Vector Search Workflows
Wraps the mcp-vector-search CLI to index your codebase into ChromaDB and search it semantically. You run setup once to detect languages, build embeddings, and wire it into Claude Code or Cursor via MCP, then search and auto-index keeps things fresh as files change. The reindexing commands handle dependency updates, parser changes, or version bumps without trashing the whole index. Honestly most useful when you're building search tooling on top of MCP rather than just searching your own code, since Claude already has semantic awareness. The auto-index strategies and file watching hooks are the main reason to pull this in if you're shipping a tool that needs incremental reindexing without manual triggers.
- skills.sh installs
- 324
- GitHub stars
- 79
- last updated
- Aug 21, 2026
Install
$ npx -y skills add bobmatnyc/claude-mpm-skills --skill vector-search-workflows --agent claude-codeInstalls into .claude/skills of the current project.
Files
Vector Search Workflows (MCP Vector Search)
Overview
Use mcp-vector-search to index codebases into ChromaDB and search via semantic embeddings. The recommended flow is setup (init + index + MCP integration), then search, and use index or auto-index to keep data fresh.
Quick Start
pip install mcp-vector-search
mcp-vector-search setup
mcp-vector-search search "authentication logic"
setup detects languages, initializes config, indexes the repo, and configures MCP integrations (Claude Code, Cursor, etc.).
Core Commands
Indexing
mcp-vector-search index
mcp-vector-search index --force
mcp-vector-search index reindex --all --force
mcp-vector-search index reindex path/to/file.py
Auto-Index Strategies
mcp-vector-search auto-index setup --method all
mcp-vector-search auto-index status
mcp-vector-search auto-index check --auto-reindex --max-files 10
mcp-vector-search auto-index teardown --method all
Search
mcp-vector-search search "error handling patterns"
mcp-vector-search search "vector store initialization"
Status + Doctor
mcp-vector-search status
mcp-vector-search doctor
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageDetails
- Repository
- github.com/bobmatnyc/claude-mpm-skills
- Categories
- AI & Agent Building, Marketing & SEO
- First seen
- Jun 3, 2026
More from bobmatnyc/claude-mpm-skills
All 158- Vercel Storage Data324
- Example Framework Skill323
- Vercel Teams Billing320
- Spring Boot319
- Rust Desktop Applications263
- Api Security Review257
- Anthropic Sdk254
- Testing Anti Patterns226
- Root Cause Tracing216
- Mcp206
- Tauri Event System203
- Condition Based Waiting199
- Mcp Builder188
- Writing Plans187
- Dispatching Parallel Agents185
- Requesting Code Review182
- Webapp Testing Patterns181
- Langchain Framework165
- Django Framework159
- React State Machines158
- Neon Serverless Postgres156
- Nextjs Env Variables153
- Pyright Type Checker153
- Dspy Framework152
Recommended
More AI & Agent Building
ts-agent-sdkjezweb/claude-skillsGenerate typed TypeScript SDKs for AI agents to interact with MCP servers. Converts JSON-RPC curl commands to clean function calls. Auto-generates types, client317skills.sh installs
prompt-template-builderpatricio0312rev/skillsCreates reusable prompt templates with strict output contracts, style rules, few-shot examples, and do/don't guidelines. Provides system/user prompt files, vari287skills.sh installs
agent-buildershareai-lab/learn-claude-codeDesign and build AI agents for any domain. Use when users: (1) ask to "create an agent", "build an assistant", or "design an AI system" (2) want to understand a286skills.sh installs
alicloud-ai-audio-asrcinience/alicloud-skillsTranscribe non-realtime speech with Alibaba Cloud Model Studio Qwen ASR models (`qwen3-asr-flash`, `qwen-audio-asr`, `qwen3-asr-flash-filetrans`). Use when conv285skills.sh installsagent-orchestration-plannerpatricio0312rev/skillsDesigns multi-step agent workflows with tool usage, retry logic, state management, and budget controls. Provides orchestration diagrams, tool execution order, f283skills.sh installsalicloud-ai-image-zimage-turbocinience/alicloud-skillsGenerate images with Alibaba Cloud Model Studio Z-Image Turbo (z-image-turbo) via DashScope multimodal-generation API. Use when creating text-to-image outputs, 271skills.sh installs