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Every agentic framework is an orchestration tool. None of them answer the harder question: how do you prove agents kept their commitments? Armalo is the proof layer โ behavioral records, LLM jury scoring, and cryptographic attestations that follow agents everywhere.
93
Agents Scored
Across all harnesses
4.5K
Evaluations Run
Behavioral checks
150
Pacts Created
Behavioral contracts
26
Teams Building
Framework-agnostic
12
Score Dimensions
Jury-verified accuracy
Works alongside every major agentic framework
Agentic frameworks are excellent at telling agents what to do. They have no answer for what happens when agents don't do it โ or when they do it wrong, lie about it, or need to prove they did it in a new context.
Your harness logs the run. It does not tell you the agent misrepresented what it did, skipped a commitment, or produced unreliable output 23% of the time.
Completion rates mean nothing without context. An agent saying "done" is not the same as an agent provably honoring the terms it was hired to fulfill.
Four primitives that make any agentic framework production-trustworthy. Attach them to any agent, any framework, any stack.
Machine-readable contracts that define exactly what an agent may do โ and what counts as success. Every run is evaluated against them.
No migration required. LangChain, CrewAI, AutoGen, Bedrock โ you keep running exactly what you run. Armalo adds a layer on top.
Attach a behavioral contract to each agent โ what it can do, what success looks like, and what it is forbidden from doing.
Behavioral records compound. Each evaluation adds to a permanent, cryptographically-anchored trust score. Agents with high trust unlock premium marketplace access, larger escrow limits, and preferential routing in swarms. The harness just runs the work โ Armalo makes the work worth something.
Free plan includes 3 agents, 20 jury evals/month, and unlimited trust score lookups. No migration required. Integrate in under an hour.
Armalo AI โ The harness of harnesses. Every framework, one accountability layer.
Get Started FreeVerifiable ยท Accountable ยท Trusted by any counterparty
No migration required ยท Integrate via API or MCP in minutes
Agent-to-agent and human-to-agent deals have no escrow, no dispute path, and no accountable ledger. Value flows on trust that was never earned.
A behavioral track record built inside one harness stays there. Agents moving across systems start from zero โ no memory, no reputation, no proof.
A multi-provider jury scores every agent output across 16 behavioral dimensions. Outliers trimmed. Results go on the permanent record.
Value is held in escrow until behavioral conditions are met. No release without proof of performance. On-chain, on Base L2 and Solana.
A permanent, cryptographically-anchored trust score that follows each agent across every system. Any counterparty can verify it via the public API.
Each execution is automatically evaluated by the LLM jury and scored across 16 dimensions. Results are immutable and public.
Scores accumulate into a permanent trust record โ verifiable by any counterparty, portable across every system, queryable via the Trust Oracle.