RRepoGEO

REPOGEO REPORT · LITE

agi-inc/agent-protocol

Default branch main · commit 50471991 · scanned 6/20/2026, 5:11:49 PM

GitHub: 1,462 stars · 184 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 agi-inc/agent-protocol, 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
    Populate the README's H1 with a clear, descriptive title

    Why:

    CURRENT
    <h1 align="center"></h1>
    COPY-PASTE FIX
    <h1 align="center">Agent Protocol: A Common Interface and API Specification for AI Agents</h1>
  • mediumtopics#2
    Add specific topics for 'API specification' and 'protocol specification'

    Why:

    CURRENT
    agents, ai, ai-agent, api, auto-gpt, gpt-4, javascript, llms, openapi, protocol, python, typescript
    COPY-PASTE FIX
    agents, ai, ai-agent, api, api-specification, auto-gpt, gpt-4, javascript, llms, openapi, protocol, protocol-specification, python, typescript
  • mediumreadme#3
    Elevate the core definition of Agent Protocol to the README's opening paragraph

    Why:

    CURRENT
    The current structure where the core definition is under a `## 🧾 Summary` heading, after social links and a docs link.
    COPY-PASTE FIX
    The Agent Protocol is a single common interface for communicating with AI agents, providing an API specification (a list of endpoints with predefined response models) that any agent developer can implement, regardless of their tech stack.

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 agi-inc/agent-protocol
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI API · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. MLflow · recommended 1×
  • CATEGORY QUERY
    How to standardize communication with various AI agents across different frameworks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Hugging Face Transformers
    5. MLflow
    6. FastAPI
    7. Node.js
    8. Express.js

    AI recommended 8 alternatives but never named agi-inc/agent-protocol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a generic API specification for building and interacting with autonomous AI agents.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (Assistants API)
    2. LangChain Expression Language (LCEL)
    3. Agent Protocol
    4. OpenAPI Specification
    5. JSON Schema

    AI recommended 5 alternatives but never named agi-inc/agent-protocol. 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 agi-inc/agent-protocol?
    pass
    AI named agi-inc/agent-protocol explicitly

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

  • If a team adopts agi-inc/agent-protocol in production, what risks or prerequisites should they evaluate first?
    pass
    AI named agi-inc/agent-protocol 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 agi-inc/agent-protocol solve, and who is the primary audience?
    pass
    AI named agi-inc/agent-protocol 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 agi-inc/agent-protocol. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/agi-inc/agent-protocol.svg)](https://repogeo.com/en/r/agi-inc/agent-protocol)
HTML
<a href="https://repogeo.com/en/r/agi-inc/agent-protocol"><img src="https://repogeo.com/badge/agi-inc/agent-protocol.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

agi-inc/agent-protocol — 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
agi-inc/agent-protocol — RepoGEO report