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
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.
- highreadme#1Reposition 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#2Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate 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#3Enhance README with a 'Why KeyID Agent Kit?' or 'Key Features' section
Why:
COPY-PASTE FIXAdd 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.
- Mailgun · recommended 2×
- SendGrid · recommended 2×
- Microsoft Graph API · recommended 2×
- Twilio SendGrid · recommended 1×
- Amazon SES (Simple Email Service) · recommended 1×
- CATEGORY QUERYHow can I integrate email sending and receiving capabilities into my AI agent?you: not recommendedAI recommended (in order):
- Mailgun
- SendGrid
- Twilio SendGrid
- Amazon SES (Simple Email Service)
- Google Cloud SendGrid
- Microsoft Graph API
- 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 QUERYLooking for a free way to equip my large language model with email communication tools.you: not recommendedAI recommended (in order):
- Gmail API
- Microsoft Graph API
- smtplib
- imaplib
- Mailgun
- 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 completenesswarn
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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?
Embed your GEO score
Drop this badge into the README of KeyID-AI/agent-kit. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/KeyID-AI/agent-kit)<a href="https://repogeo.com/en/r/KeyID-AI/agent-kit"><img src="https://repogeo.com/badge/KeyID-AI/agent-kit.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
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