REPOGEO REPORT · LITE

semanser/codel

Default branch main · commit fe1e846c · scanned 6/19/2026, 10:41:51 PM

GitHub: 2,453 stars · 202 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 semanser/codel, 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 core identity statement as a prominent H1

Why:

CURRENT

<div align="center">Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor.</div>

COPY-PASTE FIX

# Codel: Fully Autonomous AI Agent
Codel is a self-hosted AI agent designed to autonomously perform complex software development tasks and projects by interacting with the terminal, browser, and editor.

mediumcomparison#2

Add a 'Comparison' section to the README

Why:

COPY-PASTE FIX

# Comparison
Codel is a self-hosted, fully autonomous AI agent, distinct from: 
- **Code Editors/IDEs (e.g., Cursor, VS Code):** Codel is not an editor; it's an agent that *uses* an editor, terminal, and browser to complete tasks autonomously.
- **LLM APIs (e.g., OpenAI API, GPT-4):** Codel is an application built *on top of* LLMs, providing a complete, sandboxed environment for task execution, not just an API endpoint.
- **Other AI Agents (e.g., OpenDevin, AutoGPT):** Codel focuses on secure, sandboxed execution with automatic Docker image picking and a modern UI for self-hosted complex development tasks.

lowtopics#3

Add more specific topics to reinforce 'self-hosted' and 'development agent'

Why:

CURRENT

agent, ai, autonomous-agents, bot, devin, llama2, llms, ollama, openai

COPY-PASTE FIX

agent, ai, autonomous-agents, bot, devin, llama2, llms, ollama, openai, self-hosted, development-agent, dev-tools

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 semanser/codel

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

GitHub Copilot

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

GitHub Copilot · recommended 1×
GitHub Copilot X · recommended 1×
Cursor · recommended 1×
OpenAI API · recommended 1×
GPT-4 · recommended 1×

CATEGORY QUERY
How can I automate complex software development tasks using an AI agent?
you: not recommended
AI recommended (in order):
1. GitHub Copilot
2. GitHub Copilot X
3. Cursor
4. OpenAI API
5. GPT-4
6. GPT-3.5 Turbo
7. Anthropic Claude
8. LangChain
9. LlamaIndex
10. Smol-developer
11. Auto-GPT
12. CodiumAI
AI recommended 12 alternatives but never named semanser/codel. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a self-hosted AI agent that interacts with terminal, browser, and editor.
you: not recommended
AI recommended (in order):
1. OpenDevin
2. GPT-Engineer
3. Smol-Developer
4. AutoGPT
5. AgentGPT
6. SuperAGI
7. LangChain Agents
AI recommended 7 alternatives but never named semanser/codel. 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 semanser/codel?
pass
AI named semanser/codel explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts semanser/codel in production, what risks or prerequisites should they evaluate first?
pass
AI named semanser/codel 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 semanser/codel solve, and who is the primary audience?
pass
AI named semanser/codel explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/semanser/codel.svg)](https://repogeo.com/en/r/semanser/codel)

HTML

<a href="https://repogeo.com/en/r/semanser/codel"><img src="https://repogeo.com/badge/semanser/codel.svg" alt="RepoGEO" /></a>

Pro

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semanser/codel — 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