MCP Context Server
What it does
An MCP server that provides persistent multimodal context storage for LLM agents.
- Connects 내 컴퓨터에서 실행
- Account or key Needs POSTGRESQL_CONNECTION_STRING, POSTGRESQL_PASSWORD, ANTHROPIC_API_KEY, OPENAI_API_KEY, AZURE_OPENAI_API_KEY, HUGGINGFACEHUB_API_TOKEN, VOYAGE_API_KEY, LANGSMITH_API_KEY, MCP_AUTH_TOKEN
- Category 검색 및 AI 기억
설치
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
검사 2/3 통과 · 내 컴퓨터에서 실행돼요 · ✓ 명령 확인 2026년 11월 13일
먼저: 어떤 AI를 쓰시나요?
쓰는 앱을 고르면 아래에 단계가 나옵니다.
Claude에 연결할 수 있지만 먼저 준비가 필요해요
MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만) · 컴퓨터용 Claude 앱(Windows 또는 Mac)에서만 되고 웹이나 모바일은 안 돼요
MCP Context Server에 가입하고 키 만들기
제작자 사이트에서 가입하고 다음 단계에 쓸 API 키를 만드세요. 요금과 무료 요금제는 제작자 사이트에서 확인하세요.
키 받는 방법은 아래 제작자 README에 있어요
컴퓨터용 Claude 앱 설정 파일 열기
SettingsDeveloperEdit Config
이 설정을 붙여 넣고 저장
{ "mcpServers": { "context": { "command": "uvx", "args": [ "mcp-context-server" ], "env": { "LOG_LEVEL": "your-value", "STORAGE_BACKEND": "your-value", "MAX_IMAGE_SIZE_MB": "your-value", "MAX_TOTAL_SIZE_MB": "your-value", "DB_PATH": "your-value", "POOL_MAX_READERS": "your-value", "POOL_MAX_WRITERS": "your-value", "POOL_CONNECTION_TIMEOUT_S": "your-value", "POOL_IDLE_TIMEOUT_S": "your-value", "POOL_HEALTH_CHECK_INTERVAL_S": "your-value", "RETRY_MAX_RETRIES": "your-value", "RETRY_BASE_DELAY_S": "your-value", "RETRY_MAX_DELAY_S": "your-value", "RETRY_JITTER": "your-value", "RETRY_BACKOFF_FACTOR": "your-value", "SQLITE_FOREIGN_KEYS": "your-value", "SQLITE_JOURNAL_MODE": "your-value", "SQLITE_SYNCHRONOUS": "your-value", "SQLITE_TEMP_STORE": "your-value", "SQLITE_MMAP_SIZE": "your-value", "SQLITE_CACHE_SIZE": "your-value", "SQLITE_PAGE_SIZE": "your-value", "SQLITE_WAL_AUTOCHECKPOINT": "your-value", "SQLITE_BUSY_TIMEOUT_MS": "your-value", "SQLITE_WAL_CHECKPOINT": "your-value", "SHUTDOWN_TIMEOUT_S": "your-value", "SHUTDOWN_TIMEOUT_TEST_S": "your-value", "QUEUE_TIMEOUT_S": "your-value", "QUEUE_TIMEOUT_TEST_S": "your-value", "CIRCUIT_BREAKER_FAILURE_THRESHOLD": "your-value", "CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S": "your-value", "CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS": "your-value", "POSTGRESQL_CONNECTION_STRING": "your-value", "POSTGRESQL_HOST": "your-value", "POSTGRESQL_PORT": "your-value", "POSTGRESQL_USER": "your-value", "POSTGRESQL_PASSWORD": "your-value", "POSTGRESQL_DATABASE": "your-value", "POSTGRESQL_POOL_MIN": "your-value", "POSTGRESQL_POOL_MAX": "your-value", "POSTGRESQL_POOL_TIMEOUT_S": "your-value", "POSTGRESQL_COMMAND_TIMEOUT_S": "your-value", "POSTGRESQL_MIGRATION_TIMEOUT_S": "your-value", "POSTGRESQL_MAX_INACTIVE_LIFETIME_S": "your-value", "POSTGRESQL_MAX_QUERIES": "your-value", "POSTGRESQL_TCP_KEEPALIVES_IDLE_S": "your-value", "POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S": "your-value", "POSTGRESQL_TCP_KEEPALIVES_COUNT": "your-value", "POSTGRESQL_STATEMENT_CACHE_SIZE": "your-value", "POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S": "your-value", "POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE": "your-value", "POSTGRESQL_SSL_MODE": "your-value", "POSTGRESQL_SCHEMA": "your-value", "ENABLE_SEMANTIC_SEARCH": "your-value", "ENABLE_EMBEDDING_GENERATION": "your-value", "OLLAMA_HOST": "your-value", "OLLAMA_AUTO_PULL": "your-value", "OLLAMA_PULL_TIMEOUT_S": "your-value", "EMBEDDING_OLLAMA_TRUNCATE": "your-value", "EMBEDDING_OLLAMA_NUM_CTX": "your-value", "EMBEDDING_MODEL": "your-value", "EMBEDDING_DIM": "your-value", "EMBEDDING_TIMEOUT_S": "your-value", "EMBEDDING_RETRY_MAX_ATTEMPTS": "your-value", "EMBEDDING_RETRY_BASE_DELAY_S": "your-value", "EMBEDDING_MAX_CONCURRENT": "your-value", "ENABLE_SUMMARY_GENERATION": "your-value", "SUMMARY_PROVIDER": "your-value", "SUMMARY_MODEL": "your-value", "SUMMARY_MAX_TOKENS": "your-value", "SUMMARY_TIMEOUT_S": "your-value", "SUMMARY_RETRY_MAX_ATTEMPTS": "your-value", "SUMMARY_RETRY_BASE_DELAY_S": "your-value", "SUMMARY_MAX_CONCURRENT": "your-value", "SUMMARY_PROMPT": "your-value", "SUMMARY_MIN_CONTENT_LENGTH": "your-value", "SUMMARY_OLLAMA_NUM_CTX": "your-value", "SUMMARY_OLLAMA_TRUNCATE": "your-value", "SUMMARY_OPENAI_REASONING_EFFORT": "your-value", "SUMMARY_ANTHROPIC_EFFORT": "your-value", "ANTHROPIC_API_KEY": "your-value", "ENABLE_FTS": "your-value", "FTS_LANGUAGE": "your-value", "FTS_RERANK_WINDOW_SIZE": "your-value", "FTS_RERANK_GAP_MERGE": "your-value", "ENABLE_HYBRID_SEARCH": "your-value", "HYBRID_RRF_K": "your-value", "HYBRID_RRF_OVERFETCH": "your-value", "HYBRID_FTS_OR_THRESHOLD": "your-value", "SEARCH_DEFAULT_SORT_BY": "your-value", "SEARCH_TRUNCATION_LENGTH": "your-value", "ENABLE_CHUNKING": "your-value", "CHUNK_SIZE": "your-value", "CHUNK_OVERLAP": "your-value", "CHUNK_AGGREGATION": "your-value", "CHUNK_DEDUP_OVERFETCH": "your-value", "ENABLE_RERANKING": "your-value", "RERANKING_PROVIDER": "your-value", "RERANKING_MODEL": "your-value", "RERANKING_MAX_LENGTH": "your-value", "RERANKING_OVERFETCH": "your-value", "RERANKING_CACHE_DIR": "your-value", "RERANKING_CHARS_PER_TOKEN": "your-value", "RERANKING_INTRA_OP_THREADS": "your-value", "RERANKING_CPU_MEM_ARENA": "your-value", "RERANKING_BATCH_SIZE": "your-value", "EMBEDDING_PROVIDER": "your-value", "OPENAI_API_KEY": "your-value", "OPENAI_API_BASE": "your-value", "OPENAI_ORGANIZATION": "your-value", "AZURE_OPENAI_API_KEY": "your-value", "AZURE_OPENAI_ENDPOINT": "your-value", "AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME": "your-value", "AZURE_OPENAI_API_VERSION": "your-value", "HUGGINGFACEHUB_API_TOKEN": "your-value", "VOYAGE_API_KEY": "your-value", "VOYAGE_TRUNCATION": "your-value", "VOYAGE_BATCH_SIZE": "your-value", "LANGSMITH_TRACING": "your-value", "LANGSMITH_API_KEY": "your-value", "LANGSMITH_PROJECT": "your-value", "LANGSMITH_ENDPOINT": "your-value", "METADATA_INDEXED_FIELDS": "your-value", "METADATA_INDEX_SYNC_MODE": "your-value", "MCP_TRANSPORT": "your-value", "FASTMCP_HOST": "your-value", "FASTMCP_PORT": "your-value", "FASTMCP_STATELESS_HTTP": "your-value", "DISABLED_TOOLS": "your-value", "MCP_AUTH_TOKEN": "your-value", "MCP_AUTH_CLIENT_ID": "your-value", "MCP_AUTH_PROVIDER": "your-value", "MCP_SERVER_INSTRUCTIONS": "your-value" } } } }키는 앱 입력란에만 붙여 넣고, 채팅에 붙이거나 다른 사람에게 보내지 마세요
Claude를 끄고 다시 열기
해 보기
MCP Context Server을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Claude가 MCP Context Server을 쓰고 있다고 하거나 답에 MCP Context Server 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Anthropic 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
ChatGPT는 아직 MCP Context Server에 연결할 수 없어요
MCP Context Server는 내 컴퓨터에 설치해서 쓰지만 ChatGPT는 웹에서 도는 서버만 연결할 수 있어요
대신 이렇게 할 수 있어요
A · MCP Context Server에 연결되는 앱 쓰기
- MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만) · 컴퓨터용 Claude 앱(Windows 또는 Mac)에서만 되고 웹이나 모바일은 안 돼요
- MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
- MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
- MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
B · 검색 및 AI 기억에서 ChatGPT에 연결되는 다른 서버
같은 분류에서 많이 쓰는 것 중 키 없이 주소만으로 연결되는 것을 골랐어요
- Context7✓ ChatGPT
- AIHOT✓ ChatGPT
- Sui Knowledge Base (kapa.ai)✓ ChatGPT
Claude Code에 연결할 수 있지만 먼저 준비가 필요해요
MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
MCP Context Server에 가입하고 키 만들기
제작자 사이트에서 가입하고 다음 단계에 쓸 API 키를 만드세요. 요금과 무료 요금제는 제작자 사이트에서 확인하세요.
