RRepoGEO

REPOGEO REPORT · LITE

asklokesh/loki-mode

Default branch main · commit 9de02f68 · scanned 6/11/2026, 12:26:51 AM

GitHub: 973 stars · 187 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
33 /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
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 asklokesh/loki-mode, 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
    Add a clear disclaimer in the README about not being an Emacs mode for Grafana Loki

    Why:

    COPY-PASTE FIX
    Note: This project is an autonomous SDLC framework, not an Emacs major mode for Grafana Loki.
  • mediumreadme#2
    Refine README's opening to emphasize full SDLC automation from spec to deployed app

    Why:

    CURRENT
    ### The spec-driven autonomous builder with verified completion.
    COPY-PASTE FIX
    ### The spec-driven autonomous builder with verified completion.

It transforms a high-level specification into a fully deployed application, handling the entire SDLC autonomously.
  • lowreadme#3
    Add a clear statement about the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [SPECIFIC LICENSE NAME(S)]. Please refer to the `LICENSE` file for complete details.

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 asklokesh/loki-mode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jira
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jira · recommended 1×
  2. Confluence · recommended 1×
  3. Advanced Roadmaps · recommended 1×
  4. GitHub · recommended 1×
  5. GitLab · recommended 1×
  • CATEGORY QUERY
    How can I automate software development lifecycle from a specification to a deployed application?
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. Confluence
    3. Advanced Roadmaps
    4. GitHub
    5. GitLab
    6. Bitbucket
    7. GitHub Actions
    8. GitLab CI/CD
    9. Bitbucket Pipelines
    10. Jenkins
    11. Azure DevOps Pipelines
    12. Docker
    13. Kubernetes
    14. Helm
    15. Terraform
    16. Ansible
    17. Pulumi
    18. Datadog
    19. Prometheus
    20. Grafana
    21. New Relic
    22. SonarQube
    23. Snyk
    24. OWASP Dependency-Check

    AI recommended 24 alternatives but never named asklokesh/loki-mode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for AI-driven code generation with autonomous agents and built-in quality verification?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Aider
    3. Smol-Developer
    4. Auto-GPT
    5. Devin
    6. SWE-agent

    AI recommended 6 alternatives but never named asklokesh/loki-mode. 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 asklokesh/loki-mode?
    pass
    AI named asklokesh/loki-mode explicitly

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

  • If a team adopts asklokesh/loki-mode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named asklokesh/loki-mode 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 asklokesh/loki-mode solve, and who is the primary audience?
    pass
    AI did not name asklokesh/loki-mode — 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?

Embed your GEO score

Drop this badge into the README of asklokesh/loki-mode. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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asklokesh/loki-mode — 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