DeepSeek Harness Plugins
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dsh-context-milvus

Semantic code search and AST indexing plugin for DeepSeek Harness backed by Milvus vector database.

UI & ProductivityDeveloper Tools
3GitHub Stars0ForksUpdated2026-09-20

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 is a DeepSeek Harness plugin providing semantic code search and AST-based repository indexing powered by Milvus. It registers search_code, index_code, and index_status tools, combining tree-sitter chunking, OpenAI/Ollama-compatible embeddings, Merkle-tree incremental syncing, and hybrid BM25/vector search to retrieve accurate code context for DSH coding agents.

Key Capabilities

  • Registers search_code, index_code, and index_status tools directly into DSH agents
  • AST code chunking across 10 programming languages using Tree-sitter with regex fallback
  • Hybrid search combining Milvus vector semantic retrieval with BM25 keyword matching via RRF fusion
  • Incremental indexing using SHA-256 Merkle hash tracking to process only changed files
  • Three-tier gitignore-style pattern matching to exclude irrelevant build artifacts and directories
  • Workspace isolation based on repository path hashes
  • Configurable via Cordis patch files, environment variables, or DSH Web UI

Useful For

  • Replacing crude grep searches with semantic code retrieval in large repositories
  • Providing high-precision code snippets to DSH coding agents while minimizing token usage
  • Maintaining up-to-date repository vector indexes through incremental code synchronization

Who It Fits

  • Developers using DeepSeek Harness for software engineering tasks in medium-to-large codebases
  • Engineers running self-hosted Milvus or Zilliz Cloud vector databases for code intelligence

Documented Limitations

  • Requires external Milvus or Zilliz Cloud instance and an embedding API endpoint (e.g. Ollama or OpenAI)
  • TypeScript and JavaScript parsing do not have regex fallback and will be skipped if Tree-sitter parsing fails
  • Requires DSH v0.6+ runtime environment

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.

No automated security signals have been published yet.

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
f580432 · 2026-09-21

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
2026-09-20
Last release
No release detected
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