키 받는 방법은 아래 제작자 README에 있어요
터미널 열기
Mac: Command+스페이스를 누르고 Terminal 입력 · Windows: PowerShell 열기
이 명령을 붙여 넣고 Enter
claude mcp add --scope user context --env LOG_LEVEL=your-value --env STORAGE_BACKEND=your-value --env MAX_IMAGE_SIZE_MB=your-value --env MAX_TOTAL_SIZE_MB=your-value --env DB_PATH=your-value --env POOL_MAX_READERS=your-value --env POOL_MAX_WRITERS=your-value --env POOL_CONNECTION_TIMEOUT_S=your-value --env POOL_IDLE_TIMEOUT_S=your-value --env POOL_HEALTH_CHECK_INTERVAL_S=your-value --env RETRY_MAX_RETRIES=your-value --env RETRY_BASE_DELAY_S=your-value --env RETRY_MAX_DELAY_S=your-value --env RETRY_JITTER=your-value --env RETRY_BACKOFF_FACTOR=your-value --env SQLITE_FOREIGN_KEYS=your-value --env SQLITE_JOURNAL_MODE=your-value --env SQLITE_SYNCHRONOUS=your-value --env SQLITE_TEMP_STORE=your-value --env SQLITE_MMAP_SIZE=your-value --env SQLITE_CACHE_SIZE=your-value --env SQLITE_PAGE_SIZE=your-value --env SQLITE_WAL_AUTOCHECKPOINT=your-value --env SQLITE_BUSY_TIMEOUT_MS=your-value --env SQLITE_WAL_CHECKPOINT=your-value --env SHUTDOWN_TIMEOUT_S=your-value --env SHUTDOWN_TIMEOUT_TEST_S=your-value --env QUEUE_TIMEOUT_S=your-value --env QUEUE_TIMEOUT_TEST_S=your-value --env CIRCUIT_BREAKER_FAILURE_THRESHOLD=your-value --env CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S=your-value --env CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS=your-value --env POSTGRESQL_CONNECTION_STRING=your-value --env POSTGRESQL_HOST=your-value --env POSTGRESQL_PORT=your-value --env POSTGRESQL_USER=your-value --env POSTGRESQL_PASSWORD=your-value --env POSTGRESQL_DATABASE=your-value --env POSTGRESQL_POOL_MIN=your-value --env POSTGRESQL_POOL_MAX=your-value --env POSTGRESQL_POOL_TIMEOUT_S=your-value --env POSTGRESQL_COMMAND_TIMEOUT_S=your-value --env POSTGRESQL_MIGRATION_TIMEOUT_S=your-value --env POSTGRESQL_MAX_INACTIVE_LIFETIME_S=your-value --env POSTGRESQL_MAX_QUERIES=your-value --env POSTGRESQL_TCP_KEEPALIVES_IDLE_S=your-value --env POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S=your-value --env POSTGRESQL_TCP_KEEPALIVES_COUNT=your-value --env POSTGRESQL_STATEMENT_CACHE_SIZE=your-value --env POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S=your-value --env POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE=your-value --env POSTGRESQL_SSL_MODE=your-value --env POSTGRESQL_SCHEMA=your-value --env ENABLE_SEMANTIC_SEARCH=your-value --env ENABLE_EMBEDDING_GENERATION=your-value --env OLLAMA_HOST=your-value --env OLLAMA_AUTO_PULL=your-value --env OLLAMA_PULL_TIMEOUT_S=your-value --env EMBEDDING_OLLAMA_TRUNCATE=your-value --env EMBEDDING_OLLAMA_NUM_CTX=your-value --env EMBEDDING_MODEL=your-value --env EMBEDDING_DIM=your-value --env EMBEDDING_TIMEOUT_S=your-value --env EMBEDDING_RETRY_MAX_ATTEMPTS=your-value --env EMBEDDING_RETRY_BASE_DELAY_S=your-value --env EMBEDDING_MAX_CONCURRENT=your-value --env ENABLE_SUMMARY_GENERATION=your-value --env SUMMARY_PROVIDER=your-value --env SUMMARY_MODEL=your-value --env SUMMARY_MAX_TOKENS=your-value --env SUMMARY_TIMEOUT_S=your-value --env SUMMARY_RETRY_MAX_ATTEMPTS=your-value --env SUMMARY_RETRY_BASE_DELAY_S=your-value --env SUMMARY_MAX_CONCURRENT=your-value --env SUMMARY_PROMPT=your-value --env SUMMARY_MIN_CONTENT_LENGTH=your-value --env SUMMARY_OLLAMA_NUM_CTX=your-value --env SUMMARY_OLLAMA_TRUNCATE=your-value --env SUMMARY_OPENAI_REASONING_EFFORT=your-value --env SUMMARY_ANTHROPIC_EFFORT=your-value --env ANTHROPIC_API_KEY=your-value --env ENABLE_FTS=your-value --env FTS_LANGUAGE=your-value --env FTS_RERANK_WINDOW_SIZE=your-value --env FTS_RERANK_GAP_MERGE=your-value --env ENABLE_HYBRID_SEARCH=your-value --env HYBRID_RRF_K=your-value --env HYBRID_RRF_OVERFETCH=your-value --env HYBRID_FTS_OR_THRESHOLD=your-value --env SEARCH_DEFAULT_SORT_BY=your-value --env SEARCH_TRUNCATION_LENGTH=your-value --env ENABLE_CHUNKING=your-value --env CHUNK_SIZE=your-value --env CHUNK_OVERLAP=your-value --env CHUNK_AGGREGATION=your-value --env CHUNK_DEDUP_OVERFETCH=your-value --env ENABLE_RERANKING=your-value --env RERANKING_PROVIDER=your-value --env RERANKING_MODEL=your-value --env RERANKING_MAX_LENGTH=your-value --env RERANKING_OVERFETCH=your-value --env RERANKING_CACHE_DIR=your-value --env RERANKING_CHARS_PER_TOKEN=your-value --env RERANKING_INTRA_OP_THREADS=your-value --env RERANKING_CPU_MEM_ARENA=your-value --env RERANKING_BATCH_SIZE=your-value --env EMBEDDING_PROVIDER=your-value --env OPENAI_API_KEY=your-value --env OPENAI_API_BASE=your-value --env OPENAI_ORGANIZATION=your-value --env AZURE_OPENAI_API_KEY=your-value --env AZURE_OPENAI_ENDPOINT=your-value --env AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME=your-value --env AZURE_OPENAI_API_VERSION=your-value --env HUGGINGFACEHUB_API_TOKEN=your-value --env VOYAGE_API_KEY=your-value --env VOYAGE_TRUNCATION=your-value --env VOYAGE_BATCH_SIZE=your-value --env LANGSMITH_TRACING=your-value --env LANGSMITH_API_KEY=your-value --env LANGSMITH_PROJECT=your-value --env LANGSMITH_ENDPOINT=your-value --env METADATA_INDEXED_FIELDS=your-value --env METADATA_INDEX_SYNC_MODE=your-value --env MCP_TRANSPORT=your-value --env FASTMCP_HOST=your-value --env FASTMCP_PORT=your-value --env FASTMCP_STATELESS_HTTP=your-value --env DISABLED_TOOLS=your-value --env MCP_AUTH_TOKEN=your-value --env MCP_AUTH_CLIENT_ID=your-value --env MCP_AUTH_PROVIDER=your-value --env MCP_SERVER_INSTRUCTIONS=your-value -- uvx mcp-context-serverEnter 전에 “your-value”를 내 키로 바꾸세요
키는 앱 입력란에만 붙여 넣고, 채팅에 붙이거나 다른 사람에게 보내지 마세요
Claude Code에서 /mcp 입력
MCP Context Server이 목록에 있고 연결됨으로 보이면 돼요
해 보기
MCP Context Server을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Claude Code가 MCP Context Server을 쓰고 있다고 하거나 답에 MCP Context Server 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Anthropic 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
Cursor에 연결할 수 있지만 먼저 준비가 필요해요
MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
MCP Context Server에 가입하고 키 만들기
제작자 사이트에서 가입하고 다음 단계에 쓸 API 키를 만드세요. 요금과 무료 요금제는 제작자 사이트에서 확인하세요.
