RRepoGEO

REPOGEO REPORT · LITE

KeyID-AI/agent-kit

Default branch main · commit 73b84200 · scanned 6/12/2026, 6:52:29 AM

GitHub: 688 stars · 8 forks

AI VISIBILITY SCORE
22 /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
1 / 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 KeyID-AI/agent-kit, 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 sentence to clarify AI agent focus

    Why:

    CURRENT
    # @keyid/agent-kit
    
    **Give Claude, Cursor, or any MCP client a real email address. Free. No signup.**
    COPY-PASTE FIX
    # KeyID Agent Kit: Email for AI Agents
    
    **Give Claude, Cursor, or any Model Context Protocol (MCP) client a real email address and 27 email tools. Free. No signup.**
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0). For example, for MIT:
    ```
    MIT License
    
    Copyright (c) [YEAR] [COPYRIGHT HOLDER]
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.
    ```
  • mediumreadme#3
    Enhance README with a 'Why KeyID Agent Kit?' or 'Key Features' section

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled 'Why KeyID Agent Kit?' or 'Key Features', immediately after the initial description. This section should explicitly list the unique benefits and differentiators, such as:
    *   **AI-Native Email:** Specifically designed for AI agents using Model Context Protocol (MCP).
    *   **Comprehensive Toolset:** 27 pre-built tools for full email autonomy (send, receive, reply, search, contacts, scheduling).
    *   **Free & Frictionless:** No human registration, no API keys, no cost.
    *   **Privacy-Focused:** Agents get their own email addresses without personal data linkage.
    This will help AI assistants understand its unique value proposition compared to generic email APIs.

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 KeyID-AI/agent-kit
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mailgun
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mailgun · recommended 2×
  2. SendGrid · recommended 2×
  3. Microsoft Graph API · recommended 2×
  4. Twilio SendGrid · recommended 1×
  5. Amazon SES (Simple Email Service) · recommended 1×
  • CATEGORY QUERY
    How can I integrate email sending and receiving capabilities into my AI agent?
    you: not recommended
    AI recommended (in order):
    1. Mailgun
    2. SendGrid
    3. Twilio SendGrid
    4. Amazon SES (Simple Email Service)
    5. Google Cloud SendGrid
    6. Microsoft Graph API
    7. IMAP/SMTP Libraries

    AI recommended 7 alternatives but never named KeyID-AI/agent-kit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a free way to equip my large language model with email communication tools.
    you: not recommended
    AI recommended (in order):
    1. Gmail API
    2. Microsoft Graph API
    3. smtplib
    4. imaplib
    5. Mailgun
    6. SendGrid

    AI recommended 6 alternatives but never named KeyID-AI/agent-kit. 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 KeyID-AI/agent-kit?
    pass
    AI did not name KeyID-AI/agent-kit — 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 KeyID-AI/agent-kit in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name KeyID-AI/agent-kit — 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?

  • In one sentence, what problem does the repo KeyID-AI/agent-kit solve, and who is the primary audience?
    pass
    AI named KeyID-AI/agent-kit explicitly

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

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KeyID-AI/agent-kit — 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