RRepoGEO

REPOGEO REPORT · LITE

jamesmurdza/awesome-ai-devtools

Default branch main · commit c793879e · scanned 5/18/2026, 1:52:42 AM

GitHub: 3,796 stars · 676 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
17 /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
1 / 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 jamesmurdza/awesome-ai-devtools, 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 the README's opening paragraph to explicitly state it's an 'awesome list'

    Why:

    CURRENT
    This is a curated list of AI-powered developer tools. These tools leverage AI to assist developers in tasks such as code completion, refactoring, debugging, documentation, and more.
    COPY-PASTE FIX
    This **awesome list** is a curated collection of AI-powered developer tools. It helps developers discover and evaluate tools that leverage AI for tasks such as code completion, refactoring, debugging, and documentation.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    awesome-list, ai, artificial-intelligence, developer-tools, devtools, code-completion, refactoring, debugging, documentation, generative-ai, llm, machine-learning
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root. For an awesome list, a permissive license like MIT is common. Example content for MIT: "MIT License\n\nCopyright (c) [YEAR] [FULL NAME]\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE."

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 jamesmurdza/awesome-ai-devtools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Tabnine · recommended 1×
  3. CodeWhisperer · recommended 1×
  4. davidhalter/jedi · recommended 1×
  5. IntelliCode · recommended 1×
  • CATEGORY QUERY
    What AI tools can assist developers with code completion, refactoring, and debugging tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. CodeWhisperer
    4. Jedi (davidhalter/jedi)
    5. IntelliCode
    6. Pylint (pylint-dev/pylint)
    7. SonarQube/SonarLint

    AI recommended 7 alternatives but never named jamesmurdza/awesome-ai-devtools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking AI-powered bots to automate code reviews and improve CI/CD workflows efficiently.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot for Business
    2. CodeGuru Reviewer
    3. DeepSource
    4. SonarQube (SonarSource/sonarqube)
    5. SonarLint
    6. SonarCloud
    7. Snyk Code
    8. GitLab Duo Code Suggestions
    9. PullRequest

    AI recommended 9 alternatives but never named jamesmurdza/awesome-ai-devtools. 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 jamesmurdza/awesome-ai-devtools?
    pass
    AI did not name jamesmurdza/awesome-ai-devtools — 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 jamesmurdza/awesome-ai-devtools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jamesmurdza/awesome-ai-devtools 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 jamesmurdza/awesome-ai-devtools solve, and who is the primary audience?
    pass
    AI did not name jamesmurdza/awesome-ai-devtools — 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?

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jamesmurdza/awesome-ai-devtools — 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