키 받는 방법은 아래 제작자 README에 있어요
키 입력
MCP Context Server 설정에서 LOG_LEVEL, STORAGE_BACKEND, MAX_IMAGE_SIZE_MB, MAX_TOTAL_SIZE_MB, DB_PATH, POOL_MAX_READERS, POOL_MAX_WRITERS, POOL_CONNECTION_TIMEOUT_S, POOL_IDLE_TIMEOUT_S, POOL_HEALTH_CHECK_INTERVAL_S, RETRY_MAX_RETRIES, RETRY_BASE_DELAY_S, RETRY_MAX_DELAY_S, RETRY_JITTER, RETRY_BACKOFF_FACTOR, SQLITE_FOREIGN_KEYS, SQLITE_JOURNAL_MODE, SQLITE_SYNCHRONOUS, SQLITE_TEMP_STORE, SQLITE_MMAP_SIZE, SQLITE_CACHE_SIZE, SQLITE_PAGE_SIZE, SQLITE_WAL_AUTOCHECKPOINT, SQLITE_BUSY_TIMEOUT_MS, SQLITE_WAL_CHECKPOINT, SHUTDOWN_TIMEOUT_S, SHUTDOWN_TIMEOUT_TEST_S, QUEUE_TIMEOUT_S, QUEUE_TIMEOUT_TEST_S, CIRCUIT_BREAKER_FAILURE_THRESHOLD, CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S, CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS, POSTGRESQL_CONNECTION_STRING, POSTGRESQL_HOST, POSTGRESQL_PORT, POSTGRESQL_USER, POSTGRESQL_PASSWORD, POSTGRESQL_DATABASE, POSTGRESQL_POOL_MIN, POSTGRESQL_POOL_MAX, POSTGRESQL_POOL_TIMEOUT_S, POSTGRESQL_COMMAND_TIMEOUT_S, POSTGRESQL_MIGRATION_TIMEOUT_S, POSTGRESQL_MAX_INACTIVE_LIFETIME_S, POSTGRESQL_MAX_QUERIES, POSTGRESQL_TCP_KEEPALIVES_IDLE_S, POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S, POSTGRESQL_TCP_KEEPALIVES_COUNT, POSTGRESQL_STATEMENT_CACHE_SIZE, POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S, POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE, POSTGRESQL_SSL_MODE, POSTGRESQL_SCHEMA, ENABLE_SEMANTIC_SEARCH, ENABLE_EMBEDDING_GENERATION, OLLAMA_HOST, OLLAMA_AUTO_PULL, OLLAMA_PULL_TIMEOUT_S, EMBEDDING_OLLAMA_TRUNCATE, EMBEDDING_OLLAMA_NUM_CTX, EMBEDDING_MODEL, EMBEDDING_DIM, EMBEDDING_TIMEOUT_S, EMBEDDING_RETRY_MAX_ATTEMPTS, EMBEDDING_RETRY_BASE_DELAY_S, EMBEDDING_MAX_CONCURRENT, ENABLE_SUMMARY_GENERATION, SUMMARY_PROVIDER, SUMMARY_MODEL, SUMMARY_MAX_TOKENS, SUMMARY_TIMEOUT_S, SUMMARY_RETRY_MAX_ATTEMPTS, SUMMARY_RETRY_BASE_DELAY_S, SUMMARY_MAX_CONCURRENT, SUMMARY_PROMPT, SUMMARY_MIN_CONTENT_LENGTH, SUMMARY_OLLAMA_NUM_CTX, SUMMARY_OLLAMA_TRUNCATE, SUMMARY_OPENAI_REASONING_EFFORT, SUMMARY_ANTHROPIC_EFFORT, ANTHROPIC_API_KEY, ENABLE_FTS, FTS_LANGUAGE, FTS_RERANK_WINDOW_SIZE, FTS_RERANK_GAP_MERGE, ENABLE_HYBRID_SEARCH, HYBRID_RRF_K, HYBRID_RRF_OVERFETCH, HYBRID_FTS_OR_THRESHOLD, SEARCH_DEFAULT_SORT_BY, SEARCH_TRUNCATION_LENGTH, ENABLE_CHUNKING, CHUNK_SIZE, CHUNK_OVERLAP, CHUNK_AGGREGATION, CHUNK_DEDUP_OVERFETCH, ENABLE_RERANKING, RERANKING_PROVIDER, RERANKING_MODEL, RERANKING_MAX_LENGTH, RERANKING_OVERFETCH, RERANKING_CACHE_DIR, RERANKING_CHARS_PER_TOKEN, RERANKING_INTRA_OP_THREADS, RERANKING_CPU_MEM_ARENA, RERANKING_BATCH_SIZE, EMBEDDING_PROVIDER, OPENAI_API_KEY, OPENAI_API_BASE, OPENAI_ORGANIZATION, AZURE_OPENAI_API_KEY, AZURE_OPENAI_ENDPOINT, AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME, AZURE_OPENAI_API_VERSION, HUGGINGFACEHUB_API_TOKEN, VOYAGE_API_KEY, VOYAGE_TRUNCATION, VOYAGE_BATCH_SIZE, LANGSMITH_TRACING, LANGSMITH_API_KEY, LANGSMITH_PROJECT, LANGSMITH_ENDPOINT, METADATA_INDEXED_FIELDS, METADATA_INDEX_SYNC_MODE, MCP_TRANSPORT, FASTMCP_HOST, FASTMCP_PORT, FASTMCP_STATELESS_HTTP, DISABLED_TOOLS, MCP_AUTH_TOKEN, MCP_AUTH_CLIENT_ID, MCP_AUTH_PROVIDER, MCP_SERVER_INSTRUCTIONS가 비어 있어요. 내 키를 넣고 저장하세요
키는 앱 입력란에만 붙여 넣고, 채팅에 붙이거나 다른 사람에게 보내지 마세요
Cursor에서 AI 채팅을 Agent 모드로 열기
해 보기
MCP Context Server을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Cursor가 MCP Context Server을 쓰고 있다고 하거나 답에 MCP Context Server 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Cursor 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
VS Code에 연결할 수 있지만 먼저 준비가 필요해요
MCP Context Server 키가 필요해요 (제작자 사이트에서 만들기) · 먼저 컴퓨터에 Python (uv)를 설치하세요 (한 번만)
MCP Context Server에 가입하고 키 만들기
제작자 사이트에서 가입하고 다음 단계에 쓸 API 키를 만드세요. 요금과 무료 요금제는 제작자 사이트에서 확인하세요.
키 받는 방법은 아래 제작자 README에 있어요
키 입력
MCP Context Server 설정에서 LOG_LEVEL, STORAGE_BACKEND, MAX_IMAGE_SIZE_MB, MAX_TOTAL_SIZE_MB, DB_PATH, POOL_MAX_READERS, POOL_MAX_WRITERS, POOL_CONNECTION_TIMEOUT_S, POOL_IDLE_TIMEOUT_S, POOL_HEALTH_CHECK_INTERVAL_S, RETRY_MAX_RETRIES, RETRY_BASE_DELAY_S, RETRY_MAX_DELAY_S, RETRY_JITTER, RETRY_BACKOFF_FACTOR, SQLITE_FOREIGN_KEYS, SQLITE_JOURNAL_MODE, SQLITE_SYNCHRONOUS, SQLITE_TEMP_STORE, SQLITE_MMAP_SIZE, SQLITE_CACHE_SIZE, SQLITE_PAGE_SIZE, SQLITE_WAL_AUTOCHECKPOINT, SQLITE_BUSY_TIMEOUT_MS, SQLITE_WAL_CHECKPOINT, SHUTDOWN_TIMEOUT_S, SHUTDOWN_TIMEOUT_TEST_S, QUEUE_TIMEOUT_S, QUEUE_TIMEOUT_TEST_S, CIRCUIT_BREAKER_FAILURE_THRESHOLD, CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S, CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS, POSTGRESQL_CONNECTION_STRING, POSTGRESQL_HOST, POSTGRESQL_PORT, POSTGRESQL_USER, POSTGRESQL_PASSWORD, POSTGRESQL_DATABASE, POSTGRESQL_POOL_MIN, POSTGRESQL_POOL_MAX, POSTGRESQL_POOL_TIMEOUT_S, POSTGRESQL_COMMAND_TIMEOUT_S, POSTGRESQL_MIGRATION_TIMEOUT_S, POSTGRESQL_MAX_INACTIVE_LIFETIME_S, POSTGRESQL_MAX_QUERIES, POSTGRESQL_TCP_KEEPALIVES_IDLE_S, POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S, POSTGRESQL_TCP_KEEPALIVES_COUNT, POSTGRESQL_STATEMENT_CACHE_SIZE, POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S, POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE, POSTGRESQL_SSL_MODE, POSTGRESQL_SCHEMA, ENABLE_SEMANTIC_SEARCH, ENABLE_EMBEDDING_GENERATION, OLLAMA_HOST, OLLAMA_AUTO_PULL, OLLAMA_PULL_TIMEOUT_S, EMBEDDING_OLLAMA_TRUNCATE, EMBEDDING_OLLAMA_NUM_CTX, EMBEDDING_MODEL, EMBEDDING_DIM, EMBEDDING_TIMEOUT_S, EMBEDDING_RETRY_MAX_ATTEMPTS, EMBEDDING_RETRY_BASE_DELAY_S, EMBEDDING_MAX_CONCURRENT, ENABLE_SUMMARY_GENERATION, SUMMARY_PROVIDER, SUMMARY_MODEL, SUMMARY_MAX_TOKENS, SUMMARY_TIMEOUT_S, SUMMARY_RETRY_MAX_ATTEMPTS, SUMMARY_RETRY_BASE_DELAY_S, SUMMARY_MAX_CONCURRENT, SUMMARY_PROMPT, SUMMARY_MIN_CONTENT_LENGTH, SUMMARY_OLLAMA_NUM_CTX, SUMMARY_OLLAMA_TRUNCATE, SUMMARY_OPENAI_REASONING_EFFORT, SUMMARY_ANTHROPIC_EFFORT, ANTHROPIC_API_KEY, ENABLE_FTS, FTS_LANGUAGE, FTS_RERANK_WINDOW_SIZE, FTS_RERANK_GAP_MERGE, ENABLE_HYBRID_SEARCH, HYBRID_RRF_K, HYBRID_RRF_OVERFETCH, HYBRID_FTS_OR_THRESHOLD, SEARCH_DEFAULT_SORT_BY, SEARCH_TRUNCATION_LENGTH, ENABLE_CHUNKING, CHUNK_SIZE, CHUNK_OVERLAP, CHUNK_AGGREGATION, CHUNK_DEDUP_OVERFETCH, ENABLE_RERANKING, RERANKING_PROVIDER, RERANKING_MODEL, RERANKING_MAX_LENGTH, RERANKING_OVERFETCH, RERANKING_CACHE_DIR, RERANKING_CHARS_PER_TOKEN, RERANKING_INTRA_OP_THREADS, RERANKING_CPU_MEM_ARENA, RERANKING_BATCH_SIZE, EMBEDDING_PROVIDER, OPENAI_API_KEY, OPENAI_API_BASE, OPENAI_ORGANIZATION, AZURE_OPENAI_API_KEY, AZURE_OPENAI_ENDPOINT, AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME, AZURE_OPENAI_API_VERSION, HUGGINGFACEHUB_API_TOKEN, VOYAGE_API_KEY, VOYAGE_TRUNCATION, VOYAGE_BATCH_SIZE, LANGSMITH_TRACING, LANGSMITH_API_KEY, LANGSMITH_PROJECT, LANGSMITH_ENDPOINT, METADATA_INDEXED_FIELDS, METADATA_INDEX_SYNC_MODE, MCP_TRANSPORT, FASTMCP_HOST, FASTMCP_PORT, FASTMCP_STATELESS_HTTP, DISABLED_TOOLS, MCP_AUTH_TOKEN, MCP_AUTH_CLIENT_ID, MCP_AUTH_PROVIDER, MCP_SERVER_INSTRUCTIONS가 비어 있어요. 내 키를 넣고 저장하세요
키는 앱 입력란에만 붙여 넣고, 채팅에 붙이거나 다른 사람에게 보내지 마세요
VS Code에서 AI 채팅을 Agent 모드로 열기
해 보기
MCP Context Server을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ VS Code가 MCP Context Server을 쓰고 있다고 하거나 답에 MCP Context Server 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 VS Code 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
Windsurf, Zed, Gemini CLI 같은 다른 MCP 앱은 추가 방법이 저마다 달라요. 앱 목록에서 확인하세요
JSON 설정은 아래 “개발자용”에 있어요
개발자용: 터미널 명령과 JSON 설정
컴퓨터에 설치
Claude Code
