DeepJIT
JIT compiler plugin for DeepSeek Harness that mines recurring agent workflows and compiles them into hot skills and flow templates.
Install
$ dsh plugin --profile web add @fly3366/deepjitPlugin 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.
Key Capabilities
- Monitors agent traces and mines recurring multi-tool execution patterns in SQLite
- Uses LLMs with best-of-N compilation to synthesize reusable markdown skills and step flow templates
- Hot-reloads compiled artifacts directly into the active DeepSeek Harness instance without restarting
- Provides AOT validation against the live tool registry, deoptimizes failing flows, and promotes reliable skills
- Includes automatic garbage collection for stale or underperforming artifacts
- Emits GenAI semantic-convention telemetry spans and tracks JIT metrics accessible via deepjit_status
Useful For
- Automatically converting repetitive multi-step tool calls and file operations into optimized reusable skills
- Speeding up recurring coding, testing, or summarization agent tasks across headless and web profiles
- Managing workflow lifecycle with automatic pruning of obsolete agent patterns and promotion of high-success flows
Who It Fits
- DeepSeek Harness developers executing repeated multi-tool workflows
- Agent system engineers looking to optimize latency and prompt efficiency through automated workflow compilation
Documented Limitations
- Requires Node.js ^22.19.0 or >=24.0.0
- Requires access to an LLM provider (such as DEEPSEEK_API_KEY) for the compilation step
- Stores execution traces and local database artifacts under ~/.dsh/deepjit/
DSH Compatibility
Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.
Security Signals
Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.
package.json declares 6 runtime, 3 development, 0 peer, and 0 optional dependencies.
package.json declares DSH bundle metadata.
GitHub reports the repository license as MIT.
A root package.json was captured and can be inspected by the registry.
Public GitHub source metadata is available for this registry snapshot.
Source & Registry Notes
Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.
- Source repository
- fly3366/DeepJIT
- Registry source
- GitHub · dsh-plugin topic
- Registry classification
- Plugin
- Source checked
- dc29818 · 2026-10-16
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
- 1
- Last commit
- 2026-10-15
- Last release
- 2026-08-13
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