Index HUMI – Agent Human-like Intelligence Index
Version 1.0
Date: May 19, 2026 (Updated with Maturity Levels)
Designed for: GlobalScoreAgent Ecosystem (ERC-8004)
What is the Index HUMI?
The Index HUMI (Human-like Metrics Index) is a powerful, single-number reputation score ranging from 0 to 100 that measures the overall quality, legitimacy, maturity, and real-world intelligence of any Agent in the ERC-8004 ecosystem.
It is calculated by combining four independent pillars, each worth a maximum of 25 points, for a total of 100 points. Every point is derived from real, verifiable on-chain data (metadata, activity, owner history, external analysis, and protocol usage).
HUMI provides a clear, transparent, and easy-to-understand metric that answers the key question:
“How trustworthy, mature, and human-like is this Agent?”
It is the core reputation layer for every Agent registered in the ERC-8004 network.
HUMI Maturity Levels (Business Interpretation)
The HUMI score (0–100) is translated into 5 clear maturity/confidence levels. These levels are used in the dashboard for:
- Filters and advanced search
- Badges and colors on Agent cards
- Ranking and recommendations
- Risk alerts when combined with WAMI
| Level | HUMI Range | UI Color | Badge / Label | Description for Users (Dashboard) | Business Trust Level | Approx. Risk |
|---|---|---|---|---|---|---|
| Unstable | 0 – 49 | 🔴 Red | Unstable | High-risk or very low maturity Agent. Extreme caution required. | Very low – Not recommended for production | High |
| Developing | 50 – 64 | 🟠 Orange | Developing | Basic Agent. Has minimal presence but still immature. | Moderate – Monitor closely | Medium-High |
| Stable | 65 – 79 | 🟢 Light Green | Stable | Reliable Agent with solid intermediate maturity. Recommended for general use. | Good – Acceptable confidence level | Low |
| Very Stable | 80 – 89 | 🟢 Green | Very Stable | Mature, consistent, and high-quality Agent. High reliability. | High – Suitable for critical integrations | Very Low |
| Elite | 90 – 100 | 🟢 Dark Green | Elite | Reference Agent in the ecosystem. Maximum quality and maturity. | Very High / Premium – Maximum trust | Minimal |
How Index HUMI Applies to the ERC-8004 Ecosystem
In the ERC-8004 ecosystem, Agents are autonomous entities that interact with users, protocols, and each other. Their credibility is critical for adoption, governance, staking, and marketplace listings.
Index HUMI acts as the primary trust layer for Agents, evaluating not just technical features but the full picture of legitimacy and real activity. It is calculated daily by querying the official Graph from Ormi Labs across the six main chains we monitor: BSC, Base, Polygon, BNB Chain, Arbitrum, and Solana.
HUMI applies to all Agents — new or ancient, high-activity or low-activity — ensuring every registered Agent receives a fair, up-to-date reputation score.
It enables:
- Automatic ranking and filtering of Agents in dashboards and marketplaces.
- Real-time risk assessment before any interaction (executions, attestations, payments, etc.).
- Seamless integration with Index WAMI to create a complete reputation system (Agent + Owner wallet).
By adding HUMI, the entire ERC-8004 network gains a standardized way to distinguish high-quality, battle-tested Agents from low-effort or suspicious ones.
Benefits of Using Index HUMI
- Instant Trust Decision: One number (0–100) tells users, platforms, and protocols everything they need to know about an Agent’s quality.
- Risk Reduction: Automatically flags Agents with poor ownership history, low metadata quality, suspicious activity, or weak external validation.
- Better Wallet Reputation Synergy: High-HUMI Agents paired with high-WAMI owner wallets receive maximum trust signals.
- Transparent & Auditable: Every point is backed by on-chain data and fully explainable (no black-box AI).
- Scalable & Real-Time: Updates automatically as new Agent activity and analysis records are processed.
- Business Opportunities: Enables premium features such as Agent scoring APIs, advanced search filters, governance weighting, and marketplace curation.
- Ecosystem-Wide Standardization: Creates a common language of trust across all Agents, owners, and dApps in the ERC-8004 network.
How Index HUMI Complements the Index WAMI
Index HUMI and Index WAMI work together as a complete reputation stack for the ERC-8004 ecosystem:
- Index HUMI evaluates the Agent itself (metadata quality, activity, identity, protocol usage, owner history, etc.).
- Index WAMI evaluates the wallet behind the Agent (the owner or registering wallet).
Key synergy:
- A high HUMI score (e.g., 85+) is further strengthened when the owner wallet also has a high WAMI score, creating the strongest possible trust signal.
- A low HUMI score (e.g., below 60) combined with a low WAMI score raises strong red flags, even if one of them looks acceptable in isolation.
- Together they provide the full picture: “Is the Agent well-built AND is it controlled by a trustworthy wallet?”
This combination creates the most robust reputation system in the ERC-8004 ecosystem — far stronger than evaluating Agents or wallets in isolation.