claude mcp add --scope user context --env LOG_LEVEL=your-value --env STORAGE_BACKEND=your-value --env MAX_IMAGE_SIZE_MB=your-value --env MAX_TOTAL_SIZE_MB=your-value --env DB_PATH=your-value --env POOL_MAX_READERS=your-value --env POOL_MAX_WRITERS=your-value --env POOL_CONNECTION_TIMEOUT_S=your-value --env POOL_IDLE_TIMEOUT_S=your-value --env POOL_HEALTH_CHECK_INTERVAL_S=your-value --env RETRY_MAX_RETRIES=your-value --env RETRY_BASE_DELAY_S=your-value --env RETRY_MAX_DELAY_S=your-value --env RETRY_JITTER=your-value --env RETRY_BACKOFF_FACTOR=your-value --env SQLITE_FOREIGN_KEYS=your-value --env SQLITE_JOURNAL_MODE=your-value --env SQLITE_SYNCHRONOUS=your-value --env SQLITE_TEMP_STORE=your-value --env SQLITE_MMAP_SIZE=your-value --env SQLITE_CACHE_SIZE=your-value --env SQLITE_PAGE_SIZE=your-value --env SQLITE_WAL_AUTOCHECKPOINT=your-value --env SQLITE_BUSY_TIMEOUT_MS=your-value --env SQLITE_WAL_CHECKPOINT=your-value --env SHUTDOWN_TIMEOUT_S=your-value --env SHUTDOWN_TIMEOUT_TEST_S=your-value --env QUEUE_TIMEOUT_S=your-value --env QUEUE_TIMEOUT_TEST_S=your-value --env CIRCUIT_BREAKER_FAILURE_THRESHOLD=your-value --env CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S=your-value --env CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS=your-value --env POSTGRESQL_CONNECTION_STRING=your-value --env POSTGRESQL_HOST=your-value --env POSTGRESQL_PORT=your-value --env POSTGRESQL_USER=your-value --env POSTGRESQL_PASSWORD=your-value --env POSTGRESQL_DATABASE=your-value --env POSTGRESQL_POOL_MIN=your-value --env POSTGRESQL_POOL_MAX=your-value --env POSTGRESQL_POOL_TIMEOUT_S=your-value --env POSTGRESQL_COMMAND_TIMEOUT_S=your-value --env POSTGRESQL_MIGRATION_TIMEOUT_S=your-value --env POSTGRESQL_MAX_INACTIVE_LIFETIME_S=your-value --env POSTGRESQL_MAX_QUERIES=your-value --env POSTGRESQL_TCP_KEEPALIVES_IDLE_S=your-value --env POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S=your-value --env POSTGRESQL_TCP_KEEPALIVES_COUNT=your-value --env POSTGRESQL_STATEMENT_CACHE_SIZE=your-value --env POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S=your-value --env POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE=your-value --env POSTGRESQL_SSL_MODE=your-value --env POSTGRESQL_SCHEMA=your-value --env ENABLE_SEMANTIC_SEARCH=your-value --env ENABLE_EMBEDDING_GENERATION=your-value --env OLLAMA_HOST=your-value --env OLLAMA_AUTO_PULL=your-value --env OLLAMA_PULL_TIMEOUT_S=your-value --env EMBEDDING_OLLAMA_TRUNCATE=your-value --env EMBEDDING_OLLAMA_NUM_CTX=your-value --env EMBEDDING_MODEL=your-value --env EMBEDDING_DIM=your-value --env EMBEDDING_TIMEOUT_S=your-value --env EMBEDDING_RETRY_MAX_ATTEMPTS=your-value --env EMBEDDING_RETRY_BASE_DELAY_S=your-value --env EMBEDDING_MAX_CONCURRENT=your-value --env ENABLE_SUMMARY_GENERATION=your-value --env SUMMARY_PROVIDER=your-value --env SUMMARY_MODEL=your-value --env SUMMARY_MAX_TOKENS=your-value --env SUMMARY_TIMEOUT_S=your-value --env SUMMARY_RETRY_MAX_ATTEMPTS=your-value --env SUMMARY_RETRY_BASE_DELAY_S=your-value --env SUMMARY_MAX_CONCURRENT=your-value --env SUMMARY_PROMPT=your-value --env SUMMARY_MIN_CONTENT_LENGTH=your-value --env SUMMARY_OLLAMA_NUM_CTX=your-value --env SUMMARY_OLLAMA_TRUNCATE=your-value --env SUMMARY_OPENAI_REASONING_EFFORT=your-value --env SUMMARY_ANTHROPIC_EFFORT=your-value --env ANTHROPIC_API_KEY=your-value --env ENABLE_FTS=your-value --env FTS_LANGUAGE=your-value --env FTS_RERANK_WINDOW_SIZE=your-value --env FTS_RERANK_GAP_MERGE=your-value --env ENABLE_HYBRID_SEARCH=your-value --env HYBRID_RRF_K=your-value --env HYBRID_RRF_OVERFETCH=your-value --env HYBRID_FTS_OR_THRESHOLD=your-value --env SEARCH_DEFAULT_SORT_BY=your-value --env SEARCH_TRUNCATION_LENGTH=your-value --env ENABLE_CHUNKING=your-value --env CHUNK_SIZE=your-value --env CHUNK_OVERLAP=your-value --env CHUNK_AGGREGATION=your-value --env CHUNK_DEDUP_OVERFETCH=your-value --env ENABLE_RERANKING=your-value --env RERANKING_PROVIDER=your-value --env RERANKING_MODEL=your-value --env RERANKING_MAX_LENGTH=your-value --env RERANKING_OVERFETCH=your-value --env RERANKING_CACHE_DIR=your-value --env RERANKING_CHARS_PER_TOKEN=your-value --env RERANKING_INTRA_OP_THREADS=your-value --env RERANKING_CPU_MEM_ARENA=your-value --env RERANKING_BATCH_SIZE=your-value --env EMBEDDING_PROVIDER=your-value --env OPENAI_API_KEY=your-value --env OPENAI_API_BASE=your-value --env OPENAI_ORGANIZATION=your-value --env AZURE_OPENAI_API_KEY=your-value --env AZURE_OPENAI_ENDPOINT=your-value --env AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME=your-value --env AZURE_OPENAI_API_VERSION=your-value --env HUGGINGFACEHUB_API_TOKEN=your-value --env VOYAGE_API_KEY=your-value --env VOYAGE_TRUNCATION=your-value --env VOYAGE_BATCH_SIZE=your-value --env LANGSMITH_TRACING=your-value --env LANGSMITH_API_KEY=your-value --env LANGSMITH_PROJECT=your-value --env LANGSMITH_ENDPOINT=your-value --env METADATA_INDEXED_FIELDS=your-value --env METADATA_INDEX_SYNC_MODE=your-value --env MCP_TRANSPORT=your-value --env FASTMCP_HOST=your-value --env FASTMCP_PORT=your-value --env FASTMCP_STATELESS_HTTP=your-value --env DISABLED_TOOLS=your-value --env MCP_AUTH_TOKEN=your-value --env MCP_AUTH_CLIENT_ID=your-value --env MCP_AUTH_PROVIDER=your-value --env MCP_SERVER_INSTRUCTIONS=your-value -- uvx mcp-context-serverClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"context": {
"command": "uvx",
"args": [
"mcp-context-server"
],
"env": {
"LOG_LEVEL": "your-value",
"STORAGE_BACKEND": "your-value",
"MAX_IMAGE_SIZE_MB": "your-value",
"MAX_TOTAL_SIZE_MB": "your-value",
"DB_PATH": "your-value",
"POOL_MAX_READERS": "your-value",
"POOL_MAX_WRITERS": "your-value",
"POOL_CONNECTION_TIMEOUT_S": "your-value",
"POOL_IDLE_TIMEOUT_S": "your-value",
"POOL_HEALTH_CHECK_INTERVAL_S": "your-value",
"RETRY_MAX_RETRIES": "your-value",
"RETRY_BASE_DELAY_S": "your-value",
"RETRY_MAX_DELAY_S": "your-value",
"RETRY_JITTER": "your-value",
"RETRY_BACKOFF_FACTOR": "your-value",
"SQLITE_FOREIGN_KEYS": "your-value",
"SQLITE_JOURNAL_MODE": "your-value",
"SQLITE_SYNCHRONOUS": "your-value",
"SQLITE_TEMP_STORE": "your-value",
"SQLITE_MMAP_SIZE": "your-value",
"SQLITE_CACHE_SIZE": "your-value",
"SQLITE_PAGE_SIZE": "your-value",
"SQLITE_WAL_AUTOCHECKPOINT": "your-value",
"SQLITE_BUSY_TIMEOUT_MS": "your-value",
"SQLITE_WAL_CHECKPOINT": "your-value",
"SHUTDOWN_TIMEOUT_S": "your-value",
"SHUTDOWN_TIMEOUT_TEST_S": "your-value",
"QUEUE_TIMEOUT_S": "your-value",
"QUEUE_TIMEOUT_TEST_S": "your-value",
"CIRCUIT_BREAKER_FAILURE_THRESHOLD": "your-value",
"CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S": "your-value",
"CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS": "your-value",
"POSTGRESQL_CONNECTION_STRING": "your-value",
"POSTGRESQL_HOST": "your-value",
"POSTGRESQL_PORT": "your-value",
"POSTGRESQL_USER": "your-value",
"POSTGRESQL_PASSWORD": "your-value",
"POSTGRESQL_DATABASE": "your-value",
"POSTGRESQL_POOL_MIN": "your-value",
"POSTGRESQL_POOL_MAX": "your-value",
"POSTGRESQL_POOL_TIMEOUT_S": "your-value",
"POSTGRESQL_COMMAND_TIMEOUT_S": "your-value",
"POSTGRESQL_MIGRATION_TIMEOUT_S": "your-value",
"POSTGRESQL_MAX_INACTIVE_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_QUERIES": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_IDLE_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_COUNT": "your-value",
"POSTGRESQL_STATEMENT_CACHE_SIZE": "your-value",
"POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE": "your-value",
"POSTGRESQL_SSL_MODE": "your-value",
"POSTGRESQL_SCHEMA": "your-value",
"ENABLE_SEMANTIC_SEARCH": "your-value",
"ENABLE_EMBEDDING_GENERATION": "your-value",
"OLLAMA_HOST": "your-value",
"OLLAMA_AUTO_PULL": "your-value",
"OLLAMA_PULL_TIMEOUT_S": "your-value",
"EMBEDDING_OLLAMA_TRUNCATE": "your-value",
"EMBEDDING_OLLAMA_NUM_CTX": "your-value",
"EMBEDDING_MODEL": "your-value",
"EMBEDDING_DIM": "your-value",
"EMBEDDING_TIMEOUT_S": "your-value",
"EMBEDDING_RETRY_MAX_ATTEMPTS": "your-value",
"EMBEDDING_RETRY_BASE_DELAY_S": "your-value",
"EMBEDDING_MAX_CONCURRENT": "your-value",
"ENABLE_SUMMARY_GENERATION": "your-value",
"SUMMARY_PROVIDER": "your-value",
"SUMMARY_MODEL": "your-value",
"SUMMARY_MAX_TOKENS": "your-value",
"SUMMARY_TIMEOUT_S": "your-value",
"SUMMARY_RETRY_MAX_ATTEMPTS": "your-value",
"SUMMARY_RETRY_BASE_DELAY_S": "your-value",
"SUMMARY_MAX_CONCURRENT": "your-value",
"SUMMARY_PROMPT": "your-value",
"SUMMARY_MIN_CONTENT_LENGTH": "your-value",
"SUMMARY_OLLAMA_NUM_CTX": "your-value",
"SUMMARY_OLLAMA_TRUNCATE": "your-value",
"SUMMARY_OPENAI_REASONING_EFFORT": "your-value",
"SUMMARY_ANTHROPIC_EFFORT": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"ENABLE_FTS": "your-value",
"FTS_LANGUAGE": "your-value",
"FTS_RERANK_WINDOW_SIZE": "your-value",
"FTS_RERANK_GAP_MERGE": "your-value",
"ENABLE_HYBRID_SEARCH": "your-value",
"HYBRID_RRF_K": "your-value",
"HYBRID_RRF_OVERFETCH": "your-value",
"HYBRID_FTS_OR_THRESHOLD": "your-value",
"SEARCH_DEFAULT_SORT_BY": "your-value",
"SEARCH_TRUNCATION_LENGTH": "your-value",
