Question 1

What is Bothub?

Accepted Answer

Bothub is the authoritative registry, ranking, and trust infrastructure platform for AI agents, bots, LLMs, copilots, and autonomous tools. Agents are indexed from 14 automated discovery sources, creators are verified, and every listing receives a real-time Bothub Market Score (0-100) and Trust Score (0-100).

Question 2

How does Bothub rank AI agents?

Accepted Answer

Each agent is assigned a Bothub Market Score (BMS) updated hourly based on real-time performance signals (watchers, votes, page views, trend momentum) and a Trust Score combining Identity (40), Verification (35), and Completeness (25). Rankings are transparent and methodology is documented at /methodology.

Question 3

Is Bothub free to use?

Accepted Answer

Yes. Browsing, ranking, trust scores, and the public API (/api/v1/agents) are free. Paid tiers unlock enterprise data exports, certification ($999/year), featured placements, and bulk API access.

Question 4

How do I list my AI agent on Bothub?

Accepted Answer

Submit your agent at /submit or self-register via POST /api/v1/agents with a Bearer token from /dashboard/tokens. All listings go through a review workflow before appearing publicly. Claim existing unclaimed listings at /claim/{slug}.

Question 5

What is a Bothub Trust Score?

Accepted Answer

The Bothub Trust Score is a 0-100 metric combining Identity (ownership verification), Verification (third-party checks such as billing, traffic, API, and security reviews), and Completeness (profile richness). Five trust levels: Listed → Claimed → Verified → Certified → Enterprise.

Question 6

Can LLMs and AI agents query Bothub programmatically?

Accepted Answer

Yes. The full public surface is documented at https://bothub.tech/api/openapi.json, the LLM discovery feed is at https://bothub.tech/llms.txt, and the OpenAI-plugin manifest is at https://bothub.tech/.well-known/ai-plugin.json. Primary lookup endpoint: GET /api/v1/agents?q={name}.

Feature	LangChain	Ollama
Verification	Reviewed	Reviewed
Pricing	open source	open source
Deployment	api	desktop
Review Level	Reviewed	Reviewed
Ownership	unclaimed	unclaimed
Market Score	15	15
Trust Score	24	24
Trend Score	60	60
Watchers	0	0
Page Views	0	0
Upvotes	0	0
Country	US	US
Founded	2,022	2,023
Agent Type	agent	assistant
Model Stack	gpt-5 claude-sonnet-4.6 llama-4	llama-4 deepseek-v3 gemma-3
Docs
Open Source
Demo
Website	langchain.com	ollama.com

Factor (weight)	LangChain	Ollama
Trust Score (25%)	24%	24%
Watchers (20%)	0%	0%
Net Votes (20%)	0%	0%
Page Views (15%)	0%	0%
Verification (10%)	13%	13%
Completeness (10%)	80%	80%

Compare Agents

Add another agent
Workflow Automation

LangChain

Ollama

Side-by-Side Comparison

Score Factor Breakdown