REPOGEO REPORT · LITE

CopilotKit/open-multi-agent-canvas

Default branch main · commit 25f20b22 · scanned 6/7/2026, 2:42:39 PM

GitHub: 501 stars · 76 forks

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 CopilotKit/open-multi-agent-canvas, 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

highlicense#1

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the root of the repository with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

highreadme#2

Strengthen README's opening sentence to highlight core value

Why:

CURRENT

Open Multi-Agent Canvas, created by CopilotKit is an open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation. It's built with Next.js, LangGraph, and CopilotKit to help with travel planning, research, and general-purpose tasks through MCP servers.

COPY-PASTE FIX

Open Multi-Agent Canvas by CopilotKit is the definitive open-source multi-agent **visual chat interface** for orchestrating and managing multiple AI agents in a single dynamic conversation. Built with Next.js, LangGraph, and CopilotKit, it uniquely supports deep research and general-purpose tasks via **Multi-Channel Protocol (MCP) servers**.

mediumtopics#3

Expand topics to include 'visual' and 'orchestration' keywords

Why:

CURRENT

ai-agents, copilotkit, mcp-client, multi-agent, open-canvas, python, typescript

COPY-PASTE FIX

ai-agents, copilotkit, mcp-client, multi-agent, open-canvas, python, typescript, **ai-orchestration, multi-agent-system, visual-interface, agent-canvas**

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 CopilotKit/open-multi-agent-canvas

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

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

CATEGORY QUERY
How can I manage multiple AI agents within a single dynamic chat interface?
you: not recommended
AI recommended (in order):
1. LangChain
2. Microsoft Semantic Kernel
3. Haystack
4. OpenAI Assistants API
5. LlamaIndex
6. RabbitMQ
7. Apache Kafka
8. Botpress
AI recommended 8 alternatives but never named CopilotKit/open-multi-agent-canvas. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source tools facilitate deep AI research using multi-channel protocol servers?
you: not recommended
AI recommended (in order):
1. TensorFlow (tensorflow/tensorflow)
2. TensorFlow Serving (tensorflow/serving)
3. PyTorch (pytorch/pytorch)
4. TorchServe (pytorch/serve)
5. ONNX Runtime (microsoft/onnxruntime)
6. OpenVINO Toolkit (openvinotoolkit/openvino)
7. KServe (kserve/kserve)
8. FastAPI (tiangolo/fastapi)
AI recommended 8 alternatives but never named CopilotKit/open-multi-agent-canvas. 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 CopilotKit/open-multi-agent-canvas?
pass
AI did not name CopilotKit/open-multi-agent-canvas — 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 CopilotKit/open-multi-agent-canvas in production, what risks or prerequisites should they evaluate first?
pass
AI named CopilotKit/open-multi-agent-canvas 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 CopilotKit/open-multi-agent-canvas solve, and who is the primary audience?
pass
AI named CopilotKit/open-multi-agent-canvas 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 CopilotKit/open-multi-agent-canvas. 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/CopilotKit/open-multi-agent-canvas.svg)](https://repogeo.com/en/r/CopilotKit/open-multi-agent-canvas)

HTML

<a href="https://repogeo.com/en/r/CopilotKit/open-multi-agent-canvas"><img src="https://repogeo.com/badge/CopilotKit/open-multi-agent-canvas.svg" alt="RepoGEO" /></a>

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CopilotKit/open-multi-agent-canvas — 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