AgentPrizm
by VUGA Enterprises LLC
Governed, persistent memory and reusable skills for AI agents — over REST API and MCP
AgentPrizm is a governed memory and skills platform that gives AI agents persistent, auditable context across sessions through a REST API and a hosted MCP server. It is built for developers and enterprise teams whose agents need to remember, verify, and reuse information without hallucinating or contradicting themselves.
At a Glance
- Category
- Agent Development
- Pricing
- Freemium, Subscription
- Target Market
- Enterprise Developers, AI Engineers, CTOs, Startups
- Headquarters
- Miami, FL, USA
Key Features
- ✓Confidence-weighted memory
Every stored fact carries a 0–1 confidence score and a valid_from/valid_to window, with automatic contradiction handling to prevent stale data from poisoning decisions.
- ✓Auditable recall receipts
Each recall returns source citations and a trace ID so teams can prove what an agent remembered and why.
- ✓Right-to-forget
A single API call permanently deletes an agent's memories, providing GDPR Article 17-aligned verifiable deletion.
- ✓Container isolation
Memory is scoped per user, per organization, per agent, or per session to keep tenants and contexts separated.
- ✓AgentSkills marketplace
Publish, discover by intent, and fork versioned SKILL.md procedures with full lineage and built-in secret/PII blocking, included free on every plan.
- ✓REST API + MCP server
Reachable over an HTTP REST API and a native MCP server compatible with Claude Code, Cursor, Claude Desktop, and OpenClaw.
Capabilities
Use Cases
- •Sales agents with account memory
Retain customer and account context so agents stay consistent across reps and sessions.
- •Support bots with customer history
Give tier-1 support agents durable, verifiable context about each customer's prior issues.
- •Coding agents that remember decisions
Persist architectural decisions and constraints so coding agents don't re-litigate settled choices.
Ideal For
Best For
- ✓Persistent, governed memory for AI agents across sessions
- ✓Auditable agent context with confidence scores and right-to-forget
- ✓Publishing and reusing versioned agent skills and procedures
Integrations
Market Analysis
Pros
- ✓Governance and auditability are built in (confidence scores, validity windows, right-to-forget)
- ✓Works with any MCP-capable agent and offers a generous free tier
- ✓Bundled skills marketplace enables reuse across teams
Cons
- ✗Hosted-only — no self-hosting or on-premise option
- ✗Very new (launched July 2026) with limited public track record
Pricing
Hobby
$0
- ✓10,000 memories
- ✓4,500 recalls/month
- ✓API + MCP access
- ✓AgentSkills marketplace included
Starter
From $16/mo
- ✓100K memories
- ✓15K recalls/month
Builder
From $66/mo
- ✓400K memories
- ✓65K recalls/month
Scale
From $208/mo
- ✓1M memories
- ✓225K recalls/month
Enterprise
Contact for pricing
- ✓Custom memory and recall limits
- ✓Custom retention on hosted infrastructure
Free Hobby tier includes 10,000 memories and 4,500 recalls per month; paid plans from $16/mo scale memory and recall volume. The AgentSkills marketplace is included free on every plan.
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