RRepoGEO

REPOGEO REPORT · LITE

aipotheosis-labs/aci

Default branch main · commit 3e4a82fa · scanned 6/23/2026, 11:51:56 AM

GitHub: 4,802 stars · 466 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
40 /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
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 aipotheosis-labs/aci, 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
    Explicitly disambiguate ACI from Azure Container Instances in the README

    Why:

    COPY-PASTE FIX
    > [!NOTE]
> This project, ACI.dev, is an open-source tool-calling platform for AI agents, *not* related to Azure Container Instances (ACI).
  • highreadme#2
    Strengthen the README's opening to emphasize ACI's unique role as a unified tool-calling platform

    Why:

    CURRENT
    ACI.dev is the open-source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent. It gives agents intent-aware access to tools with multi-tenant auth, granular permissions, and dynamic tool discovery—exposed as either direct function calls or through a **Unified Model-Context-Protocol (MCP) server**.
    COPY-PASTE FIX
    ACI.dev is the open-source **unified tool-calling platform** that hooks up 600+ external tools into any agentic IDE or custom AI agent. Unlike generic LLM frameworks or basic API clients, ACI.dev provides agents with intent-aware access to a vast ecosystem of tools, complete with multi-tenant authentication, granular permissions, and dynamic tool discovery. These capabilities are exposed as either direct function calls or through a **Unified Model-Context-Protocol (MCP) server**.
  • mediumcomparison#3
    Add a 'Comparison' section to the README to differentiate from common alternatives

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## ACI.dev vs. Other Solutions' or '## Why ACI.dev?' that explicitly contrasts ACI with solutions like Auth0/Okta (explaining ACI *uses* auth but *is not* an auth provider) and LangChain/LlamaIndex (explaining ACI *integrates with* them but *is* the tool layer). This section should clearly articulate ACI's unique value proposition in relation to these commonly misidentified alternatives.

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 aipotheosis-labs/aci
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auth0
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 1×
  2. Okta · recommended 1×
  3. AWS IAM · recommended 1×
  4. Google Cloud IAM · recommended 1×
  5. Azure AD · recommended 1×
  • CATEGORY QUERY
    How to integrate hundreds of external tools into an AI agent with secure permissions?
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Okta
    3. AWS IAM
    4. Google Cloud IAM
    5. Azure AD
    6. HashiCorp Vault
    7. Open Policy Agent
    8. Zapier
    9. Make
    10. Integromat
    11. Workato
    12. Kong
    13. Apigee
    14. AWS API Gateway
    15. Consul
    16. AWS Parameter Store

    AI recommended 16 alternatives but never named aipotheosis-labs/aci. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework simplifies API function calling and authentication for LLM-powered agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Functions
    4. requests (psf/requests)
    5. httpx (encode/httpx)
    6. CrewAI (joaomdmoura/crewai)
    7. Autogen (microsoft/autogen)
    8. FastAPI (tiangolo/fastapi)
    9. Pydantic (pydantic/pydantic)

    AI recommended 9 alternatives but never named aipotheosis-labs/aci. 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 aipotheosis-labs/aci?
    pass
    AI named aipotheosis-labs/aci explicitly

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

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

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

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aipotheosis-labs/aci — 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