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Chroma MCP 서버 - 임베딩 데이터베이스 작업

Chroma 오픈소스 임베딩 데이터베이스의 공식 MCP 서버입니다. AI 에이전트가 Model Context Protocol을 통해 컬렉션 생성, 문서 추가, 벡터 검색, 전문 검색, 메타데이터 필터링을 수행할 수 있도록 지원합니다.

Chroma MCP 서버 - 임베딩 데이터베이스 작업란 무엇인가요?

Chroma MCP 서버는 Chroma 오픈소스 임베딩 데이터베이스를 위한 공식 Model Context Protocol (MCP) 서버로, AI 에이전트가 벡터 검색 및 의미론적 메모리 기능을 손쉽게 활용할 수 있도록 설계되었습니다. 이 도구는 컬렉션 생성, 문서 추가, 벡터 검색, 전문(full-text) 검색, 메타데이터 기반 필터링 등 임베딩 데이터베이스의 핵심 작업을 표준화된 MCP 인터페이스로 제공합니다. 주로 Claude Desktop과 같은 MCP 호환 클라이언트에서 사용되며, 간단한 JSON 설정 파일만으로 통합이 가능합니다. 개발자는 이 서버를 통해 LLM 애플리케이션에 장기 기억과 유사도 기반 검색 기능을 손쉽게 추가할 수 있어, RAG(Retrieval-Augmented Generation) 시스템이나 대화형 AI 비서 구축에 매우 유용합니다.

지원 대상✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/chroma-mcp-server-embedding-database-operations
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문서

Chroma MCP 서버 - 임베딩 데이터베이스 작업은(는) 무엇을 하나요?

Chroma 오픈소스 임베딩 데이터베이스의 공식 MCP 서버입니다. AI 에이전트가 Model Context Protocol을 통해 컬렉션 생성, 문서 추가, 벡터 검색, 전문 검색, 메타데이터 필터링을 수행할 수 있도록 지원합니다.

설치

업스트림 출처의 요구 사항 및 주의사항:

  • Python 또는 JavaScript LLM 앱에 메모리 기능을 추가하는 가장 빠른 방법입니다!

기본 사용 방법 및 시작 가이드:

  • Model Context Protocol (MCP)은 LLM 애플리케이션과 외부 데이터 소스 또는 도구 간의 원활한 통합을 위해 설계된 개방형 프로토콜로, 표준화된 인터페이스를 제공합니다.
  • 임시 클라이언트를 추가하려면 claude_desktop_config.json 파일에 다음 내용을 추가하세요:
{
  "mcpServers": {
    "chroma": {
      "command": "npx",
      "args": [
        "-y",
        "@chroma-core/mcp"
      ]
    }
  }
}

출처

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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openclaw/openclaw

Use when testing, fixing, or extending the OpenClaw Control UI GUI with Vitest + Playwright end-to-end checks, mocked Gateway WebSocket flows, mocked dashboard runs, screenshots/videos, or agent-verifiable browser proof.

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obra/superpowers

Obra superpowers agent skills.

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affaan-m/ECC

See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio...

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affaan-m/everything-claude-code

End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the orchestration layer for multi-channel product launches. Use when planning or executing a multi-channel product launch, or producing landing page, email, social, or ad copy.

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