"ENABLE_CHUNKING": "your-value",
"CHUNK_SIZE": "your-value",
"CHUNK_OVERLAP": "your-value",
"CHUNK_AGGREGATION": "your-value",
"CHUNK_DEDUP_OVERFETCH": "your-value",
"ENABLE_RERANKING": "your-value",
"RERANKING_PROVIDER": "your-value",
"RERANKING_MODEL": "your-value",
"RERANKING_MAX_LENGTH": "your-value",
"RERANKING_OVERFETCH": "your-value",
"RERANKING_CACHE_DIR": "your-value",
"RERANKING_CHARS_PER_TOKEN": "your-value",
"RERANKING_INTRA_OP_THREADS": "your-value",
"RERANKING_CPU_MEM_ARENA": "your-value",
"RERANKING_BATCH_SIZE": "your-value",
"EMBEDDING_PROVIDER": "your-value",
"OPENAI_API_KEY": "your-value",
"OPENAI_API_BASE": "your-value",
"OPENAI_ORGANIZATION": "your-value",
"AZURE_OPENAI_API_KEY": "your-value",
"AZURE_OPENAI_ENDPOINT": "your-value",
"AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME": "your-value",
"AZURE_OPENAI_API_VERSION": "your-value",
"HUGGINGFACEHUB_API_TOKEN": "your-value",
"VOYAGE_API_KEY": "your-value",
"VOYAGE_TRUNCATION": "your-value",
"VOYAGE_BATCH_SIZE": "your-value",
"LANGSMITH_TRACING": "your-value",
"LANGSMITH_API_KEY": "your-value",
"LANGSMITH_PROJECT": "your-value",
"LANGSMITH_ENDPOINT": "your-value",
"METADATA_INDEXED_FIELDS": "your-value",
"METADATA_INDEX_SYNC_MODE": "your-value",
"MCP_TRANSPORT": "your-value",
"FASTMCP_HOST": "your-value",
"FASTMCP_PORT": "your-value",
"FASTMCP_STATELESS_HTTP": "your-value",
"DISABLED_TOOLS": "your-value",
"MCP_AUTH_TOKEN": "your-value",
"MCP_AUTH_CLIENT_ID": "your-value",
"MCP_AUTH_PROVIDER": "your-value",
"MCP_SERVER_INSTRUCTIONS": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"context": {
"command": "uvx",
"args": [
"mcp-context-server"
],
"env": {
"LOG_LEVEL": "your-value",
"STORAGE_BACKEND": "your-value",
"MAX_IMAGE_SIZE_MB": "your-value",
"MAX_TOTAL_SIZE_MB": "your-value",
"DB_PATH": "your-value",
"POOL_MAX_READERS": "your-value",
"POOL_MAX_WRITERS": "your-value",
"POOL_CONNECTION_TIMEOUT_S": "your-value",
"POOL_IDLE_TIMEOUT_S": "your-value",
"POOL_HEALTH_CHECK_INTERVAL_S": "your-value",
"RETRY_MAX_RETRIES": "your-value",
"RETRY_BASE_DELAY_S": "your-value",
"RETRY_MAX_DELAY_S": "your-value",
"RETRY_JITTER": "your-value",
"RETRY_BACKOFF_FACTOR": "your-value",
"SQLITE_FOREIGN_KEYS": "your-value",
"SQLITE_JOURNAL_MODE": "your-value",
"SQLITE_SYNCHRONOUS": "your-value",
"SQLITE_TEMP_STORE": "your-value",
"SQLITE_MMAP_SIZE": "your-value",
"SQLITE_CACHE_SIZE": "your-value",
"SQLITE_PAGE_SIZE": "your-value",
"SQLITE_WAL_AUTOCHECKPOINT": "your-value",
"SQLITE_BUSY_TIMEOUT_MS": "your-value",
"SQLITE_WAL_CHECKPOINT": "your-value",
"SHUTDOWN_TIMEOUT_S": "your-value",
"SHUTDOWN_TIMEOUT_TEST_S": "your-value",
"QUEUE_TIMEOUT_S": "your-value",
"QUEUE_TIMEOUT_TEST_S": "your-value",
"CIRCUIT_BREAKER_FAILURE_THRESHOLD": "your-value",
"CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S": "your-value",
"CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS": "your-value",
"POSTGRESQL_CONNECTION_STRING": "your-value",
"POSTGRESQL_HOST": "your-value",
"POSTGRESQL_PORT": "your-value",
"POSTGRESQL_USER": "your-value",
"POSTGRESQL_PASSWORD": "your-value",
"POSTGRESQL_DATABASE": "your-value",
"POSTGRESQL_POOL_MIN": "your-value",
"POSTGRESQL_POOL_MAX": "your-value",
"POSTGRESQL_POOL_TIMEOUT_S": "your-value",
"POSTGRESQL_COMMAND_TIMEOUT_S": "your-value",
"POSTGRESQL_MIGRATION_TIMEOUT_S": "your-value",
"POSTGRESQL_MAX_INACTIVE_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_QUERIES": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_IDLE_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_COUNT": "your-value",
"POSTGRESQL_STATEMENT_CACHE_SIZE": "your-value",
"POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE": "your-value",
"POSTGRESQL_SSL_MODE": "your-value",
"POSTGRESQL_SCHEMA": "your-value",
"ENABLE_SEMANTIC_SEARCH": "your-value",
"ENABLE_EMBEDDING_GENERATION": "your-value",
"OLLAMA_HOST": "your-value",
"OLLAMA_AUTO_PULL": "your-value",
"OLLAMA_PULL_TIMEOUT_S": "your-value",
"EMBEDDING_OLLAMA_TRUNCATE": "your-value",
"EMBEDDING_OLLAMA_NUM_CTX": "your-value",
"EMBEDDING_MODEL": "your-value",
"EMBEDDING_DIM": "your-value",
"EMBEDDING_TIMEOUT_S": "your-value",
"EMBEDDING_RETRY_MAX_ATTEMPTS": "your-value",
"EMBEDDING_RETRY_BASE_DELAY_S": "your-value",
"EMBEDDING_MAX_CONCURRENT": "your-value",
"ENABLE_SUMMARY_GENERATION": "your-value",
"SUMMARY_PROVIDER": "your-value",
"SUMMARY_MODEL": "your-value",
"SUMMARY_MAX_TOKENS": "your-value",
"SUMMARY_TIMEOUT_S": "your-value",
"SUMMARY_RETRY_MAX_ATTEMPTS": "your-value",
"SUMMARY_RETRY_BASE_DELAY_S": "your-value",
"SUMMARY_MAX_CONCURRENT": "your-value",
"SUMMARY_PROMPT": "your-value",
"SUMMARY_MIN_CONTENT_LENGTH": "your-value",
"SUMMARY_OLLAMA_NUM_CTX": "your-value",
"SUMMARY_OLLAMA_TRUNCATE": "your-value",
"SUMMARY_OPENAI_REASONING_EFFORT": "your-value",
"SUMMARY_ANTHROPIC_EFFORT": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"ENABLE_FTS": "your-value",
"FTS_LANGUAGE": "your-value",
"FTS_RERANK_WINDOW_SIZE": "your-value",
"FTS_RERANK_GAP_MERGE": "your-value",
"ENABLE_HYBRID_SEARCH": "your-value",
"HYBRID_RRF_K": "your-value",
"HYBRID_RRF_OVERFETCH": "your-value",
"HYBRID_FTS_OR_THRESHOLD": "your-value",
"SEARCH_DEFAULT_SORT_BY": "your-value",
"SEARCH_TRUNCATION_LENGTH": "your-value",
"ENABLE_CHUNKING": "your-value",
"CHUNK_SIZE": "your-value",
"CHUNK_OVERLAP": "your-value",
"CHUNK_AGGREGATION": "your-value",
"CHUNK_DEDUP_OVERFETCH": "your-value",
"ENABLE_RERANKING": "your-value",
"RERANKING_PROVIDER": "your-value",
"RERANKING_MODEL": "your-value",
"RERANKING_MAX_LENGTH": "your-value",
"RERANKING_OVERFETCH": "your-value",
"RERANKING_CACHE_DIR": "your-value",
"RERANKING_CHARS_PER_TOKEN": "your-value",
"RERANKING_INTRA_OP_THREADS": "your-value",
"RERANKING_CPU_MEM_ARENA": "your-value",
"RERANKING_BATCH_SIZE": "your-value",
"EMBEDDING_PROVIDER": "your-value",
"OPENAI_API_KEY": "your-value",
"OPENAI_API_BASE": "your-value",
"OPENAI_ORGANIZATION": "your-value",
"AZURE_OPENAI_API_KEY": "your-value",
"AZURE_OPENAI_ENDPOINT": "your-value",
"AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME": "your-value",
"AZURE_OPENAI_API_VERSION": "your-value",
"HUGGINGFACEHUB_API_TOKEN": "your-value",
"VOYAGE_API_KEY": "your-value",
"VOYAGE_TRUNCATION": "your-value",
"VOYAGE_BATCH_SIZE": "your-value",
"LANGSMITH_TRACING": "your-value",
"LANGSMITH_API_KEY": "your-value",
"LANGSMITH_PROJECT": "your-value",
"LANGSMITH_ENDPOINT": "your-value",
"METADATA_INDEXED_FIELDS": "your-value",
"METADATA_INDEX_SYNC_MODE": "your-value",
"MCP_TRANSPORT": "your-value",
"FASTMCP_HOST": "your-value",
"FASTMCP_PORT": "your-value",
"FASTMCP_STATELESS_HTTP": "your-value",
"DISABLED_TOOLS": "your-value",
"MCP_AUTH_TOKEN": "your-value",
"MCP_AUTH_CLIENT_ID": "your-value",
"MCP_AUTH_PROVIDER": "your-value",
"MCP_SERVER_INSTRUCTIONS": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"context": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-context-server"
],
"env": {
"LOG_LEVEL": "your-value",
"STORAGE_BACKEND": "your-value",
"MAX_IMAGE_SIZE_MB": "your-value",
"MAX_TOTAL_SIZE_MB": "your-value",
"DB_PATH": "your-value",
"POOL_MAX_READERS": "your-value",
"POOL_MAX_WRITERS": "your-value",
"POOL_CONNECTION_TIMEOUT_S": "your-value",
"POOL_IDLE_TIMEOUT_S": "your-value",
"POOL_HEALTH_CHECK_INTERVAL_S": "your-value",
"RETRY_MAX_RETRIES": "your-value",
"RETRY_BASE_DELAY_S": "your-value",
"RETRY_MAX_DELAY_S": "your-value",
"RETRY_JITTER": "your-value",
"RETRY_BACKOFF_FACTOR": "your-value",
"SQLITE_FOREIGN_KEYS": "your-value",
"SQLITE_JOURNAL_MODE": "your-value",
"SQLITE_SYNCHRONOUS": "your-value",
"SQLITE_TEMP_STORE": "your-value",
"SQLITE_MMAP_SIZE": "your-value",
"SQLITE_CACHE_SIZE": "your-value",
"SQLITE_PAGE_SIZE": "your-value",
"SQLITE_WAL_AUTOCHECKPOINT": "your-value",
"SQLITE_BUSY_TIMEOUT_MS": "your-value",
"SQLITE_WAL_CHECKPOINT": "your-value",
"SHUTDOWN_TIMEOUT_S": "your-value",
"SHUTDOWN_TIMEOUT_TEST_S": "your-value",
"QUEUE_TIMEOUT_S": "your-value",
"QUEUE_TIMEOUT_TEST_S": "your-value",
"CIRCUIT_BREAKER_FAILURE_THRESHOLD": "your-value",
"CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S": "your-value",
"CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS": "your-value",
