opsveritas 0.4.0

Monitor your AI agents in 3 lines of code — tokens, cost, latency, and silent failures

opsveritas

Monitor your AI agents in three lines of code. Tracks tokens, cost, latency, model, and silent failures (200 OK with empty output) — and routes alerts to Slack / Email / Teams via OpsVeritas AI Agents Control Tower.

pip install opsveritas

Quick start (3 lines)

import opsveritas

opsveritas.init("<your-ingest-key>")                       # key from Settings → Integrations
client = opsveritas.wrap(openai_client, agent_name="Support Bot")
# use `client` exactly as before — runs appear in your dashboard automatically

Works the same for Anthropic and Gemini clients. Prefer manual control? Use the decorator:

@opsveritas.monitor("Nightly Report")
def run_report():
    ...

LangChain (one line)

Attach the handler to any LangChain chat model, LLM or chain — every call reports token / cost / latency / silent-failure automatically:

from langchain_openai import ChatOpenAI
import opsveritas

opsveritas.init("<your-ingest-key>")
model = ChatOpenAI(callbacks=[opsveritas.langchain("My Agent")])

Needs langchain-core (optional): pip install "opsveritas[langchain]". Works with any LangChain-backed provider (OpenAI, Anthropic, Gemini, Groq…). Inside opsveritas.run(...) the handler aggregates into a single execution instead of double-counting.

What data is sent

By design the SDK sends metadata only, plus a short output snippet — never your prompts/inputs:

Sent	Detail
✅ Metadata	agent name, status, timestamps, duration, token counts, model, cost, tool-call count
⚠️ Output snippet	first ~3,000 chars of the response (output_summary) — powers silent-failure detection
⚠️ Error message	the exception text, if a call fails
❌ Prompts / inputs	never sent — only token counts

Metadata-only mode (for regulated / client data)

Drop the output snippet and redact error text so no response content ever leaves your environment — token/cost/latency metadata still flows:

opsveritas.init("<your-ingest-key>", metadata_only=True)

Or set the environment variable:

OPSVERITAS_METADATA_ONLY=true

Reliability

Telemetry is non-blocking and fire-and-forget — it never raises into your code and never slows your agent. If the ingest endpoint is briefly unreachable, sends are retried with backoff and buffered in memory (bounded), then flushed on the next event — so a transient outage doesn't lose telemetry.

Configuration

opsveritas.init(
    api_key,
    endpoint="https://agents.opsveritas.com",  # optional
    metadata_only=False,                        # optional; when True, no response content is sent
)

License

MIT