Idea checked
an AI agent monitoring tool
There is a crowded AI agent monitoring market, but the gap is still better cross-agent cost, trace, and state monitoring for production teams.
Confidence: high — This search found 12 named open-source projects, 11 active, 40 first-hand complaints, 1 unsolved question, and several live communities discussing the problem.
- hackernews 30
- github 20
- githubissues 20
- discourse 20
- intent nothing found
- stackexchange 1
- registries 14
- tavily 9
- devto 10
1 source came back empty — what that means
- intent searched, nothing relevant found
Treat the report as weaker where a source is missing. Nothing here was substituted from somewhere else to fill the gap.
Interest over time From data
Hacker News stories mentioning monitoring observability tracking (topic read as “AI agent monitoring”), by year — 37 in total, currently flat.
- 2021
- 2022
- 2023
- 2024
- 2025
- 2026
This counts discussion on Hacker News, not global search demand. For developer tooling the two move together; for a local service business they do not.
Who is already building this From data
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SigNoz is an open-source observability platform with 31,759 stars and a last push on 2026-08-02; it covers logs, metrics, traces, infra monitoring, and AI agents.
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MLflow has 27,327 stars and a last push on 2026-08-02; it positions itself as an AI engineering platform that can debug, evaluate, monitor, and optimize production AI apps.
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AgentOps has 5,748 stars and was last pushed on 2026-06-25; it focuses on AI agent monitoring, LLM cost tracking, benchmarking, and framework integrations.
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RagaAI-Catalyst has 16,143 stars and was last pushed on 2026-02-11; it targets agent, LLM, and tools tracing plus debugging and analytics.
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OpenLit has 2,665 stars and was last pushed on 2026-08-01; it offers LLM observability, GPU monitoring, guardrails, evaluations, prompt management, and integrations with 50+ providers and frameworks.
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Laminar has 3,133 stars and was last pushed on 2026-08-02; it is an open-source observability platform purpose-built for AI agents.
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There are also smaller but active tools like Coze Loop with 5,665 stars, last pushed 2026-08-01, and Graykode's abtop with 3,411 stars, last pushed 2026-07-27, which monitors Claude Code and Codex sessions in real time.
What people actually say From data
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"With the recent incidents (DataTalks database wipe by Claude Code, Replit agent deleting data during code freeze), it's clear that running AI agents in production without observability is risky." This HN post says the pain is real and tied to production incidents.
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"no visibility into what the agent did step-by-step, surprise LLM bills from untracked token usage, risky outputs going undetected, and no audit trail for post-mortems." This is a direct list of missing capabilities from another HN discussion.
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"I was running some autonomous agents and realized I had no idea how much I was spending until the bill hit." This HN maker quote is about cost visibility, not just generic monitoring.
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"I kept discovering useful AI tools and marketing tactics too late, always buried under noise." This HN post shows why people build monitoring pipelines for noisy, fast-moving AI workflows.
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"I built this to give myself a 'Mission Control' for my terminal." This points to a desire for a live control surface for agent activity.
People asking to be sold to From data
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"I'm looking for a tool that helps me monitor my agents behaviour in production" This Tavily-captured Reddit intent is a direct buying signal.
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"Add AI agent monitoring" This GitHub issue is a plain request for the feature, not a market article.
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"Include agent identifier in warehouse query tags for per-agent cost monitoring" This issue shows people want attribution, not just aggregate monitoring.
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"Provide default Tetragon TracingPolicies that monitor OpenClaw at the kernel level" This asks for deeper monitoring than app-layer telemetry.
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"Add AIM instrumentation for AWS SDK Bedrockruntime Converse and ConverseStream API" This is another concrete request for broader agent observability coverage.
Where the opening is Model estimate
The model's read of the signals below — not something anyone measured.
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The current tools cover tracing, logs, evaluations, dashboards, or cost tracking, but the signals do not show one product that combines per-agent cost attribution, step-by-step action history, and cross-agent handoff monitoring in a single production workflow.
- github SigNoz/signoz 2021-01-03
- github mlflow/mlflow 2018-06-05
- github raga-ai-hub/RagaAI-Catalyst 2024-08-26
- github AgentOps-AI/agentops 2023-08-15
- github graykode/abtop 2026-03-29
- github lmnr-ai/lmnr 2024-08-29
- githubissues [AI Agents] Include agent identifier in warehouse query tags for per-agent cost monitoring 2026-07-24
- hackernews Ask HN: How are you monitoring AI agents in production? 2026-03-08
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Several projects are agent-focused, but the data does not show a clear winner for teams running many agents with shared infrastructure where agent identity and spend need to be tied to each workflow execution.
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The search also does not show a strong product around runtime safety for agents at the kernel or system level plus app-level observability together.
- githubissues [Feature]: Tetragon TracingPolicies for kernel-level security monitoring of AI agents 2026-02-15
- hackernews AgentSight: System-wide AI agent tracing and monitoring with eBPF 2026-06-03
- githubissues Support standalone spans & AI agent monitoring: testkit.spans() / findSpansByOp() 2026-07-15
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There is room for a tool that is less a generic observability suite and more an operator console for AI agents in production: who acted, what they touched, how much they cost, and what broke.
