RRepoGEO

REPOGEO REPORT · LITE

tashfeenahmed/freellmapi

Default branch main · commit 21215502 · scanned 5/22/2026, 11:28:15 PM

GitHub: 4,012 stars · 559 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
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 tashfeenahmed/freellmapi, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, api-proxy, openai-compatible, free-tier, api-gateway, failover, key-management, generative-ai
  • highreadme#2
    Reposition the README H1 and tagline to emphasize free-tier LLM key aggregation

    Why:

    CURRENT
    # FreeLLMAPI

**One OpenAI-compatible endpoint. Eleven free LLM providers. ~1B+ tokens per month.**
    COPY-PASTE FIX
    # FreeLLMAPI: Free-Tier LLM Key Aggregator & Failover Proxy

**One OpenAI-compatible endpoint for ~14 free LLM providers. Aggregate free-tier keys, manage usage, and automatically failover for ~1B+ tokens/month.**
  • mediumreadme#3
    Add a prominent disclaimer about personal experimentation and ToS risks

    Why:

    COPY-PASTE FIX
    **Important:** This project is intended for personal experimentation only. Using free-tier APIs may violate provider Terms of Service and could lead to account bans.

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 tashfeenahmed/freellmapi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenRouter · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Hugging Face Inference API · recommended 1×
  • CATEGORY QUERY
    How can I access multiple free large language model APIs through one unified endpoint?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. LangChain
    4. LlamaIndex
    5. Hugging Face Inference API
    6. transformers
    7. Google AI Studio / Vertex AI
    8. google-generativeai
    9. LiteLLM Proxy

    AI recommended 9 alternatives but never named tashfeenahmed/freellmapi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good way to manage and aggregate free AI model keys with automatic failover?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's API Gateway
    2. AWS API Gateway
    3. Azure API Management
    4. Google Cloud Endpoints
    5. Lambda/Cloud Functions
    6. Nginx
    7. OpenResty
    8. Redis
    9. AWS KMS
    10. Azure Key Vault
    11. Google Cloud Key Management
    12. Envoy Proxy

    AI recommended 12 alternatives but never named tashfeenahmed/freellmapi. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    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 tashfeenahmed/freellmapi?
    pass
    AI did not name tashfeenahmed/freellmapi — 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 tashfeenahmed/freellmapi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tashfeenahmed/freellmapi 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 tashfeenahmed/freellmapi solve, and who is the primary audience?
    pass
    AI named tashfeenahmed/freellmapi explicitly

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

Embed your GEO score

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MARKDOWN (README)
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tashfeenahmed/freellmapi — 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