VeriSwarm
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For developers deploying AI agents that call tools.

Your agent asks to use a tool.
Should you let it?

VeriSwarm checks trust before every sensitive action. Strip PII before the LLM sees it. Block prompt injection in tool responses. Get allow, review, or deny in milliseconds.

POST /v1/decisions/check
{ "agent_id": "agt_123", "action": "send_email" }

→ { "decision": "allow", "trust_score": 78, "tier": "trusted" }
Start Free — 5,000 decisions/dayTry the Demo

The trust problem in agent ecosystems

Which agents can you trust?

As agent counts grow, trust becomes harder to infer from reputation or documentation alone. Teams need a repeatable way to evaluate who should be trusted.

What happens when one goes rogue?

A compromised or poorly configured agent can misuse tools, leak credentials, or act outside its intended scope. Response speed and policy clarity matter.

Can you prove what happened?

Logs are useful, but investigations and compliance reviews often require stronger evidence about what happened, why a decision was made, and whether records were altered.

How VeriSwarm works

1

Your platform sends agent activity

Agents report tool calls, task completions, and interactions via the API or MCP server. 22 standardized event types reduce ambiguity about what to send. Ingestion is always free and unlimited.

2

Trust scores update in real time

Identity, risk, reliability, and autonomy — four dimensions scored from behavioral evidence. Deterministic and explainable. 5 scoring profiles or custom weights.

3

Get instant allow, review, or deny

Call one endpoint before any sensitive action. VeriSwarm returns a policy decision based on the agent's trust tier. Verified agents can proceed with less friction. High-risk agents can be reviewed or blocked immediately.

Integrate in minutes, not months

Four ways to connect. Pick the one that fits your stack.

MCP Server

Any agent. 3 lines of config.

{
  "mcpServers": {
    "veriswarm": {
      "command": "python",
      "args": ["-m", "src"],
      "env": {
        "VERISWARM_API_KEY": "vs_..."
      }
    }
  }
}

65+ tools for trust scoring, event reporting, security, identity, audit, and agent operations. Works with Claude Desktop, Cursor, and other MCP clients.

LangChain Adapter

Auto-instrument. 2 lines of code.

handler = VeriSwarmCallbackHandler(
    api_key="vs_...",
    agent_id="agt_..."
)
agent = initialize_agent(
    tools, llm,
    callbacks=[handler]
)

Every tool call, task completion, and error automatically reported. Optional enforcement mode can block denied actions automatically.

Portable Credentials

Agents carry proof of trust.

{
  "veriswarm": {
    "identity_score": 82,
    "risk_score": 15,
    "risk_band": "low",
    "policy_tier": "tier_2",
    "is_verified": true
  }
}

Signed JWT credentials agents present to any platform. Verify offline via the public JWKS endpoint with a short-lived token.

Trust Badges

Embed trust on any page.

<img src="https://api.veriswarm.ai
  /v1/badge/my-agent.svg
  ?style=compact&theme=dark"
/>

Server-rendered SVG badges showing real-time trust scores. Works in READMEs, docs, profile pages, and other places where images can load.

VeriSwarm Suite

Verify identity, enforce trust, and preserve every decision.

Gate

Score agent trust and enforce policy decisions in real time.

Deterministic trust scoring across identity, risk, reliability, and autonomy dimensions. Policy tiers gate agent access. Moderation flags surface problems. Event ingestion and shared reputation included free.

Guard

Strip PII before it reaches the LLM. Block dangerous tool calls. Respond instantly.

Guard Proxy sits transparently between agents and their tools, tokenizing personal data, enforcing tool policies, scanning for prompt injection, and logging everything. One URL change. No agent code changes. Kill switch for emergencies.

Passport

Establish stronger agent identity and delegation context.

Verified identity with signed capability manifests. Scoped delegation grants between humans and agents. Portable credentials agents carry to any platform.

Vault

Maintain tamper-evident records of trust decisions and events.

Immutable hash-chained event ledger. Every action recorded with cryptographic integrity verification. Export audit trails for compliance reviews (certifications in progress).

Cortex

Run agents through cost-optimized, safety-aware execution paths.

Smart LLM routing with complexity-based model selection. Semantic response caching saves tokens on repeated queries. Configurable prompt compression cuts costs without losing meaning. A2A protocol for trust-verified agent-to-agent communication. Drop-in OpenAI-compatible proxy endpoint. Guard and policy enforcement at every layer.

Fleet

Deploy trusted agent templates with built-in controls and oversight.

Six agent templates across support, healthcare, accounting, legal, and real estate — or build your own. 26 integrations connect agents to calendars, CRMs, email, messaging, and more. Knowledge base, security testing, conversation logs, and runtime controls included.

Identity is just the beginning

Knowing who an agent is doesn't tell you whether to trust it. VeriSwarm goes further.

Red-team before you deploy

33 adversarial tests probe your agent for prompt injection, PII leakage, boundary violations, and unsafe tool usage. Get a Security Readiness Score before any customer interaction. Schedule recurring tests to catch regressions.

Compliance-ready audit trails

Vault's immutable ledger provides the audit evidence that SOC 2, ISO 42001, and EU AI Act frameworks require. Export structured records for compliance reviews. VeriSwarm's own certifications are in progress.