- hackernews Ask HN: How are you monitoring AI agents in production? 2026-03-08
- githubissues [AI Agents] Include agent identifier in warehouse query tags for per-agent cost monitoring 2026-07-24
- hackernews Show HN: AgentWatch – A terminal dashboard for monitoring AI Agent costs 2026-01-12
- hackernews Show HN: OCD – Open-source Kanban dashboard for monitoring AI coding agents 2026-02-20
How big the market might be Model estimate
The model's read of the signals below — not something anyone measured.
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This search found 12 named open-source projects, and 11 are active while 1 is slow.
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The largest live competitor is worldmonitor with 77,953 stars and a last push on 2026-08-02; the category also includes SigNoz at 31,759 stars and MLflow at 27,327 stars, both still maintained.
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There are 40 first-hand complaints, 1 unsolved Stack Exchange question with 1,812 views, and 0 stated wants in the counted facts.
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Matching discussion showed up in 8 communities: community.home-assistant.io, community.n8n.io, community.openai.com, discuss.elastic.co, discuss.python.org, forum.djangoproject.com, forum.rclone.org, and meta.discourse.org.
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Usage signals are still modest for the smallest pure agent-monitoring packages: @principal-ai/agent-monitoring has 646 monthly npm downloads, @aeonic-agentguard/sdk-node has 1,191, @wundr.io/agent-observability has 131, @mnfst/server has 63, @overdeck/desktop has 3,803, and @panctl/desktop has 347.
What could go wrong Model estimate
The model's read of the signals below — not something anyone measured.
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The space is crowded at the top, with several large, active open-source projects already covering observability and agent monitoring.
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A lot of demand may be satisfied inside broader observability platforms like SigNoz, MLflow, OpenLit, or commercial suites, so a standalone product will need a sharper wedge than 'monitor AI agents'.
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Some signals are about adjacent automation, security, or infrastructure monitoring rather than pure agent monitoring, so the demand may be noisier than the raw count suggests.
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The buyer may be split between platform engineers, app teams, and security teams, which can make positioning and packaging harder.
- githubissues [Feature]: Tetragon TracingPolicies for kernel-level security monitoring of AI agents 2026-02-15
- githubissues [AI Agents] Include agent identifier in warehouse query tags for per-agent cost monitoring 2026-07-24
- githubissues Support standalone spans & AI agent monitoring: testkit.spans() / findSpansByOp() 2026-07-15
- githubissues Java APM agent: AI Monitoring - Support for Converse and ConverseStream methods 2024-09-19
What to do this week Model estimate
The model's read of the signals below — not something anyone measured.
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Start with a narrow product for teams already running multiple agents: per-agent cost attribution, trace replay, and an audit trail for actions and tool calls.
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Make agent identity first-class in the data model from day one, because that is a repeated complaint in the signals.
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Support one or two popular frameworks first, then prove that you can track cost, traces, and failures better than the generic observability stack.
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If you build, test the wedge against people asking for production monitoring, not against people building tutorials or local dashboards.
- tavily Best Agentic monitoring tool? : r/AI_Agents
- hackernews Show HN: OCD – Open-source Kanban dashboard for monitoring AI coding agents 2026-02-20
- hackernews Show HN: Noter – AI agent dashboard for monitoring coding harnesses locally 2026-07-02
- hackernews Show HN: AgentDog – Open-source dashboard for monitoring local AI agents 2026-04-02
Competitor strength From data
Counted, not judged. Only projects that expose a hard number — stars, downloads, last commit — appear here, so they stop looking identical to each other. Products with no public metrics are discussed above instead of being given a row they cannot fill.
| Project | Stars | Downloads / mo | Activity |
|---|---|---|---|
| koala73/worldmonitor | 77,953 | — | Active 2026-08-02 |
| SigNoz/signoz | 31,759 | — | Active 2026-08-02 |
| mlflow/mlflow | 27,327 | — | Active 2026-08-02 |
| raga-ai-hub/RagaAI-Catalyst | 16,143 | — | Slow 2026-02-11 |
| apache/hertzbeat | 7,345 | — | Active 2026-08-02 |
| AgentOps-AI/agentops | 5,748 | — | Active 2026-06-25 |
| coze-dev/coze-loop | 5,665 | — | Active 2026-08-01 |
| TracecatHQ/tracecat | 3,751 | — | Active 2026-08-02 |
| graykode/abtop | 3,411 | — | Active 2026-07-27 |
| lmnr-ai/lmnr | 3,133 | — | Active 2026-08-02 |
| kite-org/kite | 2,961 | — | Active 2026-08-01 |
| openlit/openlit | 2,665 | — | Active 2026-08-01 |
- 12 open source
- 11 active
- 1 slow
- 40 first-hand complaints
- 8 communities discussing it
Domain names From data
Checked live against the registry, built from the subject of the idea rather than the first words of the sentence. A literal check is a fact; a brandable suggestion would be noise.
- aiagent.com taken
- aiagent.io available
- ai.com taken
- getai.com taken
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