RRepoGEO

REPOGEO REPORT · LITE

dgunning/edgartools

Default branch main · commit 6d2d501c · scanned 5/13/2026, 3:38:03 PM

GitHub: 2,139 stars · 368 forks

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 dgunning/edgartools, 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
    Highlight the 'structured Python objects' differentiator early in the README

    Why:

    CURRENT
    EdgarTools is a Python library for accessing SEC EDGAR filings as structured data. Parse financial statements, insider trades, fund holdings, proxy statements, and dozens of other filing types with a consistent Python API.
    COPY-PASTE FIX
    EdgarTools is a Python library for accessing SEC EDGAR filings as structured data. It turns raw SEC filings into **structured Python objects** with properties, methods, and DataFrames – not just raw HTML, XML, or JSON dumps. Parse financial statements, insider trades, fund holdings, proxy statements, and dozens of other filing types with a consistent Python API.
  • mediumtopics#2
    Add 'fund-holdings' and 'proxy-statements' to repository topics

    Why:

    CURRENT
    10-k, 10-q, 13-f, 8-k, balance-sheet, bdc, cashflow-statement, company, cusip, edgar, filings, financials, form-4, income-statement, insider-trading, sec, tickers, xbrl
    COPY-PASTE FIX
    10-k, 10-q, 13-f, 8-k, balance-sheet, bdc, cashflow-statement, company, cusip, edgar, filings, financials, form-4, fund-holdings, income-statement, insider-trading, proxy-statements, sec, tickers, xbrl
  • lowreadme#3
    Add a concise tagline summarizing the core value proposition

    Why:

    COPY-PASTE FIX
    ### Get SEC EDGAR filings as structured Python objects, not raw data.

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 dgunning/edgartools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
sec-edgar-parser
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. sec-edgar-parser · recommended 1×
  2. sec-api.io · recommended 1×
  3. EDGAR-Crawler · recommended 1×
  4. Beautiful Soup · recommended 1×
  5. requests · recommended 1×
  • CATEGORY QUERY
    How can I programmatically retrieve and parse SEC EDGAR financial statements using Python?
    you: not recommended
    AI recommended (in order):
    1. sec-edgar-parser
    2. sec-api.io
    3. EDGAR-Crawler
    4. Beautiful Soup
    5. requests
    6. lxml
    7. Pandas

    AI recommended 7 alternatives but never named dgunning/edgartools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python library helps extract XBRL financial data and insider trading reports from SEC filings?
    you: not recommended
    AI recommended (in order):
    1. sec-edgar-tools (sec-edgar/sec-edgar-tools)
    2. XBRL-US/xbrl-extractor (XBRL-US/xbrl-extractor)
    3. sec-api (sec-api/sec-api-python)
    4. BeautifulSoup4 (crummy/BeautifulSoup4)
    5. lxml (lxml/lxml)

    AI recommended 5 alternatives but never named dgunning/edgartools. 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 dgunning/edgartools?
    pass
    AI named dgunning/edgartools explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite