REPOGEO REPORT · LITE

AutoForgeAI/autoforge

Default branch master · commit 43f4366d · scanned 5/21/2026, 6:33:24 PM

GitHub: 1,757 stars · 419 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 AutoForgeAI/autoforge, 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

highabout#1

Add a concise repository description

Why:

COPY-PASTE FIX

A long-running autonomous coding agent powered by the Claude Agent SDK, designed to build complete applications over multiple sessions using a two-agent pattern, with a React-based UI for real-time monitoring.

hightopics#2

Add relevant topics to the repository

Why:

COPY-PASTE FIX

autonomous-agent, ai-coding-agent, claude-agent-sdk, full-stack-development, react-ui, code-generation, ai-automation, agentic-ai

mediumreadme#3

Relocate the 'unmaintained' note in the README

Why:

CURRENT

The `[NOTE]` block about the repository being unmaintained is currently placed directly after the initial project description.

COPY-PASTE FIX

Move the entire `> [!NOTE] This repository is no longer actively maintained. Most agent coding tools now ship their own long-running harnesses, making this project less necessary. Feel free to fork and continue development on your own!` block to a new 'Status' section at the end of the README, after all setup and usage instructions. Precede it with a sentence like: '## Project Status
While no longer actively maintained, AutoForge demonstrates a two-agent pattern for autonomous application building and can serve as a valuable reference for similar projects.'

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 AutoForgeAI/autoforge

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Cursor.sh

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Cursor.sh · recommended 1×
GitHub Copilot Chat · recommended 1×
GPT-Engineer · recommended 1×
OpenDevin · recommended 1×
Aider · recommended 1×

CATEGORY QUERY
What AI-powered agents can build complete applications over multiple development sessions?
you: not recommended
AI recommended (in order):
1. Cursor.sh
2. GitHub Copilot Chat
3. GPT-Engineer
4. OpenDevin
5. Aider
6. SWE-agent
AI recommended 6 alternatives but never named AutoForgeAI/autoforge. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an autonomous coding agent with a real-time UI for monitoring development progress.
you: not recommended
AI recommended (in order):
1. Cursor
2. Smol-AI (smol-ai/smol-developer)
3. GPT-Engineer (gpt-engineer.app/gpt-engineer)
4. Aider (paul-gauthier/aider)
5. Devin
6. Open Interpreter (OpenInterpreter/OpenInterpreter)
AI recommended 6 alternatives but never named AutoForgeAI/autoforge. 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 AutoForgeAI/autoforge?
pass
AI named AutoForgeAI/autoforge explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts AutoForgeAI/autoforge in production, what risks or prerequisites should they evaluate first?
pass
AI named AutoForgeAI/autoforge 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 AutoForgeAI/autoforge solve, and who is the primary audience?
pass
AI named AutoForgeAI/autoforge 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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Live preview

MARKDOWN (README)

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

HTML

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

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AutoForgeAI/autoforge — 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