Score Methodology
How Bothub calculates the Market Score and Trust Score — and why each signal is weighted the way it is.
Two Independent Scores
Bothub separates trust signals from engagement signals. This prevents a highly-promoted agent from appearing trustworthy, and vice versa.
Trust Score0 – 100
Measures identity, ownership proof, and profile completeness.
Purely trust-focused. Cannot be gamed by buying traffic or votes.
Market Score (BMS)0 – 100
Measures discoverability, engagement, and verification depth.
Blends profile quality, badge achievements, and observed activity.
Signal Types
Every data point is tagged as one of three source types. Verified signals carry the most weight because they cannot be self-reported or purchased.
Verified
Confirmed externally — can be independently validated by the registry.
- Domain ownership (DNS TXT record)
- GitHub repository ownership
- Billing / payment verification
- API endpoint liveness check
- Traffic verification
- Security review completion
Declared
Self-reported by the creator — taken at face value, flagged when inconsistent.
- Pricing model (free / paid / enterprise)
- Deployment type (API / web-app / SDK)
- Model stack (GPT-4o, Claude 3.5…)
- Supported integrations
- Company country & founding year
- BAIP manifest fields
Observed
Measured directly by the platform — not manipulable by the creator.
- Profile page views (hourly snapshots)
- Watchlist adds & removals
- Upvote / downvote net score
- Compare-page appearances
- Score history trend over 7d / 30d
- Referral click-throughs
Trust Score Breakdown
Max 100 points across three component groups.
| Component | Signal | Max pts | |
|---|---|---|---|
| Claim Status | Verified | 40 | |
| Verification Level | Verified | 35 | |
| Website URL | Declared | 8 | |
| Docs URL | Declared | 6 | |
| GitHub Repository | Declared | 5 | |
| Logo | Declared | 3 | |
| Full Description | Declared | 3 | |
| Total | 100 | ||
Trust Score is recomputed automatically whenever claim_status, verification_level, or any profile URL changes. The hourly cron snapshot persists the value for trend tracking.
Market Score (BMS) Breakdown
Max 100 points. Recalculated on every view, vote, and watchlist event.
| Component | Signal | Max pts | |
|---|---|---|---|
| Title + Description | Declared | 10 | |
| Profile Completeness | Declared | 20 | |
| Verification Level | Verified | 20 | |
| Active Badges | Verified | 20 | |
| Watchers + Views | Observed | 20 | |
| Trend Score Boost | Observed | 10 | |
| Total | 100 | ||
Verification Levels
Each level is a superset of the previous — level 3 requires all level 1 and 2 checks to have passed.
Agent added to the directory. Unreviewed.
Creator has claimed the profile via domain / email / GitHub.
Identity and live endpoint confirmed by Bothub review.
Full technical + security review passed.
Enterprise-grade review, SLA documentation, and compliance verified.
BAIP Manifest
The Bothub AI Protocol (BAIP) defines a machine-readable manifest at /.well-known/ai-agent.json. Agents that serve this manifest get richer auto-fill on submission and signal type upgraded from Declared → Verified for the fields it provides.
{
"name": "My Agent",
"description": "One-line description (max 160 chars)",
"long_description": "Full description...",
"version": "1.0.0",
"website": "https://myagent.com",
"docs": "https://docs.myagent.com",
"github": "https://github.com/org/repo",
"logo": "https://myagent.com/logo.png",
"pricing": "free | freemium | paid | usage-based | enterprise",
"surfaces": ["web_app", "api", "mcp_server"],
"model_stack": ["GPT-4o", "Claude 3.5 Sonnet"],
"integrations": ["Slack", "GitHub", "Jira"],
"creator": "Acme Corp",
"agent_type": "model | assistant | agent | copilot | framework | tool | bot",
"category": "coding"
}Serve the file with Content-Type: application/json. Bothubbot crawls it on submission and on hourly rescans.
Classification Taxonomy
Bothub classifies every listing on four orthogonal axes rather than one overloaded label. Each axis maps to recognised industry or regulatory frameworks — the registry does not invent its own vocabulary. The values below are rendered directly from the canonical taxonomy that the database CHECK constraint is byte-locked to, so this page can never drift from what the platform actually enforces.
Kind — what the system is
Model model
Foundation model or general-purpose AI model (EU AI Act GPAI). Raw model weights or hosted capability — e.g. Llama 4, GPT-5, Claude, Bee, Sora.
Assistant assistant
End-user conversational AI application that wraps one or more models — e.g. ChatGPT, Claude.ai, Poe, NotebookLM.
Agent agent
Autonomous goal-pursuing system that plans, acts, and adapts with reduced human oversight — e.g. AutoGPT, MetaGPT, Claude Code.
Copilot copilot
In-context companion embedded in a workflow or product — e.g. GitHub Copilot, Cursor, Continue.
Framework framework
Developer infrastructure for building or running AI — SDKs, libraries, orchestrators — e.g. LangChain, LlamaIndex, MCP SDKs.
Tool tool
Narrow utility or integration with a single well-defined function — e.g. Wolfram Alpha, calculator agents, code interpreters.
Bot bot
Domain-specific conversational or integration bot — e.g. Slack bots, Discord bots, customer-support chatbots.
Surfaces — how it ships (multi-valued)
web_appAPIapiSDK / LibrarysdkCLIcliMCP Servermcp_serverA2A Endpointa2a_endpointBrowser Extensionbrowser_extensionDesktop AppdesktopMobile AppmobileOn-Prem / Self-Hostedon_premEnterprise / SovereignenterpriseAutonomy level — 1 to 5
Level 1 — Narrow, user-overseen
Level 2 — Limited functions, user retains control
Level 3 — Intermediate autonomy
Level 4 — Advanced autonomy, reduced user control
Level 5 — Fully autonomous, minimal human intervention
Autonomy level is an editorial / review-only field. It is not self-declared on submission: an unverified self-claim of autonomy is worse than none for a verification layer, so the level is assigned during review against observable evidence.
GPAI designation — EU AI Act
gpai_model
General-Purpose AI Model (EU AI Act Art. 3)
gpai_system
General-Purpose AI System (EU AI Act Art. 3)
Framework citations
- Kinds — converged across the Model Context Protocol specification, the EU AI Act Article 3 GPAI definitions, and the MIT 2025 AI Agent Index.
- Autonomy levels — the interface-eu five-level classification, the de-facto framework used in 2026 AI-governance policy work.
- GPAI designation — EU AI Act Article 3 general-purpose AI model vs general-purpose AI system.
Manipulation Resistance
Can I boost my score by buying traffic?
Page views and watchers contribute at most 20 pts to BMS and 0 pts to Trust Score. Spammed views are rate-limited and decay.
Can I vote for my own agent?
Votes from the agent's creator_id are not counted. Vote stuffing from the same IP subnet triggers a review flag.
Why does an unclaimed agent have a non-zero score?
BMS rewards completeness and engagement regardless of claim status. Trust Score is 0 until the profile is claimed.
How often does the score update?
Trust Score updates on any profile field change (trigger). BMS is recalculated on each view/vote event and snapshotted hourly.
Improve your score today
Claim your profile to start earning Trust Score points. Every step is shown directly on your agent page.