"POSTGRESQL_CONNECTION_STRING": "your-value",
"POSTGRESQL_HOST": "your-value",
"POSTGRESQL_PORT": "your-value",
"POSTGRESQL_USER": "your-value",
"POSTGRESQL_PASSWORD": "your-value",
"POSTGRESQL_DATABASE": "your-value",
"POSTGRESQL_POOL_MIN": "your-value",
"POSTGRESQL_POOL_MAX": "your-value",
"POSTGRESQL_POOL_TIMEOUT_S": "your-value",
"POSTGRESQL_COMMAND_TIMEOUT_S": "your-value",
"POSTGRESQL_MIGRATION_TIMEOUT_S": "your-value",
"POSTGRESQL_MAX_INACTIVE_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_QUERIES": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_IDLE_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S": "your-value",
"POSTGRESQL_TCP_KEEPALIVES_COUNT": "your-value",
"POSTGRESQL_STATEMENT_CACHE_SIZE": "your-value",
"POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S": "your-value",
"POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE": "your-value",
"POSTGRESQL_SSL_MODE": "your-value",
"POSTGRESQL_SCHEMA": "your-value",
"ENABLE_SEMANTIC_SEARCH": "your-value",
"ENABLE_EMBEDDING_GENERATION": "your-value",
"OLLAMA_HOST": "your-value",
"OLLAMA_AUTO_PULL": "your-value",
"OLLAMA_PULL_TIMEOUT_S": "your-value",
"EMBEDDING_OLLAMA_TRUNCATE": "your-value",
"EMBEDDING_OLLAMA_NUM_CTX": "your-value",
"EMBEDDING_MODEL": "your-value",
"EMBEDDING_DIM": "your-value",
"EMBEDDING_TIMEOUT_S": "your-value",
"EMBEDDING_RETRY_MAX_ATTEMPTS": "your-value",
"EMBEDDING_RETRY_BASE_DELAY_S": "your-value",
"EMBEDDING_MAX_CONCURRENT": "your-value",
"ENABLE_SUMMARY_GENERATION": "your-value",
"SUMMARY_PROVIDER": "your-value",
"SUMMARY_MODEL": "your-value",
"SUMMARY_MAX_TOKENS": "your-value",
"SUMMARY_TIMEOUT_S": "your-value",
"SUMMARY_RETRY_MAX_ATTEMPTS": "your-value",
"SUMMARY_RETRY_BASE_DELAY_S": "your-value",
"SUMMARY_MAX_CONCURRENT": "your-value",
"SUMMARY_PROMPT": "your-value",
"SUMMARY_MIN_CONTENT_LENGTH": "your-value",
"SUMMARY_OLLAMA_NUM_CTX": "your-value",
"SUMMARY_OLLAMA_TRUNCATE": "your-value",
"SUMMARY_OPENAI_REASONING_EFFORT": "your-value",
"SUMMARY_ANTHROPIC_EFFORT": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"ENABLE_FTS": "your-value",
"FTS_LANGUAGE": "your-value",
"FTS_RERANK_WINDOW_SIZE": "your-value",
"FTS_RERANK_GAP_MERGE": "your-value",
"ENABLE_HYBRID_SEARCH": "your-value",
"HYBRID_RRF_K": "your-value",
"HYBRID_RRF_OVERFETCH": "your-value",
"HYBRID_FTS_OR_THRESHOLD": "your-value",
"SEARCH_DEFAULT_SORT_BY": "your-value",
"SEARCH_TRUNCATION_LENGTH": "your-value",
"ENABLE_CHUNKING": "your-value",
"CHUNK_SIZE": "your-value",
"CHUNK_OVERLAP": "your-value",
"CHUNK_AGGREGATION": "your-value",
"CHUNK_DEDUP_OVERFETCH": "your-value",
"ENABLE_RERANKING": "your-value",
"RERANKING_PROVIDER": "your-value",
"RERANKING_MODEL": "your-value",
"RERANKING_MAX_LENGTH": "your-value",
"RERANKING_OVERFETCH": "your-value",
"RERANKING_CACHE_DIR": "your-value",
"RERANKING_CHARS_PER_TOKEN": "your-value",
"RERANKING_INTRA_OP_THREADS": "your-value",
"RERANKING_CPU_MEM_ARENA": "your-value",
"RERANKING_BATCH_SIZE": "your-value",
"EMBEDDING_PROVIDER": "your-value",
"OPENAI_API_KEY": "your-value",
"OPENAI_API_BASE": "your-value",
"OPENAI_ORGANIZATION": "your-value",
"AZURE_OPENAI_API_KEY": "your-value",
"AZURE_OPENAI_ENDPOINT": "your-value",
"AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME": "your-value",
"AZURE_OPENAI_API_VERSION": "your-value",
"HUGGINGFACEHUB_API_TOKEN": "your-value",
"VOYAGE_API_KEY": "your-value",
"VOYAGE_TRUNCATION": "your-value",
"VOYAGE_BATCH_SIZE": "your-value",
"LANGSMITH_TRACING": "your-value",
"LANGSMITH_API_KEY": "your-value",
"LANGSMITH_PROJECT": "your-value",
"LANGSMITH_ENDPOINT": "your-value",
"METADATA_INDEXED_FIELDS": "your-value",
"METADATA_INDEX_SYNC_MODE": "your-value",
"MCP_TRANSPORT": "your-value",
"FASTMCP_HOST": "your-value",
"FASTMCP_PORT": "your-value",
"FASTMCP_STATELESS_HTTP": "your-value",
"DISABLED_TOOLS": "your-value",
"MCP_AUTH_TOKEN": "your-value",
"MCP_AUTH_CLIENT_ID": "your-value",
"MCP_AUTH_PROVIDER": "your-value",
"MCP_SERVER_INSTRUCTIONS": "your-value"
}
}
}
}직접 입력할 값
LOG_LEVELenvLog levelSTORAGE_BACKENDenvStorage backend type: sqlite (default) or postgresqlMAX_IMAGE_SIZE_MBenvMaximum individual image size in megabytesMAX_TOTAL_SIZE_MBenvMaximum total request size in megabytesDB_PATHenvCustom database file location pathPOOL_MAX_READERSenvMaximum number of concurrent read connections in the poolPOOL_MAX_WRITERSenvMaximum number of concurrent write connections in the poolPOOL_CONNECTION_TIMEOUT_SenvConnection timeout in secondsPOOL_IDLE_TIMEOUT_SenvIdle connection timeout in secondsPOOL_HEALTH_CHECK_INTERVAL_SenvConnection health check interval in secondsRETRY_MAX_RETRIESenvMaximum number of retry attempts for failed operationsRETRY_BASE_DELAY_SenvBase delay in seconds between retry attemptsRETRY_MAX_DELAY_SenvMaximum delay in seconds between retry attemptsRETRY_JITTERenvEnable random jitter in retry delaysRETRY_BACKOFF_FACTORenvExponential backoff multiplication factor for retriesSQLITE_FOREIGN_KEYSenvEnable SQLite foreign key constraintsSQLITE_JOURNAL_MODEenvSQLite journal mode (e.g., WAL, DELETE)SQLITE_SYNCHRONOUSenvSQLite synchronous mode (e.g., NORMAL, FULL, OFF)SQLITE_TEMP_STOREenvSQLite temporary storage location (e.g., MEMORY, FILE)SQLITE_MMAP_SIZEenvSQLite memory-mapped I/O size in bytesSQLITE_CACHE_SIZEenvSQLite cache size (negative value for KB, positive for pages)SQLITE_PAGE_SIZEenvSQLite page size in bytesSQLITE_WAL_AUTOCHECKPOINTenvSQLite WAL autocheckpoint threshold in pagesSQLITE_BUSY_TIMEOUT_MSenvSQLite busy timeout in millisecondsSQLITE_WAL_CHECKPOINTenvSQLite WAL checkpoint mode (e.g., PASSIVE, FULL, RESTART)SHUTDOWN_TIMEOUT_SenvServer shutdown timeout in secondsSHUTDOWN_TIMEOUT_TEST_SenvTest mode shutdown timeout in secondsQUEUE_TIMEOUT_SenvQueue operation timeout in secondsQUEUE_TIMEOUT_TEST_SenvTest mode queue timeout in secondsCIRCUIT_BREAKER_FAILURE_THRESHOLDenvCircuit breaker failure threshold before openingCIRCUIT_BREAKER_RECOVERY_TIMEOUT_SenvCircuit breaker recovery timeout in secondsCIRCUIT_BREAKER_HALF_OPEN_MAX_CALLSenvMaximum calls allowed in circuit breaker half-open statePOSTGRESQL_CONNECTION_STRING비밀 envComplete PostgreSQL connection string (overrides individual settings if provided)POSTGRESQL_HOSTenvPostgreSQL server host addressPOSTGRESQL_PORTenvPostgreSQL server port numberPOSTGRESQL_USERenvPostgreSQL database usernamePOSTGRESQL_PASSWORD비밀 envPostgreSQL database passwordPOSTGRESQL_DATABASEenvPostgreSQL database namePOSTGRESQL_POOL_MINenvPostgreSQL connection pool minimum sizePOSTGRESQL_POOL_MAXenvPostgreSQL connection pool maximum sizePOSTGRESQL_POOL_TIMEOUT_SenvPostgreSQL connection pool timeout in secondsPOSTGRESQL_COMMAND_TIMEOUT_SenvPostgreSQL command execution timeout in secondsPOSTGRESQL_MIGRATION_TIMEOUT_SenvTimeout in seconds for PostgreSQL migration operations (default: 300)POSTGRESQL_MAX_INACTIVE_LIFETIME_SenvClose idle PostgreSQL connections after this many seconds (0 to disable, default: 300)POSTGRESQL_MAX_QUERIESenvRecycle PostgreSQL connections after this many queries (0 to disable, default: 10000)POSTGRESQL_TCP_KEEPALIVES_IDLE_SenvSeconds of idle time before sending first TCP keepalive probe (0 to disable, default: 15)POSTGRESQL_TCP_KEEPALIVES_INTERVAL_SenvSeconds between subsequent TCP keepalive probes (0 to disable, default: 5)POSTGRESQL_TCP_KEEPALIVES_COUNTenvNumber of failed TCP keepalive probes before connection is considered dead (0 to disable, default: 3)POSTGRESQL_STATEMENT_CACHE_SIZEenvasyncpg prepared statement cache size. Set to 0 for external pooler compatibility (PgBouncer transaction mode, Pgpool-II, etc.). Default: 100POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_SenvMaximum lifetime of cached prepared statements in seconds (default: 300). Has no effect when statement_cache_size=0POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZEenvMaximum size of statement to cache in bytes (default: 15360). Has no effect when statement_cache_size=0POSTGRESQL_SSL_MODEenvPostgreSQL SSL mode (disable, allow, prefer, require, verify-ca, verify-full)POSTGRESQL_SCHEMAenvPostgreSQL schema name for table and index operations (default: public)ENABLE_SEMANTIC_SEARCHenvEnable