RRepoGEO

REPOGEO REPORT · LITE

xyproto/algernon

Default branch main · commit fc805a77 · scanned 5/26/2026, 3:17:29 AM

GitHub: 3,012 stars · 146 forks

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 xyproto/algernon, 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 core identity

    Why:

    CURRENT
    Web server with built-in support for QUIC, HTTP/2, Lua, Teal, Markdown, Pongo2, HyperApp, Amber, Sass(SCSS), GCSS, JSX, TypeScript, Ollama (LLMs), BoltDB (built-in, stores the database in a file, like SQLite), Redis, Valkey, PostgreSQL, SQLite, MariaDB, MySQL, MSSQL, IPv6, rate limiting, graceful shutdown, plugins, users and permissions.
    COPY-PASTE FIX
    Algernon is a **small, self-contained pure-Go web server** designed for rapid development and deployment. It features **embedded Lua/Teal scripting**, **Ollama (LLM) integration**, and extensive built-in support for HTTP/2, QUIC, Redis, SQLite, PostgreSQL, and more. It's ideal for developers seeking a single-executable solution for dynamic web applications. 

Web server with built-in support for QUIC, HTTP/2, Lua, Teal, Markdown, Pongo2, HyperApp, Amber, Sass(SCSS), GCSS, JSX, TypeScript, Ollama (LLMs), BoltDB (built-in, stores the database in a file, like SQLite), Redis, Valkey, PostgreSQL, SQLite, MariaDB, MySQL, MSSQL, IPv6, rate limiting, graceful shutdown, plugins, users and permissions.
  • mediumtopics#2
    Add more specific topics to highlight unique features

    Why:

    CURRENT
    algernon, buildless, cross-platform, fasthttp, go, http2, http3, live-reload, llm, lua, mysql, npm-less, ollama, pongo2, postgresql, quic, redis, server-sent-events, sqlite, tls13
    COPY-PASTE FIX
    algernon, buildless, cross-platform, fasthttp, go, http2, http3, live-reload, llm, lua, mysql, npm-less, ollama, pongo2, postgresql, quic, redis, server-sent-events, sqlite, tls13, self-contained-server, embedded-scripting, go-web-server, llm-server, web-application-server
  • lowabout#3
    Refine the 'About' description for clearer positioning

    Why:

    CURRENT
    Small self-contained pure-Go web server with Lua, Teal, Markdown, Ollama, HTTP/2, QUIC, Redis, SQLite and PostgreSQL support ++
    COPY-PASTE FIX
    Algernon is a small, self-contained pure-Go web server with embedded Lua/Teal scripting, Ollama (LLM) integration, and extensive built-in support for HTTP/2, QUIC, Redis, SQLite, PostgreSQL, and more. Ideal for dynamic web applications.

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 xyproto/algernon
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gin
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gin · recommended 2×
  2. Caddy · recommended 1×
  3. goja · recommended 1×
  4. otto · recommended 1×
  5. net/http · recommended 1×
  • CATEGORY QUERY
    Looking for a single executable Go web server with built-in scripting and database connections.
    you: not recommended
    AI recommended (in order):
    1. Caddy
    2. goja
    3. otto
    4. net/http
    5. Gin
    6. Echo
    7. database/sql
    8. pgx
    9. go-sqlite3
    10. go-sql-driver/mysql
    11. gopher-lua
    12. PocketBase
    13. wasmer-go
    14. wazero
    15. tinygo

    AI recommended 15 alternatives but never named xyproto/algernon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are lightweight web servers supporting LLM integration and live-reload for rapid development?
    you: not recommended
    AI recommended (in order):
    1. FastAPI
    2. Starlette
    3. uvicorn
    4. Flask
    5. Gunicorn
    6. uWSGI
    7. Flask-SocketIO
    8. Sanic
    9. Node.js
    10. Express.js
    11. nodemon
    12. Go
    13. Gin
    14. air
    15. fresh

    AI recommended 15 alternatives but never named xyproto/algernon. 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 xyproto/algernon?
    pass
    AI named xyproto/algernon explicitly

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

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

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

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xyproto/algernon — 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