Move beyond the black box.
NOMOO is mission control for AI agents. Instrument any agent with a single line, trace every decision as it happens, and let automated optimization tune your prompts and parameters — so the systems you ship get measurably more reliable at scale.
Backed by a startup acceleratortools.search_kb
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Relevant passages retrieved on the first attempt; grounding for the final response looks solid.
One SDK, any stack. Instrument agents built with the frameworks you already use — no rewrites, no lock-in.
Put NOMOO to work across the entire agent lifecycle
Autonomous agents make decisions and call tools along paths that are hard to see and harder to debug. NOMOO turns that opacity into a clear, navigable record — then uses it to make your agents better. Instrument, trace, monitor, evaluate, detect, and optimize, all from one place.
One line to full visibility
Add the framework-agnostic SDK and call a single function. Automatic instrumentation wraps your agent and starts capturing every execution — no manual spans, minimal configuration.
# pip install nomoo import nomoo from my_agents import support_agent nomoo.init(project="support-triage") # one line to connect # automatic instrumentation — no manual spans agent = nomoo.instrument(support_agent) result = agent.run("Where is my refund?") # every nested call, argument & result is now traced
Every call, argument, and result
NOMOO records nested function calls, the arguments passed in, and the values returned — preserving the hierarchical relationships between each step of a run.
Follow the path to the outcome
Interactive, hierarchical visualizations lay out parent-child relationships and execution flow, so you can see exactly how an agent reached a given result.
Watch active sessions live
Real-time session monitoring streams live updates as your agents run in production, so you catch behavior the moment it happens.
Automated quality analysis
An automated reviewer critiques agent behavior, assigns severity-based feedback, and attaches actionable suggestions to the exact step that needs attention.
Redundant tool call. lookup_order was invoked twice with identical arguments within one run. Suggestion: memoize tool results per run or add a cache guard.
Plan looks well-scoped. Sub-tasks map cleanly to available tools; no missing capabilities detected.
Grounded answer. Response cites retrieved passages; no unsupported claims found.
Catch regressions automatically
NOMOO tracks performance over time and flags regressions automatically when an agent's behavior degrades — before your users feel it.
Tune prompts and parameters automatically
NOMOO continuously analyzes performance patterns and automatically tunes prompts and parameters to lift response quality — reducing manual prompt engineering.
Build and refine networks of agents
From a single agent to a coordinated network, NOMOO gives you an end-to-end loop to build, test, and refine — with full visibility at every layer.
Start in one line
Install the SDK, wrap your agent, and open the dashboard. Automatic instrumentation handles the rest — capturing nested calls, arguments, results, and timing into a single trace.
# pip install nomoo import nomoo from my_agents import support_agent nomoo.init(project="support-triage") # 1. connect agent = nomoo.instrument(support_agent) # 2. instrument result = agent.run("Where is my refund?") # 3. observe # traces stream to your NOMOO dashboard in real time
// npm install @nomoo/sdk import { init, instrument } from "@nomoo/sdk"; import { supportAgent } from "./agents"; init({ project: "support-triage" }); // 1. connect const agent = instrument(supportAgent); // 2. instrument const result = await agent.run("Where is my refund?"); // 3. observe // framework-agnostic — works the same on any stack
1 · Install
Add the SDK from your package manager. No agent infrastructure to stand up, nothing to host.
2 · Instrument
Call a single function. Automatic instrumentation wraps your agent with minimal configuration.
3 · Observe
Open the dashboard and watch traces, sessions, and quality scores arrive in real time.
Complete visibility into every execution
The NOMOO SDK captures detailed information about every run: nested function calls, the arguments passed, the results returned, and the hierarchical relationships between each step. The result is comprehensive observability into an agent's internal operation — so opaque, autonomous behavior becomes a record you can read.
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children 2
One-line integration
Connect the SDK and instrument your agent with a single call. The tooling adds to your existing infrastructure in minutes, not sprints.
Automatic instrumentation
No manual spans to write. NOMOO captures nested calls, arguments, results, and the relationships between steps for you, automatically.
Framework-agnostic
Whatever your agents are built on, NOMOO instruments them the same way — so you get one consistent record across your whole stack.
Watch your agents think — live
Real-time session monitoring streams live updates from active agent sessions, while an automated quality-analysis system critiques what it sees — assigning severity-based feedback and offering specific, actionable suggestions tied to the exact step that triggered them.
shipping.quote() across 3 carriersAutomated review: the same carrier was quoted twice with identical inputs. Suggestion — deduplicate quote calls within a session to cut latency and token spend.
Live sessions
See active agent sessions update in real time as they run, with each step appearing the moment it executes.
Severity-based feedback
Automated critique grades behavior by severity — info, warning, error — so the issues that matter most rise to the top.
Actionable suggestions
Every critique comes with a concrete next step, pinned to the exact span that triggered it — not a vague score.
Agents that get better over time
NOMOO tracks performance across runs and detects regressions the moment behavior degrades. Then it goes further — continuously analyzing performance patterns and automatically tuning prompts and parameters to improve response quality and overall effectiveness, so you spend less time hand-tuning prompts and more time shipping.
Performance trends
Quality and latency tracked run over run, so improvement (or drift) is always visible.
Regression detection
Behavior drops are flagged automatically — before users feel them.
Prompt auto-tuning
NOMOO proposes prompt edits drawn from real run patterns.
Parameter optimization
Sampling parameters tuned toward higher-quality responses.
Quality scoring
Each run scored from automated critique, so trends are measurable.
Pattern analysis
Recurring failure modes surfaced across many runs, not one trace.
Drop into your existing AI workflow
NOMOO is designed to integrate into the way you already build — with minimal setup. One-line integration, automatic instrumentation, and a framework-agnostic SDK mean the tooling slots into your existing infrastructure quickly, whatever your agents are built on.
One-line integration
Connect and instrument with a single call — the fastest path from black box to full trace.
Automatic instrumentation
Calls, arguments, results, and step relationships captured for you — no manual spans.
Framework-agnostic
No lock-in. The same SDK instruments agents on any framework or runtime you choose.
Minimal configuration
Sensible defaults out of the box. Add detail only where you want it; ship the rest as-is.
Schedule a demonstration
Bring your hardest-to-debug agent. We'll show you complete visibility into its behavior, real-time performance metrics, and AI-driven tuning — live, on your stack.
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