REPOGEO REPORT · LITE

craft-ai-agents/craft-agents-oss

Default branch main · commit 4144f795 · scanned 5/19/2026, 2:16:32 PM

GitHub: 6,022 stars · 816 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

17 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 fail

Objective metadata checks

AI knows your name

1 / 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 craft-ai-agents/craft-agents-oss, 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 UI-driven, open-source platform for intuitive multitasking with AI agents, connecting to any API, and enabling a document-centric workflow without code editors.

highreadme#2
Refine the README's opening to highlight UI-driven agent orchestration
Why:
CURRENT
```
# Craft Agents
```
COPY-PASTE FIX
```
# Craft Agents: A UI-driven Platform for Intuitive AI Agent Orchestration
```

mediumtopics#3

Add relevant topics to the repository

Why:

COPY-PASTE FIX

ai-agents, agent-orchestration, ui-platform, no-code, low-code, agent-framework, multitasking, api-integration, claude-sdk, pi-sdk

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 craft-ai-agents/craft-agents-oss

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 2×
run-llama/llama_index · recommended 2×
microsoft/semantic-kernel · recommended 1×
deepset-ai/haystack · recommended 1×
OpenAI Assistants API · recommended 1×

CATEGORY QUERY
How to manage multiple AI agents effectively and connect them to various APIs?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. Microsoft Semantic Kernel (microsoft/semantic-kernel)
4. Haystack (deepset-ai/haystack)
5. OpenAI Assistants API
6. FastAPI (tiangolo/fastapi)
7. Flask (pallets/flask)
8. Celery (celery/celery)
9. RabbitMQ (rabbitmq/rabbitmq)
10. Kafka (apache/kafka)
11. Prefect (PrefectHQ/prefect)
12. Apache Airflow (apache/airflow)
AI recommended 12 alternatives but never named craft-ai-agents/craft-agents-oss. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a UI-driven platform to orchestrate AI agents with prompt-based customization.
you: not recommended
AI recommended (in order):
1. LangChain UI (LangServe/LangChain Playground) (langchain-ai/langchain)
2. FlowiseAI (FlowiseAI/Flowise)
3. LlamaIndex (LlamaCloud/LlamaParse) (run-llama/llama_index)
4. Microsoft Azure AI Studio
5. Google Cloud Vertex AI Workbench/Generative AI Studio
6. Humanloop
7. Vellum
AI recommended 7 alternatives but never named craft-ai-agents/craft-agents-oss. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
fail
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 craft-ai-agents/craft-agents-oss?
pass
AI did not name craft-ai-agents/craft-agents-oss — 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 craft-ai-agents/craft-agents-oss in production, what risks or prerequisites should they evaluate first?
pass
AI did not name craft-ai-agents/craft-agents-oss — 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 craft-ai-agents/craft-agents-oss solve, and who is the primary audience?
pass
AI named craft-ai-agents/craft-agents-oss explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of craft-ai-agents/craft-agents-oss. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/craft-ai-agents/craft-agents-oss.svg)](https://repogeo.com/en/r/craft-ai-agents/craft-agents-oss)

HTML

<a href="https://repogeo.com/en/r/craft-ai-agents/craft-agents-oss"><img src="https://repogeo.com/badge/craft-ai-agents/craft-agents-oss.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

craft-ai-agents/craft-agents-oss — 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