Normalised enterprise agent-runtime telemetry

Normalised enterprise agent-runtime telemetry: prompt text, assistant reasoning and responses, tool inputs/results/failures, shell commands with exit codes and durations, file operations with diff hashes and byte counts, MCP server calls, approval/policy decisions, per-user/session/model token and cost usage — captured across 14+ coding-agent harnesses (Claude Code, Claude Cowork, Codex CLI/Desktop, Gemini CLI, Cursor, Cline, OpenCode, Qwen Code, Grok Build, Devin CLI/Desktop, Factory Droid, OpenClaw Gateway) into one common event schema, plus a separate config/inventory stream (inventory_state.jsonl with inventory.heartbeat and inventory.snapshot events).

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Sample

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Coverage

Universe, instruments and categories.

Industry: Infrastructure Software
Instruments: equities
Categories: AlternativeSentimentReference

Dataset card

Type: not stated
Format: Multimodal — structured JSON/JSONL event streams (OTLP-normalised) containing nested free text (prompts, reasoning, tool outputs, diffs), hashes, and numeric usage metrics
Volume: Per-tenant: thousands to hundreds of thousands of events per developer-month (each agent session emits prompt, LLM-call, per-tool-call, per-file-op and command events, plus token/cost metrics and diffs); aggregate corpus across the customer base is plausibly 10^6-10^8 normalised events, with per-event size capped by configured redaction and size limits.
Users: ~50-500 developer seats (inferred — pre-launch-stage 2-employee New York startup selling an enterprise-managed endpoint agent; no published customer count)
History: 2 years
Update frequency: not stated
Growth: Active / early — documentation covers 14+ harness integrations including very recent ones (Claude Cowork, Factory Droid, OpenClaw Gateway, Qwen Code) and a sibling docs page on Devin Cloud Agents, indicating fast, current integration cadence
Launched: ~2025-2026 (inferred — supported harness list is entirely current-generation agent tooling, and the corporate record shows a 2-person New York entity with no prior funding history)
Delivery: not stated
Entity mapping: not stated
Sample: not stated
Point-in-time: not stated
Licence: not stated

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