semantic search functionalityENABLE_EMBEDDING_GENERATIONenvEnable embedding generation for stored context. Default true - server fails if dependencies not met. Set false to disable embeddings.OLLAMA_HOSTenvOllama API host URL for embedding generationOLLAMA_AUTO_PULLenvAutomatically pull missing Ollama models on startup (default: true)OLLAMA_PULL_TIMEOUT_SenvTimeout in seconds for pulling Ollama models (default: 900, range: 30-3600)EMBEDDING_OLLAMA_TRUNCATEenvOllama embedding truncation mode: false (default) returns error when context exceeded, true enables silent truncationEMBEDDING_OLLAMA_NUM_CTXenvOllama embedding context window size in tokens (default: 4096, range: 512-2097152)EMBEDDING_MODELenvEmbedding model name for semantic searchEMBEDDING_DIMenvEmbedding vector dimensionsEMBEDDING_TIMEOUT_SenvTimeout in seconds for embedding generation API callsEMBEDDING_RETRY_MAX_ATTEMPTSenvMaximum number of retry attempts for embedding generationEMBEDDING_RETRY_BASE_DELAY_SenvBase delay in seconds between retry attempts (with exponential backoff)EMBEDDING_MAX_CONCURRENTenvMaximum concurrent embedding generation operations (default: 3, range: 1-20)ENABLE_SUMMARY_GENERATIONenvEnable summary generation for stored context. Default true - server fails if dependencies not met. Set false to disable summaries.SUMMARY_PROVIDERenvSummary provider: ollama (default), openai, or anthropicSUMMARY_MODELenvSummary generation model name (default: qwen3:0.6b)SUMMARY_MAX_TOKENSenvMaximum output tokens for summary generation (default: 4000, range: 50-16384). Increase if summaries are truncated by reasoning modelsSUMMARY_TIMEOUT_SenvTimeout in seconds for summary generation API callsSUMMARY_RETRY_MAX_ATTEMPTSenvMaximum number of retry attempts for summary generationSUMMARY_RETRY_BASE_DELAY_SenvBase delay in seconds between retry attempts (with exponential backoff)SUMMARY_MAX_CONCURRENTenvMaximum concurrent summary generation operations (default: 3, range: 1-20)SUMMARY_PROMPTenvCustom summarization prompt. Overrides the built-in default. Used as system message for the LLM.SUMMARY_MIN_CONTENT_LENGTHenvMinimum text content length in characters to trigger summary generation (default: 500, range: 0-10000). Set to 0 to always generate.SUMMARY_OLLAMA_NUM_CTXenvOllama summary context window size in tokens (default: 32768, range: 512-2097152)SUMMARY_OLLAMA_TRUNCATEenvOllama summary truncation mode: false (default) returns error when context exceeded, true enables silent truncationSUMMARY_OPENAI_REASONING_EFFORTenvReasoning effort level for OpenAI reasoning models (default: low). Valid values vary by generation: gpt-5: low, medium, high; gpt-5.1+: none, low, medium, high, xhigh. Default low is universally vali…SUMMARY_ANTHROPIC_EFFORTenvEffort level for Anthropic Claude models (default: none). Valid values: max, high, medium, low. Controls inference effort (adaptive thinking)ANTHROPIC_API_KEY비밀 envAnthropic API key for summary generationENABLE_FTSenvEnable full-text search functionalityFTS_LANGUAGEenvLanguage for FTS stemming (e.g., english, german, french)FTS_RERANK_WINDOW_SIZEenvCharacters of context around each FTS match for reranking passage extraction (default: 750)FTS_RERANK_GAP_MERGEenvMerge FTS match regions within this character distance (default: 100)ENABLE_HYBRID_SEARCHenvEnable hybrid search combining FTS and semantic search with RRF fusionHYBRID_RRF_KenvRRF smoothing constant for hybrid search (default 60)HYBRID_RRF_OVERFETCHenvMultiplier for over-fetching results before RRF fusion (default: 2)HYBRID_FTS_OR_THRESHOLDenvMinimum significant query terms to switch hybrid FTS from AND to OR logic (default: 4)SEARCH_DEFAULT_SORT_BYenvDefault sort order for search results: relevance (only 'relevance' supported in current version)SEARCH_TRUNCATION_LENGTHenvMaximum character length for truncated text_content in search results (default: 300, range: 50-1000)ENABLE_CHUNKINGenvEnable text chunking for embedding generation (default: true)CHUNK_SIZEenvTarget chunk size in characters (default: 1500)CHUNK_OVERLAPenvOverlap between chunks in characters (default: 150)CHUNK_AGGREGATIONenvChunk score aggregation method: max (only 'max' supported in current version)CHUNK_DEDUP_OVERFETCHenvMultiplier for over-fetching chunks before deduplication (default: 5)ENABLE_RERANKINGenvEnable cross-encoder reranking of search results (default: true)RERANKING_PROVIDERenvReranking provider (default: flashrank)RERANKING_MODELenvReranking model name (default: ms-marco-MiniLM-L-12-v2)RERANKING_MAX_LENGTHenvMaximum input length for reranking in tokens (default: 512)RERANKING_OVERFETCHenvMultiplier for over-fetching results before reranking (default: 4)RERANKING_CACHE_DIRenvDirectory for caching reranking modelsRERANKING_CHARS_PER_TOKENenvEstimated characters per token for passage size validation (default: 4.0, range: 2.0-8.0)RERANKING_INTRA_OP_THREADSenvONNX Runtime intra-operation parallelism threads for reranking (default: 0 = auto-detect)RERANKING_CPU_MEM_ARENAenvEnable ONNX Runtime CPU memory arena for reranking (default: false)RERANKING_BATCH_SIZEenvMaximum passages per ONNX Runtime inference batch during reranking (default: 32)EMBEDDING_PROVIDERenvEmbedding provider: ollama (default), openai, azure, huggingface, or voyageOPENAI_API_KEY비밀 envOpenAI API key for OpenAI embedding providerOPENAI_API_BASEenvCustom base URL for OpenAI-compatible APIsOPENAI_ORGANIZATIONenvOpenAI organization IDAZURE_OPENAI_API_KEY비밀 envAzure OpenAI API keyAZURE_OPENAI_ENDPOINTenvAzure OpenAI endpoint URLAZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAMEenvAzure OpenAI embedding deployment nameAZURE_OPENAI_API_VERSIONenvAzure OpenAI API version (default: 2024-02-01)HUGGINGFACEHUB_API_TOKEN비밀 envHuggingFace Hub API token for HuggingFace embedding providerVOYAGE_API_KEY비밀 envVoyage AI API key for Voyage embedding providerVOYAGE_TRUNCATIONenvVoyage AI truncation mode: false (default) returns error when context exceeded, true enables silent truncationVOYAGE_BATCH_SIZEenvVoyage AI batch size for embedding requestsLANGSMITH_TRACINGenvEnable LangSmith tracingLANGSMITH_API_KEY비밀 envLangSmith API keyLANGSMITH_PROJECTenvLangSmith project nameLANGSMITH_ENDPOINTenvLangSmith API endpoint URLMETADATA_INDEXED_FIELDSenvComma-separated list of metadata fields to index (field:type format)METADATA_INDEX_SYNC_MODEenvIndex sync mode: strict (fail), auto (sync), warn (log), additive (default, add missing only)MCP_TRANSPORTenvTransport mode: stdio for local, http for Docker/remoteFASTMCP_HOSTenvHTTP bind address (use 0.0.0.0 for Docker)FASTMCP_PORTenvHTTP port numberFASTMCP_STATELESS_HTTPenvEnable stateless HTTP mode for horizontal scaling. Enabled by default as the server has no stateful MCP features. Set to false only if you need server-side MCP session tracking.DISABLED_TOOLSenvComma-separated list of tools to disable (e.g., delete_context,update_context)MCP_AUTH_TOKEN비밀 envBearer token for HTTP authentication (required when using SimpleTokenVerifier)MCP_AUTH_CLIENT_IDenvClient ID to assign to authenticated requestsMCP_AUTH_PROVIDERenvAuthentication provider: none (default), simple_tokenMCP_SERVER_INSTRUCTIONSenvCustom server instructions text. Overrides built-in default. Set to empty string to disable.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
한눈에 보기
어떤 앱에서 쓸 수 있나요
이 서버의 연결 방식과 각 앱의 공식 문서를 바탕으로 했어요. 2026년 11월 10일 확인.
내 컴퓨터에서 실행하는 앱
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
할 수 있는 일
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
기본 점검i
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 13일 점검
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제작자와 저장소 일치
레지스트리 이름이 GitHub 계정 GetActionSpace 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
- ✓ 통과
계속 관리되고 있음
코드 마지막 변경: 어제
- ! 주의
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GitHub가 라이선스 종류를 알아내지 못했어요. 파일을 열어 확인하세요
- – 해당 없음
엔드포인트 응답
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
- – 해당 없음
OAuth로 로그인
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
- … 아직 점검 안 함
도구 설명에 숨겨진 지시 없음
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토론
질문하고, 팁을 나누고, 안 되는 점을 알려 주세요. "도움이 됨"이 많은 순서예요.
