RRepoGEO

REPOGEO REPORT · LITE

rekog-labs/MCP-Nest

Default branch main · commit 7d94b872 · scanned 6/10/2026, 6:27:20 PM

GitHub: 659 stars · 107 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 rekog-labs/MCP-Nest, 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 README's opening sentence to emphasize AI agent tool servers

    Why:

    CURRENT
    A NestJS module to effortlessly expose tools, resources, and prompts for AI, from your NestJS applications using the **Model Context Protocol (MCP)**.
    COPY-PASTE FIX
    A NestJS module to effortlessly create **AI agent tool servers** that expose tools, resources, and prompts for large language models (LLMs) using the **Model Context Protocol (MCP)**.
  • mediumtopics#2
    Add more specific AI agent and tool-calling topics

    Why:

    CURRENT
    llm, llms, mcp, mcp-nest, model-context-protocol, modelcontextprotocol, nestjs
    COPY-PASTE FIX
    llm, llms, mcp, mcp-nest, model-context-protocol, modelcontextprotocol, nestjs, ai-agents, tool-calling, llm-tools
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Your project's official website or documentation URL]

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 rekog-labs/MCP-Nest
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. NestJS · recommended 1×
  3. openai npm package · recommended 1×
  4. @google-cloud/vertexai · recommended 1×
  5. Google Cloud Vertex AI · recommended 1×
  • CATEGORY QUERY
    How to expose AI tools and prompts from a NestJS application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. NestJS
    3. openai npm package
    4. @google-cloud/vertexai
    5. Google Cloud Vertex AI
    6. azure-openai
    7. Azure OpenAI
    8. LangChain.js
    9. langchain
    10. hnswlib
    11. OpenAPI Specification
    12. Swagger
    13. @nestjs/swagger
    14. OpenAI Assistants API
    15. Fastify
    16. Express
    17. ollama

    AI recommended 17 alternatives but never named rekog-labs/MCP-Nest. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a framework for building AI agent tool servers with interactive calls and validation.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Functions
    4. Haystack (deepset-ai/haystack)
    5. FastAPI (tiangolo/fastapi)

    AI recommended 5 alternatives but never named rekog-labs/MCP-Nest. 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 rekog-labs/MCP-Nest?
    pass
    AI named rekog-labs/MCP-Nest explicitly

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

  • If a team adopts rekog-labs/MCP-Nest in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rekog-labs/MCP-Nest 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 rekog-labs/MCP-Nest solve, and who is the primary audience?
    pass
    AI named rekog-labs/MCP-Nest explicitly

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

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rekog-labs/MCP-Nest — 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