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About

Prefactor is a real-time evaluation, observability, and reliability platform for production AI agents. It scores every run the moment it happens for quality, drift, cost, and data risk, then wires those evaluations into action so a failing agent is caught live instead of only appearing on a dashboard afterward. Teams can observe every model call, tool invocation, and decision as structured traces and spans, run LLM-as-judge, technical, qualitative, and custom evaluations on each step, and attach context from GitHub, Linear, Jira, databases, internal APIs, or other sources as ground truth. When a run crosses a defined threshold, Prefactor can block or throttle it, pause a sensitive action, or route it to a person for approval, modification, or rejection before execution, with every decision logged. The CLI discovers agents without a platform migration, while TypeScript and Python SDKs provide native support for LangChain, Claude, Vercel AI, OpenClaw, and LiveKit.

About

An agent with no hands is just a chat window. superagnt_ is one MCP server that gives the agent you already run social and web data, lead enrichment, a real Postgres database, shared memory, schedules, queues, webhooks and an inbox on a single key. Point Claude Code, Codex, Cursor, OpenClaw or any MCP client at the superagnt MCP server. Credits charged only on a successful response. Free and pay-as-you-go available; builder base from $19/mo.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

AI engineering and platform teams that need to evaluate, monitor, and improve production AI agents for quality, drift, risk, and cost in real time

Audience

AI agents, developers, startups and teams building with MCP clients and agent workflows.

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

$250 per month
Free Version Supported
Free Trial Not Supported

Pricing

Free
Free and pay-as-you-go; builder
Free Version Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

superagnt_
superagnt.com/agent-toolkit

Alternatives

PRISM

PRISM

Block Convey

Alternatives

MemClaw

MemClaw

Caura AI
Traccia

Traccia

Algen AI
PrimeClaws

PrimeClaws

PrimeClaws.com

Categories

Agentic AI Supported

Categories

Agentic AI Supported

Integrations

Amazon Web Services (AWS) Supported
Claude Code Supported
Claude Duet Supported
Claude for Legal Supported
CrewAI Supported
Gemini Supported
Jira Supported
Linear Supported
Mastra AI Supported
Microsoft Azure Supported
Mistral AI Supported
MongoDB Supported
Okta Supported
OpenClaw Supported
PostgreSQL Supported
Semantic Kernel Supported
Snowflake Supported
TypeScript Supported
Vercel AI Gateway Supported
Visual Studio Code Supported

Integrations

Amazon Web Services (AWS) Not Supported
Claude Code Not Supported
Claude Duet Not Supported
Claude for Legal Not Supported
CrewAI Not Supported
Gemini Not Supported
Jira Not Supported
Linear Not Supported
Mastra AI Not Supported
Microsoft Azure Not Supported
Mistral AI Not Supported
MongoDB Not Supported
Okta Not Supported
OpenClaw Not Supported
PostgreSQL Not Supported
Semantic Kernel Not Supported
Snowflake Not Supported
TypeScript Not Supported
Vercel AI Gateway Not Supported
Visual Studio Code Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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Claim superagnt_ and update features and information