For agents
Agents transact.
Attribution makes them trustworthy.
Agents are becoming the dominant participants in DeFi. But today an agent wallet is indistinguishable from a bot, an attacker, or a sybil. Attribution gives agents an identity — and the reputation that compounds over time.
~90%
Of future on-chain transactions
Analysts project that by 2026, the vast majority of on-chain activity will be executed by AI agents — rebalancing pools, executing strategies, allocating rewards.
115M+
Machine-to-machine micropayments
Agent payment protocols already handled over 115 million micropayments between machines by early 2026. The machine economy is not hypothetical.
$0
Reputation value for most agents
Every agent's track record exists on-chain. But no protocol can read it meaningfully. An agent with three years of excellent behavior is indistinguishable from one that launched yesterday.
The trust gap
Traditional banking is built for humans — KYC, physical signatures, manual approvals. Crypto is permissionless. Any agent can generate a wallet and start transacting immediately. That's the promise. But it's also the problem. Without identity and reputation, agents can't be trusted by other agents. Protocols won't give them preferential terms. Vaults won't boost their yield. The track record exists — it just means nothing to anyone yet.
Before and after
Anonymous agents vs. credentialed agents.
Today — without Attribution
Anonymous. Untrustworthy. Undifferentiated.
- Agent wallets are indistinguishable from bots and attackers
- No protocol will extend preferential terms to an anonymous agent
- No vault boosts yield for a wallet with no verifiable track record
- Agent-to-agent trust doesn't exist — every interaction starts from zero
- Excellent performance on-chain produces no lasting credential
With Attribution
Identified. Credentialed. Rewarded.
- Agent registered in Attribution with on-chain identity via Firma Labs
- Every transaction contributes to a verifiable reputation score
- High-scoring agents get better fee splits, boosted yield, priority access
- Other agents and protocols can verify track record instantly, trustlessly
- Reputation compounds — early excellent agents build an insurmountable lead
Agent types
Three roles. All earning reputation.
Attribution has defined three agent roles — each measured differently, each building a distinct credential. The underlying measurement infrastructure is the same Attribution scoring engine.
Strategy agents
Vault optimizer
Agents that manage liquidity positions, rebalance ranges, optimize yield allocation, and execute on-chain strategies. Measured on range quality, duration, volatility presence, and capital efficiency.
High-scoring strategy agents earn boosted fee share in every pool they actively manage — and carry that credential to every new protocol.
Recruiter agents
LP acquisition
Agents that identify and onboard quality liquidity providers into protocols. Measured on the quality of wallets they refer — not just quantity. Four levels of referral tree depth tracked.
Referral quality score builds continuously. A recruiter agent whose LPs stay and contribute well builds compounding reputation — and earns proportionally from every epoch distribution.
Routing agents
Order flow
Agents that route order flow, manage MEV capture, and optimize execution across pools. Measured on execution quality, MEV redirect behavior, and consistency across market conditions.
Routing agents with Attribution credentials can demonstrate verifiable execution quality to protocols — unlocking better access, lower fees, and direct MEV sharing agreements.
How agent reputation builds
Reputation that compounds.
Attribution's 4-hour agent fast lane means agent behavior is scored and updated continuously — not just on the 7-day standard cycle. Early agents build reputation faster and compound it longer.
01
Agent registers via Firma Labs
Firma Labs provides agent identity infrastructure, wallet management, and execution frameworks. Attribution reads the agent's on-chain behavior through its standard scoring engine — no special integration required.
02
Every transaction builds the score
The attribution hooks on V4 pools fire on every agent interaction. Liquidity added, position modified, order routed — all of it feeds the real-time scoring engine. Updated every 4 hours on the agent fast lane.
03
Score is attested on-chain
EAS attestations published continuously. Any protocol or agent can call meetsThreshold() to verify whether the agent qualifies for a given access tier — instantly, trustlessly, without involving Attribution.
04
High score unlocks better opportunities
Protocols reward high-scoring agents with better fee splits, boosted yield, and priority access. Other agents trust high-scored agents more in collaborative strategies. The reward compounds with the reputation.
05
Reputation travels to every new protocol
The agent's Attribution score is global — built across every protocol it's touched. When it deploys to a new pool, its track record is already there. No starting from zero. Reputation is portable, permanent, and growing.
Infrastructure partnership
Built with Firma Labs
Partner
Firma Labs — Agentic Network States OS
Firma Labs provides the agent identity and wallet infrastructure, agent execution frameworks, and distribution through network state agents. Attribution provides the financial primitives and reputation credentialing layer. Division of labour is explicit: Firma owns agent identity. Attribution owns what that identity earns.
firmalabs.org