| --- |
| license: cc-by-4.0 |
| task_categories: |
| - text-generation |
| language: |
| - en |
| tags: |
| - devops |
| - sre |
| - software-engineering |
| - benchmark |
| - agents |
| - mcp |
| - deterministic-evaluation |
| pretty_name: DevOpsBench-100 |
| size_categories: |
| - n<1K |
| --- |
| |
| # DevOpsBench-100 |
|
|
| DevOpsBench-100 is a synthetic long-horizon software-engineering / SRE agent |
| benchmark: 100 tasks over one executable world ("NovaCart", a mid-size |
| e-commerce SaaS) with 72 SQLite tables, |
| 1451 seeded rows, a 38-file monorepo with 417 commits, |
| and 97 MCP tools spanning a first-party engineering stack |
| (tickets, PRs, CI, deployments, canaries, migrations, feature flags, metrics, |
| alerts, incidents, chat, knowledge base) plus deliberately disagreeing |
| vendor-shaped surfaces (Jira, Linear, GitHub Issues, Prometheus, Sentry, |
| PagerDuty, Confluence, spreadsheets) and Kubernetes. |
|
|
| Tasks are outcome-only tickets (symptom + definition of done; company policy |
| lives in the world's knowledge base, not the prompt). Reference trajectories |
| run 4-34 tool calls (median 13). |
| Acceptance is fully deterministic: each task ships an executable vcode |
| verifier that checks the final world state and the append-only audit log, |
| with anti-forgery table pins - no LLM judge, no network, no clock in the |
| reward path. |
|
|
| ## What is included |
|
|
| - `data/tasks.jsonl`: task records (`task_id`, `task_name`, `world_id`, |
| `prompt`, `context_files`, `rubric`, `gold_output`, `metadata`). |
| - `tasks/`: one readable JSON record per task (includes the guided |
| instruction variant). |
| - `world/`: the offline world source - stdlib MCP server, tool implementations, |
| seeded SQLite database, schema and seed SQL. |
| - `verifiers/`: 100 standalone verifier scripts |
| (`python3 verify_<task>.py world.db` prints the full verdict). |
| - `trajectories/`: one executed reference trajectory per task (JSONL). |
| - `reports/`: measured build and qualification evidence. |
|
|
| ## Task families (19) |
|
|
| | Family | Tasks | |
| |---|---:| |
| | Cross-system source of truth | 8 | |
| | Error-rate SLO recovery | 8 | |
| | Latency optimization | 8 | |
| | API migration | 7 | |
| | Change attribution | 7 | |
| | Feature-flag operation | 7 | |
| | Multi-service rollout | 7 | |
| | Security incident response | 7 | |
| | AIOps root-cause analysis | 6 | |
| | Flaky-test remediation | 6 | |
| | AIOps detection | 5 | |
| | AIOps localization | 5 | |
| | Cross-source reconciliation | 5 | |
| | Code implementation | 4 | |
| | Operational judgement / restraint | 4 | |
| | Incident handover | 2 | |
| | Long-horizon delivery | 2 | |
| | Human-approval gated change | 1 | |
| | Workspace scripting | 1 | |
|
|
| ## Objective release gates |
|
|
| | Gate | Required | Measured | |
| |---|---:|---:| |
| | Tasks | 100 | 100 | |
| | Oracle replays at reward 1.0 | 100/100 | see `reports/qualification.json` | |
| | Deterministic verifier replays | 100/100 | see `reports/qualification.json` | |
| | Negative-control false accepts | 0 | see `reports/qualification.json` | |
| | LLM / network calls in verifier | 0 | 0 | |
|
|
| ## Provenance and contamination |
|
|
| Every service, metric, document, commit, and incident is synthetic and was |
| generated for the NovaCart world. 30 cross_system/handover tasks were ported |
| from TheAgentCompany task *shapes* re-grounded onto NovaCart's own state; the |
| AIOps families reproduce the microsoft/AIOpsLab task *structure* |
| (detect / localize / analyze) against NovaCart. No third-party benchmark |
| text, evidence, or gold answers are included. Gold outputs are public, so |
| this release is appropriate for transparent evaluation and RL experiments |
| rather than secret-test claims. |
| |
| ## Licenses |
| |
| Synthetic task data and world content are CC-BY-4.0. Benchmark code, |
| server, and verifiers are Apache-2.0. |
| |
