REPOGEO REPORT · LITE

poco-ai/poco-claw

Default branch main · commit a988070e · scanned 5/19/2026, 9:52:28 PM

GitHub: 1,325 stars · 122 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 poco-ai/poco-claw, 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 README intro to clarify category as collaborative AI agent platform

Why:

CURRENT

A safer, more beautiful, and easier-to-use OpenClaw alternative

COPY-PASTE FIX

A safer, more beautiful, and easier-to-use OpenClaw alternative. Poco is a collaborative AI agent platform designed for teams, offering secure sandboxed execution and integrated communication for project management.

mediumtopics#2

Add specific topics for collaboration, task management, and AI platform

Why:

CURRENT

agent, ai, chatbot, claude-code, clawdbot, manus, openclaw

COPY-PASTE FIX

agent, ai, chatbot, claude-code, clawdbot, manus, openclaw, collaboration, team-collaboration, ai-platform, ai-assistant, task-management, workflow-automation, web-ui, sandbox

lowabout#3

Rephrase the 'About' description to emphasize its function as a team AI agent platform

Why:

CURRENT

A more beautiful and easier-to-use alternative to OpenClaw. It features a nicer Web UI, built-in IM support, a sandboxed runtime and channel-based team collaboration. Under the hood, it is powered by a Claude Code–based agent.

COPY-PASTE FIX

Poco-claw is a collaborative AI agent platform for teams, offering a beautiful Web UI, built-in IM, and secure sandboxed execution for project tasks. It serves as an easier-to-use alternative to OpenClaw, powered by a Claude Code-based agent.

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 poco-ai/poco-claw

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 1×
Azure OpenAI Service · recommended 1×
Azure Functions · recommended 1×
Azure Kubernetes Service · recommended 1×
Google Cloud Vertex AI · recommended 1×

CATEGORY QUERY
Need a collaborative AI agent platform with secure sandboxed execution for team projects.
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Azure OpenAI Service
3. Azure Functions
4. Azure Kubernetes Service
5. Google Cloud Vertex AI
6. AI Platform Pipelines
7. Kubeflow Pipelines
8. AWS SageMaker
9. SageMaker Pipelines
10. Hugging Face Spaces
11. Gradio
12. Streamlit
13. FastAPI
14. Flask
15. AWS Fargate
16. Google Cloud Run
17. Weights & Biases (W&B)
AI recommended 17 alternatives but never named poco-ai/poco-claw. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a web-based AI assistant for task management and integrated team communication.
you: not recommended
AI recommended (in order):
1. ClickUp
2. Monday.com
3. Asana
4. Notion
5. Jira Work Management
6. Atlassian Intelligence
7. Wrike
AI recommended 7 alternatives but never named poco-ai/poco-claw. 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 poco-ai/poco-claw?
pass
AI named poco-ai/poco-claw explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts poco-ai/poco-claw in production, what risks or prerequisites should they evaluate first?
pass
AI named poco-ai/poco-claw 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 poco-ai/poco-claw solve, and who is the primary audience?
pass
AI named poco-ai/poco-claw 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/poco-ai/poco-claw.svg)](https://repogeo.com/en/r/poco-ai/poco-claw)

HTML

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

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Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite