RRepoGEO

REPOGEO REPORT · LITE

demcp/awesome-web3-mcp-servers

Default branch main · commit da1d6edc · scanned 6/1/2026, 4:18:15 AM

GitHub: 608 stars · 139 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 demcp/awesome-web3-mcp-servers, 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
    Clarify the repository's purpose as an 'awesome list' and define 'MCP' in the README's opening

    Why:

    CURRENT
    # Awesome Web3 MCP Servers

A curated list of awesome Web3 Model Context Protocol (MCP) servers.
    COPY-PASTE FIX
    # Awesome Web3 Model Context Protocol (MCP) Servers

A curated list of awesome Web3 Model Context Protocol (MCP) servers. MCP is an open protocol that standardizes how applications provide context to LLMs. This repository lists various projects and services that implement or support MCP, including the DeMCP network.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    web3, llm, ai, decentralized-ai, model-context-protocol, awesome-list, mcp-servers, blockchain, tee, sse-proxies
  • mediumlicense#3
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root containing the text of the MIT License.

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 demcp/awesome-web3-mcp-servers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. Microsoft Azure OpenAI Service · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. AWS Bedrock · recommended 1×
  • CATEGORY QUERY
    How can I standardize application context delivery to large language models securely?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Microsoft Azure OpenAI Service
    4. Google Cloud Vertex AI
    5. AWS Bedrock
    6. OpenAI API
    7. Pinecone
    8. Weaviate (weaviate/weaviate)
    9. Milvus (milvus-io/milvus)
    10. Chroma (chroma-core/chroma)
    11. Kong (Kong/kong)
    12. Apigee
    13. AWS API Gateway
    14. Hugging Face Transformers (huggingface/transformers)
    15. Intel SGX
    16. AMD SEV

    AI recommended 16 alternatives but never named demcp/awesome-web3-mcp-servers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a decentralized network for secure LLM access with Web3 payment support.
    you: not recommended
    AI recommended (in order):
    1. Ritual
    2. Akash Network
    3. Render Network
    4. Golem Network
    5. Fluence Network
    6. Oasis Network

    AI recommended 6 alternatives but never named demcp/awesome-web3-mcp-servers. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 demcp/awesome-web3-mcp-servers?
    pass
    AI did not name demcp/awesome-web3-mcp-servers — 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 demcp/awesome-web3-mcp-servers in production, what risks or prerequisites should they evaluate first?
    pass
    AI named demcp/awesome-web3-mcp-servers 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 demcp/awesome-web3-mcp-servers solve, and who is the primary audience?
    pass
    AI did not name demcp/awesome-web3-mcp-servers — 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?

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