RRepoGEO

REPOGEO REPORT · LITE

hyper-mcp-rs/hyper-mcp

Default branch main · commit b7ca2f1c · scanned 6/15/2026, 8:57:04 AM

GitHub: 881 stars · 65 forks

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 hyper-mcp-rs/hyper-mcp, 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 'MCP' in the README's opening sentence to prevent misinterpretation

    Why:

    CURRENT
    A fast, secure MCP server that extends its capabilities through WebAssembly plugins.
    COPY-PASTE FIX
    A fast, secure **Multi-Agent Communication Protocol (MCP)** server that extends its AI capabilities through WebAssembly plugins, compatible with tools like Claude Desktop and Cursor IDE.
  • mediumreadme#2
    Add a 'Why not just use a WASM runtime?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why not just use a WASM runtime like Wasmtime or Wasmer?
While hyper-mcp leverages WebAssembly runtimes (specifically Extism) for secure and sandboxed plugin execution, it is not merely a WASM runtime. hyper-mcp provides a complete server framework for building AI-enabled applications, offering:
- A structured Multi-Agent Communication Protocol (MCP) for seamless integration with AI tools like Claude Desktop and Cursor IDE.
- OCI registry distribution for plugins, simplifying deployment.
- Dynamic plugin loading, host function access control, and a focus on server-side AI extension, which goes beyond the capabilities of a standalone WASM runtime.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://hyper-mcp.rs

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 hyper-mcp-rs/hyper-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WasmEdge/WasmEdge
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WasmEdge/WasmEdge · recommended 1×
  2. bytecodealliance/wasm-micro-runtime · recommended 1×
  3. wasmerio/wasmer · recommended 1×
  4. bytecodealliance/wasmtime · recommended 1×
  5. sonos/tract · recommended 1×
  • CATEGORY QUERY
    How to integrate AI capabilities into applications using secure WebAssembly plugins?
    you: not recommended
    AI recommended (in order):
    1. WasmEdge (WasmEdge/WasmEdge)
    2. WebAssembly Micro Runtime (WAMR) (bytecodealliance/wasm-micro-runtime)
    3. Wasmer (wasmerio/wasmer)
    4. Wasmtime (bytecodealliance/wasmtime)
    5. tract (sonos/tract)
    6. Extism (extism/extism)
    7. Rust
    8. wasm-bindgen (rustwasm/wasm-bindgen)
    9. web-sys (rustwasm/web-sys)
    10. Suborbital Compute (Sat) (suborbital/sat)

    AI recommended 10 alternatives but never named hyper-mcp-rs/hyper-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a lightweight, cross-platform server extension framework with OCI distribution.
    you: not recommended
    AI recommended (in order):
    1. Wasmtime
    2. Open Policy Agent (OPA)
    3. Go's plugin package
    4. HashiCorp Waypoint
    5. Knative
    6. Docker
    7. Podman

    AI recommended 7 alternatives but never named hyper-mcp-rs/hyper-mcp. 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 hyper-mcp-rs/hyper-mcp?
    pass
    AI named hyper-mcp-rs/hyper-mcp explicitly

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

  • If a team adopts hyper-mcp-rs/hyper-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name hyper-mcp-rs/hyper-mcp — 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?

  • In one sentence, what problem does the repo hyper-mcp-rs/hyper-mcp solve, and who is the primary audience?
    pass
    AI named hyper-mcp-rs/hyper-mcp 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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  • Brand-free category queries5 vs 2 in Lite
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