RRepoGEO

REPOGEO REPORT · LITE

open-webui/mcpo

Default branch main · commit 788ff92e · scanned 6/19/2026, 7:52:01 AM

GitHub: 4,261 stars · 468 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 open-webui/mcpo, 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 the README's opening to clarify its specific protocol conversion and target audience

    Why:

    CURRENT
    # ⚡️ mcpo

Expose any MCP tool as an OpenAPI-compatible HTTP server—instantly.

mcpo is a dead-simple proxy that takes an MCP server command and makes it accessible via standard RESTful OpenAPI, so your tools "just work" with LLM agents and apps expecting OpenAPI servers.
    COPY-PASTE FIX
    # ⚡️ mcpo: MCP-to-OpenAPI Proxy for AI Agents

mcpo is a specialized proxy that converts **any MCP (Micro-service Communication Protocol) tool into a secure, OpenAPI-compatible HTTP server**, making it instantly usable by LLM agents and other applications expecting standard RESTful APIs. Unlike general web frameworks or API gateways, mcpo focuses solely on bridging MCP tools to the OpenAPI standard, providing a secure, documented, and interoperable interface without needing to rewrite your existing tools.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    mcp, mcp-server, mcp-to-openapi, open-webui, openapi
    COPY-PASTE FIX
    mcp, mcp-server, mcp-to-openapi, open-webui, openapi, proxy, api-proxy, protocol-conversion, llm-agents, ai-tools
  • lowreadme#3
    Add a comparison section to the README to differentiate from generic API tools

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., 'mcpo vs. General API Tools', with content like: 'While tools like FastAPI, Flask, or Kong Gateway are excellent for building new APIs or managing existing ones, mcpo serves a distinct purpose: it specifically transforms existing MCP (Micro-service Communication Protocol) tools into OpenAPI-compliant HTTP services. It's not a general-purpose API builder or gateway, but a focused solution to instantly expose your legacy or custom MCP tools to modern AI agents and applications without requiring extensive refactoring or custom glue code.'

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 open-webui/mcpo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
FastAPI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. FastAPI · recommended 1×
  2. Flask · recommended 1×
  3. Flask-RESTful · recommended 1×
  4. Flask-RESTX · recommended 1×
  5. Flask-HTTPAuth · recommended 1×
  • CATEGORY QUERY
    How to expose internal command-line tools as secure, standard HTTP APIs for AI agents?
    you: not recommended
    AI recommended (in order):
    1. FastAPI
    2. Flask
    3. Flask-RESTful
    4. Flask-RESTX
    5. Flask-HTTPAuth
    6. Node.js
    7. Express.js
    8. Passport.js
    9. Go
    10. Gin
    11. Echo
    12. AWS Lambda
    13. Google Cloud Functions
    14. Azure Functions
    15. AWS API Gateway
    16. Apache Camel

    AI recommended 16 alternatives but never named open-webui/mcpo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a proxy to convert custom protocol servers into OpenAPI-compliant REST services securely.
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway (Kong/kong)
    2. Apigee Edge
    3. Ambassador Edge Stack (emissary-ingress/emissary-ingress)
    4. Tyk API Gateway (TykTechnologies/tyk)
    5. Envoy Proxy (envoyproxy/envoy)
    6. Nginx
    7. Nginx Plus
    8. OpenResty (openresty/openresty)
    9. HAProxy (haproxy/haproxy)

    AI recommended 9 alternatives but never named open-webui/mcpo. 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 open-webui/mcpo?
    pass
    AI named open-webui/mcpo explicitly

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

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

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

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open-webui/mcpo — 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