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dsh-context-milvus

Semantic code search and codebase intelligence plugin for DeepSeek Harness powered by Milvus.

UI & ProductivityDeveloper Tools
3GitHub Stars0ForksUpdated2026-09-29

Install

$ dsh plugin --profile web add dsh-context-milvus

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-context-milvus equips DeepSeek Harness agents with semantic code search, AST-based chunking, and relationship analysis over a Milvus vector database. It reduces token overhead and tool call loops compared to standard grep workflows by enabling hybrid retrieval, call-chain tracing, incremental indexing, and architectural decision records (ADR) tracking.

Key Capabilities

  • Tree-sitter AST-aware chunking across 10+ programming languages with context overlap
  • Hybrid retrieval combining BM25 keyword matching and vector semantic search with RRF fusion
  • Incremental indexing powered by local Merkle SHA-256 state tracking
  • Code relationship and call chain tracing (find_callers and trace_call_chain) with cross-file import resolution
  • ADR (Architecture Decision Record) memory indexing, semantic search, and constraint management
  • Deferred background indexing and standalone CLI tool for large workspace processing

Useful For

  • Replacing repetitive grep and file reads with precise semantic code snippet retrieval
  • Tracing callers and impact analysis across complex multi-file codebases before refactoring
  • Tracking and enforcing architectural decision records directly within the coding agent workflow
  • Optimizing agent context windows and token usage on medium-to-large software repositories

Who It Fits

  • Software engineers using DeepSeek Harness for code refactoring and navigation
  • Teams working with large multi-language codebases needing local or hosted semantic search
  • Developers looking to ground DSH agents with codebase architecture and decision history

Documented Limitations

  • Requires an external embedding provider (e.g., Ollama or OpenAI-compatible endpoint) and a running Milvus/Zilliz instance
  • Requires DeepSeek Harness runtime version >= 0.2.0-rc.1
  • TypeScript, JavaScript, and Kotlin parsing do not have regex fallbacks if tree-sitter AST parsing fails
  • Sharing a single Milvus collection across distinct local machines with different file paths can cause path mismatch and duplicate entries

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, 5 development, 0 peer, and 0 optional dependencies.

info
License Declared

GitHub reports the repository license as MIT.

info
Package Manifest Available

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

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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
bobjia/dsh-context-milvus
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
e41d455 · 2026-09-30

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
3GitHub stars
Forks
0
Open issues
0
Last commit
2026-09-29
Last release
No release detected
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