RRepoGEO

REPOGEO REPORT · LITE

NousResearch/hermes-paperclip-adapter

Default branch main · commit 937ea71a · scanned 5/21/2026, 7:07:39 AM

GitHub: 1,340 stars · 240 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
28 /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
2 / 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 NousResearch/hermes-paperclip-adapter, 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 opening to clarify its specific role as an adapter for Hermes Agent within Paperclip company

    Why:

    CURRENT
    A Paperclip adapter that lets you run Hermes Agent as a managed employee in a Paperclip company.
    COPY-PASTE FIX
    This repository provides the official Paperclip adapter for Nous Research's Hermes Agent, enabling you to seamlessly integrate and run Hermes as a managed AI employee within a Paperclip company's structured workflow.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    hermes-agent, paperclip, ai-agent, adapter, workflow-automation, managed-ai, nous-research
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/NousResearch/hermes-agent

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 NousResearch/hermes-paperclip-adapter
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. Microsoft Semantic Kernel · recommended 1×
  4. Airflow · recommended 1×
  5. Prefect · recommended 1×
  • CATEGORY QUERY
    How to integrate a sophisticated AI agent with various tools into a managed workflow?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Airflow
    5. Prefect
    6. Temporal
    7. Zapier
    8. Make

    AI recommended 8 alternatives but never named NousResearch/hermes-paperclip-adapter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a way to parse and manage AI agent output for structured interaction in a system.
    you: not recommended
    AI recommended (in order):
    1. Pydantic (pydantic/pydantic)
    2. Instructor (jxnl/instructor)
    3. LangChain (langchain-ai/langchain)
    4. JSON Schema
    5. OpenAPI Specification
    6. Cerberus (pyeve/cerberus)

    AI recommended 6 alternatives but never named NousResearch/hermes-paperclip-adapter. 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 NousResearch/hermes-paperclip-adapter?
    pass
    AI did not name NousResearch/hermes-paperclip-adapter — 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 NousResearch/hermes-paperclip-adapter in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NousResearch/hermes-paperclip-adapter 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 NousResearch/hermes-paperclip-adapter solve, and who is the primary audience?
    pass
    AI named NousResearch/hermes-paperclip-adapter explicitly

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

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MARKDOWN (README)
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NousResearch/hermes-paperclip-adapter — 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