Behavioral anomaly detection

VeriSwarm maintains a behavioral baseline for every agent. When an agent's activity pattern deviates — volume spikes, new tools, trust drift — you get alerted before users notice.

Shadow agent discovery

Discover agents operating in your environment that nobody registered. VeriSwarm analyzes event streams to fingerprint unknown agents, assess their risk, and bring them under governance with one click.

Trust-gated credential vault

Store agent secrets (API keys, database credentials, OAuth tokens) encrypted in VeriSwarm's vault. Checkout is gated by the agent's trust score — if an agent's behavior degrades, it loses access to sensitive credentials automatically.

26 integrations, zero lock-in

Google Calendar, Gmail, HubSpot, Slack, Stripe, Zendesk, and 20 more. Your agents connect to the tools they need. Every integration call flows through Guard for PII protection and Vault for audit — automatically.

The agent reputation network

When an agent misbehaves on one platform, every platform knows.

1

Platforms report behavior

Every platform using VeriSwarm contributes behavioral signals — tool misuse, policy violations, credential leaks, spam — to the shared reputation ledger. Reports are hashed and anonymized. No raw data crosses tenant boundaries.

2

Reputation aggregates across providers

An agent's reputation score reflects its behavior across every platform in the network. Good behavior builds trust everywhere. Bad behavior follows the agent everywhere. The more providers participate, the more accurate the signal.

3

Any platform can query — for free

Before trusting an unknown agent, check its risk band for free with a single API call. Upgrade for the full breakdown — risk scores, provider counts, report types, and historical trends.

curl https://api.veriswarm.ai/v1/public/reputation/[email protected]

Intercept every tool call. Automatically.

Guard Proxy sits between your agents and their tools. One line of config. No agent code changes. Every call is scanned, filtered, and logged.

PII never reaches the LLM

Tokenize personal data before processing.

Names, emails, SSNs, phone numbers, medical records, credit cards — Guard detects and tokenizes PII using NER + regex before the LLM sees it. Agents work with tokens. Original data stays encrypted in the vault.

Block prompt injection in real time

Scan inputs and outputs for adversarial content.

Guard scans every user message and every tool response for injection patterns, persona shifts, delimiter attacks, and encoding tricks. Blocked attempts are logged in Vault and counted in the agent's trust score.

Enforce tool policies

Whitelist, blacklist, or require approval per tool.

Control which tools an agent can call, which parameters it can pass, and whether write actions require human approval. Policies are tenant-configurable and enforced transparently — the agent doesn't know the proxy is there.

Works with any MCP server

Cloud, Docker, or local. One URL change.

{
  "mcpServers": {
    "my-tools": {
      "command": "guard-proxy",
      "args": ["--target", "my-real-server"],
      "env": {
        "VERISWARM_API_KEY": "vs_..."
      }
    }
  }
}

VeriSwarm works with your existing stack

Already have an identity provider?

VeriSwarm is not an identity provider. It's the behavioral trust layer that sits alongside your existing IAM. Your identity provider tells you who an agent is. VeriSwarm tells you whether to trust what it does.

Any LLM. Any cloud. Any framework.

OpenAI, Anthropic, Google, Mistral, Llama, or your own fine-tuned model. AWS, Azure, GCP, or your own servers. LangChain, CrewAI, AutoGen, or raw API. VeriSwarm is the neutral trust layer that works across all of them.

Free to start. No sales call.

5,000 trust decisions per day, unlimited event ingestion, and the full scoring engine — free. No credit card. No enterprise contract. No waiting for a demo. Sign up, send events, get trust decisions.

Built for everyone in the agent ecosystem

Platform Operators

Gate agent access by trust tier. Discover shadow agents before they cause damage. Red-team agents before deployment. Monitor behavioral anomalies across your fleet. Kill rogue agents instantly.

Agent Developers

Deploy in 5 minutes with 6 pre-built templates. Connect 26 integrations. Test against 33 adversarial scenarios. Build trust over time with portable credentials that work on any platform.

Compliance Teams

Vault provides the immutable audit trails that SOC 2, ISO 42001, EU AI Act, and HIPAA reviews require. Export structured evidence packages with event records, chain verification, and decision logs. Certifications in progress.

Pricing

Event ingestion is always free and unlimited. You only pay for decision checks.

Free

$0
  • 5,000 decisions per day
  • Up to 10 agents
  • Unlimited event ingestion
  • Unlimited portable credentials
  • 30-day data retention
Start Free

Pro

$49/mo
  • 100,000 decisions per day
  • Unlimited agents
  • 90-day data retention
  • VeriSwarm Passport
  • 10 active workflows
  • Priority support
Get Pro

Max

$299/mo
  • 2,000,000 decisions per day
  • Unlimited agents
  • 365-day data retention
  • Guard + Passport + Vault
  • Unlimited workflows
  • Dedicated support
Get Max

Enterprise

Custom
  • Custom API limits
  • Custom retention
  • SSO / SAML
  • Dedicated SLA
  • Custom policy rules
  • Custom scoring weights
Contact Sales

Get a working trust decision into your stack quickly.

Create an account, register an agent, send an event, and check policy before action.

Start FreeTry the DemoAgent MarketplaceDocumentation