REPOGEO REPORT · LITE

openagents-org/openagents

Default branch develop · commit b116bd86 · scanned 6/24/2026, 1:26:40 AM

GitHub: 3,799 stars · 379 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

33 /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

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 openagents-org/openagents, 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

Strengthen README opening to clarify core purpose and scope

Why:

CURRENT

OpenAgents Workspace — The Collaborative OS for Agents. One workspace where all your AI agents collaborate. Open source. No account required.

COPY-PASTE FIX

OpenAgents Workspace: The Collaborative Operating System for AI Agents. A unified, open-source platform for orchestrating and managing networks of AI agents, enabling seamless collaboration across both on-device and cloud environments. No account required.

mediumtopics#2

Expand repository topics for better categorization

Why:

CURRENT

agents, ai, collaboration, llm, network

COPY-PASTE FIX

agents, ai, collaboration, llm, network, orchestration, multi-agent, platform, workspace

lowcomparison#3

Add a 'Comparison to Alternatives' section in README

Why:

COPY-PASTE FIX

## Comparison to Alternatives

While tools like LangChain and AutoGen provide powerful frameworks for building individual agents, OpenAgents Workspace focuses on providing a unified operating system for *orchestrating and managing networks* of these agents, enabling seamless *collaboration* between them in a single environment. Our emphasis is on the *workspace* for agent interaction and coordination, rather than just agent construction.

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 openagents-org/openagents

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×
CrewAI · recommended 2×
AutoGen · recommended 1×
Haystack · recommended 1×
LlamaIndex · recommended 1×

CATEGORY QUERY
How can I set up a unified environment for multiple AI agents to collaborate effectively?
you: not recommended
AI recommended (in order):
1. LangChain
2. AutoGen
3. Haystack
4. LlamaIndex
5. CrewAI
6. OpenAI Assistants API
7. FastAPI
8. Flask
9. RabbitMQ
10. Kafka
AI recommended 10 alternatives but never named openagents-org/openagents. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools exist for orchestrating and managing a network of autonomous AI agents?
you: not recommended
AI recommended (in order):
1. LangChain
2. AutoGPT
3. CrewAI
4. Microsoft AutoGen
5. Haystack (deepset)
6. LlamaIndex (formerly GPT Index)
AI recommended 6 alternatives but never named openagents-org/openagents. 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 openagents-org/openagents?
pass
AI did not name openagents-org/openagents — 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 openagents-org/openagents in production, what risks or prerequisites should they evaluate first?
pass
AI named openagents-org/openagents 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 openagents-org/openagents solve, and who is the primary audience?
pass
AI named openagents-org/openagents 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 openagents-org/openagents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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HTML

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

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openagents-org/openagents — 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