RRepoGEO

REPOGEO REPORT · LITE

InsForge/InsForge

Default branch main · commit 15d7c6c6 · scanned 5/17/2026, 7:17:08 PM

GitHub: 9,936 stars · 832 forks

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 InsForge/InsForge, 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
    Make the main README heading more descriptive of the project's purpose

    Why:

    CURRENT
    ## InsForge
    COPY-PASTE FIX
    ## InsForge: The All-in-One Backend Platform for Agentic Coding
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai, ai-agents, coding, deno, embeddings, insforge, nextjs, oauth2, pgvector, postgresql, realtime, vectors, websockets
    COPY-PASTE FIX
    ai, ai-agents, coding, deno, embeddings, insforge, nextjs, oauth2, pgvector, postgresql, realtime, vectors, websockets, backend, platform, fullstack, developer-tools, agent-framework
  • mediumreadme#3
    Add a "Comparison with Alternatives" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., `## Comparison with Alternatives` or `## Why InsForge?`) that explicitly contrasts InsForge with platforms like Supabase, Appwrite, or even agent frameworks like LangChain/LlamaIndex, highlighting its unique "backend for agentic coding" value proposition.

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 InsForge/InsForge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
React
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. React · recommended 2×
  2. LangChain · recommended 1×
  3. FastAPI · recommended 1×
  4. Next.js · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    What's a good open-source full-stack platform for building AI agent applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. FastAPI
    3. Next.js
    4. React
    5. LlamaIndex
    6. Flask
    7. Django
    8. Vue.js
    9. Angular
    10. Open-Interpreter
    11. SvelteKit
    12. Haystack
    13. Streamlit
    14. Gradio
    15. Autogen
    16. Node.js
    17. Express
    18. React

    AI recommended 18 alternatives but never named InsForge/InsForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a backend service that provides database, auth, and AI gateway for my Deno projects.
    you: not recommended
    AI recommended (in order):
    1. Supabase
    2. Firebase
    3. Cloud Functions for Firebase
    4. Appwrite
    5. Deno Deploy
    6. Neon
    7. PlanetScale
    8. MongoDB Atlas
    9. Auth0
    10. Clerk
    11. NextAuth.js
    12. Nhost

    AI recommended 12 alternatives but never named InsForge/InsForge. 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 InsForge/InsForge?
    pass
    AI did not name InsForge/InsForge — 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 InsForge/InsForge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named InsForge/InsForge 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 InsForge/InsForge solve, and who is the primary audience?
    pass
    AI named InsForge/InsForge explicitly

    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 InsForge/InsForge. 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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MARKDOWN (README)
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InsForge/InsForge — 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