RRepoGEO

REPOGEO REPORT · LITE

corsairdev/corsair

Default branch main · commit f7890f10 · scanned 6/5/2026, 2:33:18 AM

GitHub: 1,081 stars · 99 forks

AI VISIBILITY SCORE
35 /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
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 corsairdev/corsair, 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 README H1 and opening paragraph to emphasize AI agent integration and permissions

    Why:

    CURRENT
    # Corsair: The Unified Integration Layer for Agents

Corsair is the unified integration layer for your agents. Connect your Corsair instance to your agent and immediately get access to every integration. Your agent never sees the credentials, and you control exactly what it can do.
    COPY-PASTE FIX
    # Corsair: The Unified Integration Layer for AI Agents (Tools, Permissions, Auth)

Corsair is the unified integration layer designed specifically for AI agents. It enables your agents to securely access and utilize any third-party service or tool, with built-in permissions, scoped authentication, and full auditability. Connect your Corsair instance to your agent and immediately get access to every integration, ensuring your agent never directly handles credentials and you maintain precise control over its actions.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, agent-tools, llm-agents, agent-orchestration, integrations, permissions, authentication, security, tool-use
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

Corsair is licensed under [MAINTAINER: please specify the exact license(s) that apply, e.g., "the Apache 2.0 License and the MIT License"]. A LICENSE file is included in the repository for full 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 corsairdev/corsair
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
HashiCorp Vault
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. HashiCorp Vault · recommended 1×
  2. AWS Secrets Manager · recommended 1×
  3. Azure Key Vault · recommended 1×
  4. Google Cloud Secret Manager · recommended 1×
  5. Doppler · recommended 1×
  • CATEGORY QUERY
    How can I securely allow my AI agent to interact with various third-party services?
    you: not recommended
    AI recommended (in order):
    1. HashiCorp Vault
    2. AWS Secrets Manager
    3. Azure Key Vault
    4. Google Cloud Secret Manager
    5. Doppler
    6. Akeyless
    7. 1Password CLI
    8. LastPass Business
    9. EnvKey

    AI recommended 9 alternatives but never named corsairdev/corsair. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good way to manage permissions for AI agents accessing external APIs and tools?
    you: not recommended
    AI recommended (in order):
    1. AWS IAM
    2. Azure Active Directory (Azure AD) / Microsoft Entra ID
    3. Google Cloud IAM
    4. Kong Gateway (Kong/kong)
    5. Apigee (Google Cloud)
    6. Open Policy Agent (OPA) (open-policy-agent/opa)
    7. HashiCorp Vault (hashicorp/vault)
    8. Casbin (casbin/casbin)

    AI recommended 8 alternatives but never named corsairdev/corsair. 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 corsairdev/corsair?
    pass
    AI named corsairdev/corsair explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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