Comparison with External Reputation Indices and Oracles
| Index / Oracle | Provider | Focus | Score Range | Data Used | Key Advantage of HUMI |
|---|---|---|---|---|---|
| Nansen / Arkham Agent Scores | Nansen / Arkham | Wallet & entity labeling | 0–100 | Off-chain + on-chain analytics | HUMI is purpose-built for ERC-8004 Agents |
| Chainalysis / TRM Labs | Chainalysis/TRM | Risk & compliance scoring | Risk tiers | On-chain + off-chain intel | HUMI is public, transparent, and Agent-specific |
| Dune / Community Dashboards | Open-source | Custom on-chain metrics | Varies | On-chain queries | HUMI is standardized, real-time, and integrated with GSA |
| EigenLayer / DeFi Reputation | Various DeFi | Staking & protocol reputation | Varies | Protocol-specific activity | HUMI evaluates full Agent lifecycle across all chains |
| General AI Agent Scores | Various startups | Off-chain AI metrics | Varies | API + metadata | HUMI is fully on-chain and tied to ERC-8004 registrations |
Why HUMI stands out:
- It is purpose-built for the ERC-8004 Agent ecosystem (most external tools are general-purpose or wallet-only).
- Fully on-chain and transparent (no proprietary black-box models).
- Directly integrated with Index WAMI for a complete Agent + Owner reputation system.
- Free from external dependencies — all data is sourced directly from the blockchain (ERC-8004 Graph from Ormi Labs + wallet activity indexed via Alchemy, Moralis, and Zerion) and stored in our ERC-8004 and walcert tables.
Data Freshness and Agent Evaluation Strategy
Index HUMI is engineered for both accuracy and efficiency. It is recalculated daily using the official Graph provided by Ormi Labs, ensuring every Agent has fresh, reliable data.
Which Agents are evaluated?
HUMI evaluates all Agents in the ecosystem without exception:
- New Agents and ancient Agents
- High-activity Agents and low-activity Agents
- Agents across all monitored chains
This universal approach guarantees that every registered Agent receives a fair and current reputation score.
What data is refreshed daily?
- Nonce and balance of all wallets associated with Agents (owner wallets and registration wallets).
- On-chain activity and registration data from the six chains we monitor daily: BSC, Base, Polygon, BNB Chain, Arbitrum, and Solana.
- Off-chain pointers found directly in ERC-8004 records, including:
- Metadata URIs and DID documents
- Feedbacks from more than 21 external entities (processed automatically)
The system intelligently decides which modules need updating based on the latest Graph data and time-based freshness rules. This daily cycle, combined with smart “does need” flags, keeps the index accurate without unnecessary recomputation.
Benefits of this approach
- Maximum freshness: Scores are never more than 24 hours old.
- Complete coverage: Every Agent — regardless of age or activity level — is included.
- Rich data depth: Combines on-chain Graph data with imported off-chain metadata and external feedbacks.
- Scalability: Daily processing across six major chains remains efficient thanks to intelligent filtering.
- Trust at ecosystem scale: Users and platforms always see the most current and comprehensive view of Agent quality.
This strategy ensures Index HUMI remains both accurate and performant at ecosystem scale.
Pillars of the Index HUMI
Each pillar is worth exactly 25 points. Below are the specific aspects analyzed and the maximum points each aspect can contribute.
1. Pillar History (25 points)
Evaluates the Agent’s ownership stability and historical reputation.
- Strength and activity of the owner wallet: 10 points
- Stability of ownership over time (few or no changes): 5 points
- Longevity and antiquity of the owner wallet: 5 points
- Quality and activity of the owner’s overall Agent portfolio: 5 points
2. Pillar Information (25 points)
Measures the richness, professionalism, and completeness of the Agent’s public identity and technical metadata.
- Quality of name, description, and image: 7.5 points
- Diversity and depth of information sources (Chain + URI + external): 7.5 points
- Availability of contact methods and programmatic endpoints: 5 points
- Advanced technical maturity (supported trust, verification methods, skills, etc.): 5 points
3. Pillar Measure (25 points)
Assesses external validation, metadata richness, and specialized analysis of the Agent.
- Metadata richness and completeness: 8 points
- Existence of external audits and protocol activity: 7 points
- Identity analysis and specialized evaluations: 5 points
- Overall quality signals with duplication and penalty adjustments: 5 points
4. Pillar Usage (25 points)
Analyzes the Agent’s real on-chain activity and engagement level.
- Natural and consistent recent activity (wallet + on-chain): 10 points
- Volume and quality of attestations, comments, and executions: 6 points
- Advanced activity patterns with payments and protocol usage: 5 points
- Absence of suspicious patterns or penalties: 4 points
Ready to implement?
For the technical implementation of the API and access to the Dashboard, we recommend visiting our official website:
https://www.globalscoreagent.com/
Together with Index WAMI, HUMI forms the new standard for trust in the ERC-8004 ecosystem.