RRepoGEO

REPOGEO REPORT · LITE

nlweb-ai/NLWeb

Default branch main · commit b423f15d · scanned 6/23/2026, 1:17:22 PM

GitHub: 6,226 stars · 697 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
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 nlweb-ai/NLWeb, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to clarify unique value

    Why:

    CURRENT
    # What is NLWeb?

**NLWeb** simplifies the process of building conversational interfaces for websites. It natively supports MCP (Model Context Protocol), allowing the same natural language APIs to serve both humans and AI agents.
    COPY-PASTE FIX
    # What is NLWeb?

**NLWeb** is an open-source framework and collection of protocols designed to establish a foundational layer for the AI Web. It simplifies building natural language interfaces for websites by leveraging existing semantic data (like Schema.org) and natively supports the Model Context Protocol (MCP) for both human and AI agent interactions.
  • mediumhomepage#2
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/nlweb-ai/NLWeb

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 nlweb-ai/NLWeb
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-3.5/GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-3.5/GPT-4 · recommended 1×
  2. RasaHQ/rasa · recommended 1×
  3. Google Dialogflow · recommended 1×
  4. Amazon Lex · recommended 1×
  5. microsoft/BotFramework-Composer · recommended 1×
  • CATEGORY QUERY
    How to build natural language interfaces for websites using existing semantic data?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5/GPT-4
    2. Rasa (RasaHQ/rasa)
    3. Google Dialogflow
    4. Amazon Lex
    5. Microsoft Bot Framework Composer (microsoft/BotFramework-Composer)
    6. Apache Jena (apache/jena)
    7. GraphQL
    8. Apollo Server (apollographql/apollo-server)
    9. Hasura (hasura/graphql-engine)

    AI recommended 9 alternatives but never named nlweb-ai/NLWeb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for creating AI agent-friendly web experiences with structured data protocols?
    you: not recommended
    AI recommended (in order):
    1. Schema.org with JSON-LD
    2. OpenGraph Protocol (OGP)
    3. Dublin Core
    4. ActivityStreams
    5. Linked Data Platform (LDP)

    AI recommended 5 alternatives but never named nlweb-ai/NLWeb. 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 nlweb-ai/NLWeb?
    pass
    AI named nlweb-ai/NLWeb explicitly

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

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

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/nlweb-ai/NLWeb"><img src="https://repogeo.com/badge/nlweb-ai/NLWeb.svg" alt="RepoGEO" /></a>
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nlweb-ai/NLWeb — 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