사용자 리뷰
아직 리뷰가 없어요
검색 및 AI 기억 카테고리의 다른 서버와 비교i
- 이 카테고리의 다른 서버 6049개 중 92%보다 스타가 많아요
- 이 카테고리의 다른 서버 6049개 중 7%보다 최근에 레지스트리에 공개됐어요
- 기본 점검 결과가 이 카테고리의 다른 서버 6049개 중 50%와 같거나 더 좋아요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
자주 묻는 질문
MCP Context Server, 안전한가요?
해당하는 기본 점검 3개 중 2개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
어떤 키나 코드가 필요한가요?
입력해야 할 값: POSTGRESQL_CONNECTION_STRING, POSTGRESQL_PASSWORD, ANTHROPIC_API_KEY, OPENAI_API_KEY, AZURE_OPENAI_API_KEY, HUGGINGFACEHUB_API_TOKEN, VOYAGE_API_KEY, LANGSMITH_API_KEY, MCP_AUTH_TOKEN
내 컴퓨터에서 실행되나요, 클라우드에서 실행되나요?
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
아직 관리되고 있나요?
GitHub 저장소는 마지막으로 어제 변경됐고, 최신 버전(2.2.2)은 8개월 전 레지스트리에 올라왔어요.
어떤 앱에서 쓸 수 있나요?
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv), Docker도 있어야 해요.
대신 쓸 수 있는 건 뭐가 있나요?
같은 카테고리에는: Context7, Codebase Memory, Ruflo
같은 카테고리의 다른 것
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
제작자의 README
README 열기
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
MCP Context Server
A high-performance Model Context Protocol (MCP) server providing persistent multimodal context storage for LLM agents. Built with FastMCP, this server enables seamless context sharing across multiple agents working on the same task through thread-based scoping.
[!WARNING]
Upgrading from v2.x? Version 3.x.x uses a new database schema with UUIDv7 primary keys. Existing v2.x databases require a one-time data migration before they can be used with v3.x.x. The opt-in CLI
mcp-context-server-migrateships with the server.
See the [Migration Guide](docs/migration-v2-to-v3.md) before upgrading. Fresh installations are unaffected.
Key Features
- Multimodal Context Storage: Store and retrieve both text and images
- UUIDv7 Context Identifiers: Every context entry is identified by a 32-character lowercase hex UUIDv7 value, providing time-ordered, globally unique IDs with a stable lex-string ordering
- Thread-Based Scoping: Agents working on the same task share context through thread IDs
- Per-Record Access Control: Every entry has an owner, a
privateorpublicvisibility, and optional user or group grants, enforced on every read, update and delete on both SQLite and PostgreSQL. With IdP-issued JWTs, each caller finds, counts and changes only the entries it may access, the owner of an entry shares it with users or groups throughshare_context, and every returned entry reports itsvisibilityand whether the caller owns it. See the Access Model - Anonymous Read Access: Hand readers without an identity-provider account one shared token that reads
publicentries and can never write: the server refuses every write by the principalACCESS_CONTROL_ANONYMOUS_PRINCIPALnames, and the token must expire. See Anonymous Read Access - PostgreSQL Row-Level Security (optional): With
ENABLE_POSTGRESQL_RLS=true, PostgreSQL also enforces the access model in the database, so a defect in how a query applies the access rules cannot expose another principal's entries. Reads go through an owner-owned, role-gated view that keeps every search index in use. See Row-level security (PostgreSQL) - Flexible Metadata Filtering: Store custom structured data with any JSON-serializable fields and filter using 16 powerful operators
- Date Range Filtering: Filter context entries by creation timestamp using ISO 8601 format
- Tag-Based Organization: Efficient context retrieval with normalized, indexed tags
- Summary Generation: Optional automatic LLM-based summarization returned alongside truncated
text_contentin all search tool results for better agent context efficiency (enabled by default with Ollama) - Full-Text Search: Linguistic search with stemming, ranking, boolean queries (FTS5/tsvector), and cross-encoder reranking. Auto-enabled by default (
ENABLE_FTS=auto); needs no extra dependencies - Semantic Search: Vector similarity search for meaning-based retrieval with cross-encoder reranking. Auto-enabled by default (
ENABLE_SEMANTIC_SEARCH=auto) whenever an embedding provider is available (embedding generation is on by default) - Hybrid Search: Combined FTS + semantic search using Reciprocal Rank Fusion (RRF) with cross-encoder reranking. Auto-enabled by default (
ENABLE_HYBRID_SEARCH=auto) whenever at least one of full-text or semantic search is available - Server-Side Grep: Literal/regex, line-oriented, unranked pattern matching over stored records (
grep_context) — the precise-locate complement to full-text/semantic search, with ripgrep-style output modes and bounded results. Auto-enabled by default (ENABLE_GREP_CONTEXT=auto), pure-Python so it behaves identically on SQLite and PostgreSQL - Record Navigation (index_tree):
navigate_contextbuilds an on-demand Markdown-heading table of contents per record, with the entry summary as the root node; optional per-node LLM summaries (on by default) enrich each section. Pair withread_context_rangeto extract any section - Partial Reads:
read_context_rangereturns a slice of one record by character range, line range, or outlinenode_id— so an agent can read only the relevant span of a long record instead of the whole thing - Knowledge Base Sync: Host document corpora such as handbooks and runbooks in
kb:threads that agents search and navigate like any other context. Themcp-context-ingestcommand uploads a directory of documents and keeps it in sync, storing new files, updating changed ones and removing deleted ones, planned by the read-onlyplan_context_synctool (ENABLE_CONTEXT_SYNC=auto). See the Knowledge Base Guide - Cross-Encoder Reranking: Automatic result refinement using FlashRank cross-encoder models for improved search precision (enabled by default)
- Embedding Compression (default ON): Reduces embedding storage by approximately 8x out of the box in v3.0.0. Bit-packed compressed vectors keep semantic and hybrid search working without changes to the tool surface, and the read path bypasses the pgvector >2000-dimension HNSW limit. Set
ENABLE_EMBEDDING_COMPRESSION=falseto opt out and keep fp32 storage. See the Embedding Compression Guide - Multiple Database Backends: Choose between SQLite (default, zero-config) or PostgreSQL (high-concurrency, production-grade)
- High Performance: WAL mode (SQLite) / MVCC (PostgreSQL), strategic indexing, and async operations
- MCP Standard Compliance: Works with Claude Code, LangGraph, and any MCP-compatible client
- Production Ready: Comprehensive test coverage, type safety, and robust error handling
Connecting to Your AI Assistant
The fastest way to connect the MCP Context Server to Claude Code is the one-command Docker bootstrap.
For step-by-step instructions, prerequisites, troubleshooting, and update/uninstall commands, see the Connecting to Your AI Assistant Guide.
Environment Configuration
The server is fully configured via environment variables, supporting core settings, transport, authentication, embedding providers, summary generation, search features, database tuning, and more. Variables can be set in your MCP client configuration, in a .env file, or directly in the shell.
For the complete reference of all environment variables with types, defaults, constraints, and descriptions, see the Environment Variables Reference.
Summary Generation
Summary generation automatically creates concise LLM-based summaries for each stored context entry. Summaries are returned in the summary field of all search tool results alongside truncated text_content, providing dense, informative summaries that help agents determine relevance without fetching full entries.
For detailed instructions including all providers (Ollama, OpenAI, Anthropic), model selection, and custom prompt configuration, see the Summary Generation Guide.
Semantic Search
Semantic search is auto-enabled by default (ENABLE_SEMANTIC_SEARCH=auto): the semantic_search_context tool registers automatically whenever an embedding provider is available (embedding generation is on by default), and skips quietly otherwise. For detailed instructions on the multiple embedding providers (Ollama, OpenAI, Azure, HuggingFace, Voyage) and how to control the toggle explicitly, see the Semantic Search Guide.
Full-Text Search
Full-text search is auto-enabled by default (ENABLE_FTS=auto) and needs no extra dependencies, using the built-in database FTS engine (FTS5 on SQLite, tsvector on PostgreSQL). For linguistic processing, stemming, ranking, and boolean queries, see the Full-Text Search Guide.
Hybrid Search
Hybrid search is auto-enabled by default (ENABLE_HYBRID_SEARCH=auto): the hybrid_search_context tool registers automatically whenever at least one of full-text or semantic search is available. For combined FTS + semantic search using Reciprocal Rank Fusion (RRF), see the Hybrid Search Guide.
Metadata Filtering
For comprehensive metadata filtering including 16 operators, nested JSON paths, and performance optimization, see the Metadata Guide.
Database Backends
The server supports multiple database backends, selectable via the STORAGE_BACKEND environment variable. SQLite (default) provides zero-configuration local storage perfect for single-user deployments. PostgreSQL offers high-performance capabilities with 10x+ write throughput for multi-user and high-traffic deployments.
For detailed configuration instructions including PostgreSQL setup with Docker, Supabase integration, connection methods, and troubleshooting, see the Database Backends Guide.
API Reference
The MCP Context Server exposes 21 MCP tools for context management:
Core Operations: store_context, search_context, get_context_by_ids, delete_context, update_context, list_threads, get_statistics
Search Tools: semantic_search_context, fts_search_context, hybrid_search_context
Navigation Tools (locate / navigate / extract): grep_context, navigate_context, read_context_range
Sync Tools: plan_context_sync, list_ingest_state
Sharing Tools: share_context, unshare_context, list_context_grants
Batch Operations: store_context_batch, update_context_batch, delete_context_batch
For complete tool documentation including parameters, return values, filtering options, and examples, see the API Reference. For when to use grep vs full-text vs semantic search, the index_tree, and partial reads, see Grep, Navigation & Partial Reads. For hosting and syncing document corpora, see the Knowledge Base Guide.
Docker Deployment
For production deployments with HTTP transport and container orchestration, Docker Compose configurations are available for SQLite, PostgreSQL, and external PostgreSQL (Supabase). See the Docker Deployment Guide for setup instructions and client connection details.
Kubernetes Deployment
For Kubernetes deployments, a Helm chart is provided with configurable values for different environments. See the Helm Deployment Guide for installation instructions, or the Kubernetes Deployment Guide for general Kubernetes concepts.
Authentication
For HTTP transport deployments requiring authentication, see the Authentication Guide for bearer token and IdP-issued JWT configuration, sharing entries with users and groups, and anonymous read access through an operator-minted token.
Getting Help
- Bug reports: Report a bug
- **Fea