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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | dsh-context | Beszel | Backlog.md |
|---|---|---|---|
| Platforms | DeepSeek Harness | Universal | Universal, Codex, Claude Code, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | Apache-2.0 | MIT | MIT |
| Stars | 3473 | 26480 | 7131 |
| Last activity | — | October 20, 2026 | — |
| Install complexity | تثبيت إضافة وتشغيل dsh web | متوسط / Medium | Easy — npm, Bun, Homebrew, or Nix |
| Category | DevOps | DevOps, Monitoring | Multi-Agent, Git, Workflow |
| Best use | For DSH developers diagnosing context growth, tool outputs, and compaction in long sessions. It estimates category composition and does not compact context automatically. | Best for an individual developer or small team running a VPS, home server, or a few Docker hosts and needing a simple dashboard, history, and alerts. Its value is combining host and container metrics in a self-hosted hub. It is not a full logs-and-traces observability platform. | Best for an individual developer or small team using coding agents and wanting to review the specification and plan before code. It keeps tasks, acceptance criteria, and decisions inside the project and exposes them through CLI, a local browser, or MCP. It is not a replacement for a centralized enterprise SaaS board with organization-wide permissions and reporting. |