TMA1

Visit Tool

TMA1 is a Productivity & Business tool that provides local-first observability for LLM agents. It records tokens, cost, latency, and conversation replay directly on your machine, ensuring data privacy and control.

Claim this tool

No Views Yet

At a glance

Pricing

Open Source

Free tier

Yes

API

Yes

Skill level

Technical

About

What is TMA1?

TMA1 offers local-first observability for AI agents, providing detailed insights into LLM calls directly on your machine. It records tokens, estimated cost, latency, and allows for full conversation replay. Key features include cost breakdown by model and conversation, anomaly detection for runaway retry loops, and session analysis with file activity and API calls. TMA1 also provides tool analytics for latency and success rates, and security monitoring for shell commands, URL fetches, and prompt injections. All data remains local, stored in ~/.tma1/, with no network calls after initial setup, ensuring privacy and control over sensitive information.

Best used for

Ideal for developers and engineers who need to understand the performance and cost of their AI agents, debug unexpected behavior, and ensure sensitive data remains local. Especially valuable for those working with LLMs in environments where data privacy and detailed operational insights are paramount.

Common actions

monitor LLM agents

analyze AI costs

debug agent behavior

ensure data privacy

content analysisaimachine learningDeveloper Toolshacker newsTrend Analysistechnology intelligence

Capabilities

Key features

Local LLM observability
Cost breakdown analysis
Anomaly detection
Session replay
Tool analytics
Security monitoring
Full-text search

Target Audience

developerengineerresearcher

Integrations

opentelemetrygithub-copilot-cliclaude-codecodexopenclaw

Pricing & Plans

Open Source

Not Disclosed

FAQs

Which AI agents does TMA1 support for observability?

TMA1 supports any agent emitting OpenTelemetry data, including Claude Code, Codex, and OpenClaw. It also auto-discovers session logs from GitHub Copilot CLI and can parse JSONL for conversation replay from various sources, providing a unified dashboard view.

How does TMA1 ensure data privacy and security?

TMA1 is designed for local-first observability, meaning all traces and conversation logs are stored on your local disk in ~/.tma1/. It makes no network calls after the initial download, has no analytics or crash reports, and is fully open source (Apache-2.0), allowing for audits and air-gapped operation.

Can I query the data collected by TMA1 using SQL?

Yes, TMA1 provides a local SQL endpoint. You can connect using `mysql -h 127.0.0.1 -P 14002` or use the built-in query UI at `localhost:14000/dashboard/`. Traces, logs, and session data are available in dedicated tables for detailed analysis.

Trending

Subcategories trending in Productivity & Business

Workflow Automation Strategy & Planning HR & Recruiting Document Management Legal & Compliance Team Collaboration

Trending

Explore

Browse AI tools by category

Content & Design Productivity & Business Coding & Development AI Agents & Automation Research & Education Wellness & Lifestyle Career Development Marketing & Growth Data & Analytics Customer Support & CX Finance E-commerce