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dsh-nautilus

Read-only session telemetry, alignment scoring ledger, OS/GPU monitoring, and workbench UI plugin for DeepSeek Harness.

UI & ProductivityDeveloper ToolsSkills & Workflows
1GitHub Stars0ForksUpdated2026-09-29

Install

$ dsh plugin --profile <profile-name> add github:chemmy-11/dsh-nautilus

Plugin Overview & Capabilities

AI-assisted organization based on the public repository snapshot. The content must be grounded in source evidence and does not replace compatibility or security verification.

source-grounded
dsh-nautilus is a non-intrusive observation and telemetry plugin for DeepSeek Harness (DSH). It automatically captures per-turn performance metrics such as token consumption, cache hits, latency, and tokens-per-second (TPS) into a local SQLite database without altering host runtime behavior. In addition to system telemetry and OS/GPU resource threshold alerts (pulse module), it integrates an interactive Nautilus Workbench UI into the DSH sidebar, enabling dual-track alignment evaluations, manual scoring (1-5 scales with citation requirements), and historical session analytics.

Key Capabilities

  • Per-turn session telemetry collection including tokens, cache hits, duration, and TPS
  • Dual-track alignment ledger comparing model self-evaluations against human judgements
  • Interactive Nautilus Workbench sidebar UI for reviewing metrics, historical sessions, and alignment scores
  • OS and GPU red-line alert detection with freeze snapshots and cooldown controls via the pulse module
  • Local SQLite storage preserving telemetry and scoring without modifying host session data

Useful For

  • Auditing token usage and response latency trends across long DeepSeek Harness sessions
  • Benchmarking and scoring model alignment quality against human baseline judgements
  • Monitoring system and GPU performance constraints during local LLM execution
  • Reviewing historical conversation traces and assigning post-hoc turn-level evaluations

Who It Fits

  • AI researchers evaluating LLM alignment and interactive reasoning performance
  • DeepSeek Harness power users seeking detailed session telemetry and cost tracking
  • Developers deploying local or desktop harnesses requiring host performance monitoring

Documented Limitations

  • Requires host restart upon installation or code updates (no live hot-reload in desktop host)
  • Desktop host integration requires explicit entry in dsh.profile.bundles
  • Telemetry ingest and certain API endpoints require local same-origin access or configured authentication tokens
  • Does not write to or read from Obsidian vaults directly despite legacy repository descriptions

DSH Compatibility

Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.

Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.

Dependency Counts

package.json declares 0 runtime, 9 development, 3 peer, and 0 optional dependencies.

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

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License Not Declared

GitHub did not report an SPDX license for this repository snapshot.

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Package Manifest Available

A root package.json was captured and can be inspected by the registry.

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Prepare Script Detected

package.json declares a prepare lifecycle script that may run during relevant package installation workflows.

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Source Available

Public GitHub source metadata is available for this registry snapshot.

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Source & Registry Notes

Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.

Source repository
chemmy-11/dsh-nautilus
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
cfa2769 · 2026-10-24

This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.

Repository Activity

GitHub stars
1GitHub stars
Forks
0
Open issues
5
Last commit
2026-09-29
Last release
No release detected
For maintainers

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