE FIX
    SocratiCode is an open-source, enterprise-grade codebase intelligence platform that gives any AI instant, automated knowledge of your entire codebase (and infrastructure) — at scale, zero configuration, fully private, and completely free. It provides polyglot dependency graphs, symbol-level impact analysis, and semantic search for large codebases (40m+ LOC).
  • hightopics#2
    Add specific topics related to enterprise code analysis and intelligence platforms.

    Why:

    CURRENT
    ai, ai-assistant, ast, claude, claude-code, code-graph, codebase-intelligence, context-engine, docker, embeddings, gemini, gemini-cli-extension, mcp, openai, qdrant, semantic, semantic-search, vector-database, vector-embeddings, vector-search
    COPY-PASTE FIX
    ai, ai-assistant, ast, claude, claude-code, code-graph, codebase-intelligence, context-engine, docker, embeddings, gemini, gemini-cli-extension, mcp, openai, qdrant, semantic, semantic-search, vector-database, vector-embeddings, vector-search, code-analysis, static-analysis, dependency-analysis, impact-analysis, enterprise-software, software-intelligence
  • mediumabout#3
    Rephrase the 'About' description to emphasize 'codebase intelligence platform' and its core capabilities.

    Why:

    CURRENT
    Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.
    COPY-PASTE FIX
    SocratiCode is an enterprise-grade (40m+ LOC) codebase intelligence platform, offering zero-setup, local & private hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, and DB/API/infra knowledge. It's a Plugin/Skill/Extension or MCP, delivering 61% less tokens, 84% fewer calls, and is 37x faster. Cloud in beta.

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 giancarloerra/SocratiCode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lattix
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Lattix · recommended 1×
  2. Cast Highlight · recommended 1×
  3. Understand (by SciTools) · recommended 1×
  4. SonarQube · recommended 1×
  5. CodeLogic · recommended 1×
  • CATEGORY QUERY
    How can I analyze large enterprise codebases for dependencies and impact across projects?
    you: not recommended
    AI recommended (in order):
    1. Lattix
    2. Cast Highlight
    3. Understand (by SciTools)
    4. SonarQube
    5. CodeLogic
    6. NDepend

    AI recommended 6 alternatives but never named giancarloerra/SocratiCode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What local and private AI tools offer semantic search for code intelligence?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev (continue-dev/continue)
    2. Ollama (ollama/ollama)
    3. LM Studio
    4. Code Llama
    5. Sentence Transformers (UKPLab/sentence-transformers)
    6. PrivateGPT (imartinez/privateGPT)
    7. LlamaIndex (run-llama/llama_index)
    8. Hugging Face Transformers (huggingface/transformers)
    9. ChromaDB (chroma-core/chroma)

    AI recommended 9 alternatives but never named giancarloerra/SocratiCode. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 giancarloerra/SocratiCode?
    pass
    AI named giancarloerra/SocratiCode explicitly

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

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

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

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giancarloerra/SocratiCode — 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