RRepoGEO

REPOGEO REPORT · LITE

SamPutnam/Index-2026

Default branch master · commit f2399518 · scanned 6/27/2026, 7:57:24 PM

GitHub: 2,181 stars · 95 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
30 /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
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 SamPutnam/Index-2026, 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
    Reposition README and add "About" description to clarify project type

    Why:

    CURRENT
    Description: (none)
README excerpt: `# Index - 2026 Sam Putnam This is an index of past and current *open source* projects, ordered by last substantive commit.`
    COPY-PASTE FIX
    For "About" description: `An index and portfolio of Sam Putnam's past and current open-source projects, ordered by last substantive commit.`
For README H1 and opening: `# Sam Putnam's Open Source Project Index - 2026

This repository serves as a comprehensive index and portfolio of Sam Putnam's past and current open-source projects, ordered by last substantive commit. It provides an overview of project status, development timelines, and key details.`
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    open-source, project-index, developer-portfolio, personal-projects, portfolio-showcase
  • mediumlicense#3
    Add a LICENSE file or clarify licensing in README

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT, Apache-2.0) to the repository root, or explicitly state the licensing terms for the projects listed within the README.

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 SamPutnam/Index-2026
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GnuCash
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GnuCash · recommended 1×
  2. Portfolio Performance · recommended 1×
  3. Ghostfolio · recommended 1×
  4. Ledger CLI · recommended 1×
  5. hledger · recommended 1×
  • CATEGORY QUERY
    Seeking open source solutions for personal stock portfolio management and investment growth.
    you: not recommended
    AI recommended (in order):
    1. GnuCash
    2. Portfolio Performance
    3. Ghostfolio
    4. Ledger CLI
    5. hledger
    6. beancount
    7. Firefly III

    AI recommended 7 alternatives but never named SamPutnam/Index-2026. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good ways to showcase or organize my personal open source projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. GitHub Pages
    3. Next.js (vercel/next.js)
    4. Vercel
    5. Jekyll (jekyll/jekyll)
    6. Hugo (gohugoio/hugo)
    7. Dev.to (thepracticaldev/dev.to)
    8. Medium
    9. LinkedIn
    10. CodePen
    11. JSFiddle
    12. ObservableHQ (observablehq/observablehq)

    AI recommended 12 alternatives but never named SamPutnam/Index-2026. 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 SamPutnam/Index-2026?
    pass
    AI named SamPutnam/Index-2026 explicitly

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

  • If a team adopts SamPutnam/Index-2026 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamPutnam/Index-2026 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 SamPutnam/Index-2026 solve, and who is the primary audience?
    pass
    AI named SamPutnam/Index-2026 explicitly

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

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SamPutnam/Index-2026 — 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