REPOGEO REPORT · LITE

llm-workflow-engine/llm-workflow-engine

Default branch main · commit 5e098ed1 · scanned 6/25/2026, 4:57:43 PM

GitHub: 3,719 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 llm-workflow-engine/llm-workflow-engine, 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 emphasize LLM orchestration

Why:

CURRENT

<p id="summary-header" align="center">LLM Workflow Engine (LWE) is a <b>Power CLI</b> and <b>Workflow manager</b> for LLMs.</p>

COPY-PASTE FIX

<p id="summary-header" align="center">LLM Workflow Engine (LWE) is an **LLM orchestration framework** designed for defining, executing, and managing complex, multi-step workflows, complete with a powerful command-line interface.</p>

mediumtopics#2

Add more specific topics related to LLM orchestration and workflows

Why:

CURRENT

chatbot, chatgpt, gpt-3, gpt3, gpt4, llm, openai, python

COPY-PASTE FIX

chatbot, chatgpt, gpt-3, gpt3, gpt4, llm, openai, python, llm-orchestration, ai-workflows, workflow-engine, prompt-engineering, agentic-ai

lowhomepage#3
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://llm-workflow-engine.readthedocs.io
```

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 llm-workflow-engine/llm-workflow-engine

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 2×
LlamaIndex · recommended 2×
Microsoft Semantic Kernel · recommended 1×
OpenAI Assistants API · recommended 1×
Haystack · recommended 1×

CATEGORY QUERY
How can I build and manage complex workflows involving large language models programmatically?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft Semantic Kernel
4. OpenAI Assistants API
5. Haystack
6. Airflow
7. Prefect
AI recommended 7 alternatives but never named llm-workflow-engine/llm-workflow-engine. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are good Python tools for scripting and managing interactions with various LLM APIs?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. OpenAI Python Library
4. Anthropic Python SDK
5. Hugging Face `transformers` library
6. LiteLLM
7. Instructor
AI recommended 7 alternatives but never named llm-workflow-engine/llm-workflow-engine. 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 llm-workflow-engine/llm-workflow-engine?
pass
AI did not name llm-workflow-engine/llm-workflow-engine — 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?
If a team adopts llm-workflow-engine/llm-workflow-engine in production, what risks or prerequisites should they evaluate first?
pass
AI named llm-workflow-engine/llm-workflow-engine 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 llm-workflow-engine/llm-workflow-engine solve, and who is the primary audience?
pass
AI named llm-workflow-engine/llm-workflow-engine 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)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite