mcp-context-server
local MCP serverInstallation
Terminal
claude mcp add mcp-context-server -e LOG_LEVEL=... -e STORAGE_BACKEND=... -e MAX_IMAGE_SIZE_MB=... -e MAX_TOTAL_SIZE_MB=... -e DB_PATH=... -e POOL_MAX_READERS=... -e POOL_MAX_WRITERS=... -e POOL_CONNECTION_TIMEOUT_S=... -e POOL_IDLE_TIMEOUT_S=... -e POOL_HEALTH_CHECK_INTERVAL_S=... -e RETRY_MAX_RETRIES=... -e RETRY_BASE_DELAY_S=... -e RETRY_MAX_DELAY_S=... -e RETRY_JITTER=... -e RETRY_BACKOFF_FACTOR=... -e SQLITE_FOREIGN_KEYS=... -e SQLITE_JOURNAL_MODE=... -e SQLITE_SYNCHRONOUS=... -e SQLITE_TEMP_STORE=... -e SQLITE_MMAP_SIZE=... -e SQLITE_CACHE_SIZE=... -e SQLITE_PAGE_SIZE=... -e SQLITE_WAL_AUTOCHECKPOINT=... -e SQLITE_BUSY_TIMEOUT_MS=... -e SQLITE_WAL_CHECKPOINT=... -e SHUTDOWN_TIMEOUT_S=... -e SHUTDOWN_TIMEOUT_TEST_S=... -e QUEUE_TIMEOUT_S=... -e QUEUE_TIMEOUT_TEST_S=... -e CIRCUIT_BREAKER_FAILURE_THRESHOLD=... -e CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S=... -e CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS=... -e POSTGRESQL_CONNECTION_STRING=... -e POSTGRESQL_HOST=... -e POSTGRESQL_PORT=... -e POSTGRESQL_USER=... -e POSTGRESQL_PASSWORD=... -e POSTGRESQL_DATABASE=... -e POSTGRESQL_POOL_MIN=... -e POSTGRESQL_POOL_MAX=... -e POSTGRESQL_POOL_TIMEOUT_S=... -e POSTGRESQL_COMMAND_TIMEOUT_S=... -e POSTGRESQL_MIGRATION_TIMEOUT_S=... -e POSTGRESQL_MAX_INACTIVE_LIFETIME_S=... -e POSTGRESQL_MAX_QUERIES=... -e POSTGRESQL_TCP_KEEPALIVES_IDLE_S=... -e POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S=... -e POSTGRESQL_TCP_KEEPALIVES_COUNT=... -e POSTGRESQL_STATEMENT_CACHE_SIZE=... -e POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S=... -e POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE=... -e POSTGRESQL_SSL_MODE=... -e POSTGRESQL_SCHEMA=... -e ENABLE_SEMANTIC_SEARCH=... -e ENABLE_EMBEDDING_GENERATION=... -e OLLAMA_HOST=... -e OLLAMA_AUTO_PULL=... -e OLLAMA_PULL_TIMEOUT_S=... -e EMBEDDING_OLLAMA_TRUNCATE=... -e EMBEDDING_OLLAMA_NUM_CTX=... -e EMBEDDING_MODEL=... -e EMBEDDING_DIM=... -e EMBEDDING_TIMEOUT_S=... -e EMBEDDING_RETRY_MAX_ATTEMPTS=... -e EMBEDDING_RETRY_BASE_DELAY_S=... -e EMBEDDING_MAX_CONCURRENT=... -e ENABLE_SUMMARY_GENERATION=... -e SUMMARY_PROVIDER=... -e SUMMARY_MODEL=... -e SUMMARY_MAX_TOKENS=... -e SUMMARY_TIMEOUT_S=... -e SUMMARY_RETRY_MAX_ATTEMPTS=... -e SUMMARY_RETRY_BASE_DELAY_S=... -e SUMMARY_MAX_CONCURRENT=... -e SUMMARY_PROMPT=... -e SUMMARY_MIN_CONTENT_LENGTH=... -e SUMMARY_OLLAMA_NUM_CTX=... -e SUMMARY_OLLAMA_TRUNCATE=... -e SUMMARY_OPENAI_REASONING_EFFORT=... -e SUMMARY_ANTHROPIC_EFFORT=... -e ANTHROPIC_API_KEY=... -e ENABLE_FTS=... -e FTS_LANGUAGE=... -e FTS_RERANK_WINDOW_SIZE=... -e FTS_RERANK_GAP_MERGE=... -e ENABLE_HYBRID_SEARCH=... -e HYBRID_RRF_K=... -e HYBRID_RRF_OVERFETCH=... -e HYBRID_FTS_OR_THRESHOLD=... -e SEARCH_DEFAULT_SORT_BY=... -e SEARCH_TRUNCATION_LENGTH=... -e ENABLE_CHUNKING=... -e CHUNK_SIZE=... -e CHUNK_OVERLAP=... -e CHUNK_AGGREGATION=... -e CHUNK_DEDUP_OVERFETCH=... -e ENABLE_RERANKING=... -e RERANKING_PROVIDER=... -e RERANKING_MODEL=... -e RERANKING_MAX_LENGTH=... -e RERANKING_OVERFETCH=... -e RERANKING_CACHE_DIR=... -e RERANKING_CHARS_PER_TOKEN=... -e RERANKING_INTRA_OP_THREADS=... -e RERANKING_CPU_MEM_ARENA=... -e RERANKING_BATCH_SIZE=... -e EMBEDDING_PROVIDER=... -e OPENAI_API_KEY=... -e OPENAI_API_BASE=... -e OPENAI_ORGANIZATION=... -e AZURE_OPENAI_API_KEY=... -e AZURE_OPENAI_ENDPOINT=... -e AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME=... -e AZURE_OPENAI_API_VERSION=... -e HUGGINGFACEHUB_API_TOKEN=... -e VOYAGE_API_KEY=... -e VOYAGE_TRUNCATION=... -e VOYAGE_BATCH_SIZE=... -e LANGSMITH_TRACING=... -e LANGSMITH_API_KEY=... -e LANGSMITH_PROJECT=... -e LANGSMITH_ENDPOINT=... -e METADATA_INDEXED_FIELDS=... -e METADATA_INDEX_SYNC_MODE=... -e MCP_TRANSPORT=... -e FASTMCP_HOST=... -e FASTMCP_PORT=... -e FASTMCP_STATELESS_HTTP=... -e DISABLED_TOOLS=... -e MCP_AUTH_TOKEN=... -e MCP_AUTH_CLIENT_ID=... -e MCP_AUTH_PROVIDER=... -e MCP_SERVER_INSTRUCTIONS=... -- uvx mcp-context-server
Run in your project folder. Add --scope user to use it everywhere.
Claude Desktop, Cursor & other clients
Add to claude_desktop_config.json or .cursor/mcp.json.
{
"mcpServers": {
"mcp-context-server": {
"command": "uvx",
"args": [
"mcp-context-server"
],
"env": {
"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_INSTRUCTIONS": "..."
}
}
}
}Fill in the environment variables with your own credentials.
Summary
An MCP server that provides persistent multimodal context storage for LLM agents.
Questions
mcp-context-server is a local MCP server distributed as the pypi package mcp-context-server.
Run: claude mcp add mcp-context-server -e LOG_LEVEL=... -e STORAGE_BACKEND=... -e MAX_IMAGE_SIZE_MB=... -e MAX_TOTAL_SIZE_MB=... -e DB_PATH=... -e POOL_MAX_READERS=... -e POOL_MAX_WRITERS=... -e POOL_CONNECTION_TIMEOUT_S=... -e POOL_IDLE_TIMEOUT_S=... -e POOL_HEALTH_CHECK_INTERVAL_S=... -e RETRY_MAX_RETRIES=... -e RETRY_BASE_DELAY_S=... -e RETRY_MAX_DELAY_S=... -e RETRY_JITTER=... -e RETRY_BACKOFF_FACTOR=... -e SQLITE_FOREIGN_KEYS=... -e SQLITE_JOURNAL_MODE=... -e SQLITE_SYNCHRONOUS=... -e SQLITE_TEMP_STORE=... -e SQLITE_MMAP_SIZE=... -e SQLITE_CACHE_SIZE=... -e SQLITE_PAGE_SIZE=... -e SQLITE_WAL_AUTOCHECKPOINT=... -e SQLITE_BUSY_TIMEOUT_MS=... -e SQLITE_WAL_CHECKPOINT=... -e SHUTDOWN_TIMEOUT_S=... -e SHUTDOWN_TIMEOUT_TEST_S=... -e QUEUE_TIMEOUT_S=... -e QUEUE_TIMEOUT_TEST_S=... -e CIRCUIT_BREAKER_FAILURE_THRESHOLD=... -e CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S=... -e CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS=... -e POSTGRESQL_CONNECTION_STRING=... -e POSTGRESQL_HOST=... -e POSTGRESQL_PORT=... -e POSTGRESQL_USER=... -e POSTGRESQL_PASSWORD=... -e POSTGRESQL_DATABASE=... -e POSTGRESQL_POOL_MIN=... -e POSTGRESQL_POOL_MAX=... -e POSTGRESQL_POOL_TIMEOUT_S=... -e POSTGRESQL_COMMAND_TIMEOUT_S=... -e POSTGRESQL_MIGRATION_TIMEOUT_S=... -e POSTGRESQL_MAX_INACTIVE_LIFETIME_S=... -e POSTGRESQL_MAX_QUERIES=... -e POSTGRESQL_TCP_KEEPALIVES_IDLE_S=... -e POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S=... -e POSTGRESQL_TCP_KEEPALIVES_COUNT=... -e POSTGRESQL_STATEMENT_CACHE_SIZE=... -e POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S=... -e POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE=... -e POSTGRESQL_SSL_MODE=... -e POSTGRESQL_SCHEMA=... -e ENABLE_SEMANTIC_SEARCH=... -e ENABLE_EMBEDDING_GENERATION=... -e OLLAMA_HOST=... -e OLLAMA_AUTO_PULL=... -e OLLAMA_PULL_TIMEOUT_S=... -e EMBEDDING_OLLAMA_TRUNCATE=... -e EMBEDDING_OLLAMA_NUM_CTX=... -e EMBEDDING_MODEL=... -e EMBEDDING_DIM=... -e EMBEDDING_TIMEOUT_S=... -e EMBEDDING_RETRY_MAX_ATTEMPTS=... -e EMBEDDING_RETRY_BASE_DELAY_S=... -e EMBEDDING_MAX_CONCURRENT=... -e ENABLE_SUMMARY_GENERATION=... -e SUMMARY_PROVIDER=... -e SUMMARY_MODEL=... -e SUMMARY_MAX_TOKENS=... -e SUMMARY_TIMEOUT_S=... -e SUMMARY_RETRY_MAX_ATTEMPTS=... -e SUMMARY_RETRY_BASE_DELAY_S=... -e SUMMARY_MAX_CONCURRENT=... -e SUMMARY_PROMPT=... -e SUMMARY_MIN_CONTENT_LENGTH=... -e SUMMARY_OLLAMA_NUM_CTX=... -e SUMMARY_OLLAMA_TRUNCATE=... -e SUMMARY_OPENAI_REASONING_EFFORT=... -e SUMMARY_ANTHROPIC_EFFORT=... -e ANTHROPIC_API_KEY=... -e ENABLE_FTS=... -e FTS_LANGUAGE=... -e FTS_RERANK_WINDOW_SIZE=... -e FTS_RERANK_GAP_MERGE=... -e ENABLE_HYBRID_SEARCH=... -e HYBRID_RRF_K=... -e HYBRID_RRF_OVERFETCH=... -e HYBRID_FTS_OR_THRESHOLD=... -e SEARCH_DEFAULT_SORT_BY=... -e SEARCH_TRUNCATION_LENGTH=... -e ENABLE_CHUNKING=... -e CHUNK_SIZE=... -e CHUNK_OVERLAP=... -e CHUNK_AGGREGATION=... -e CHUNK_DEDUP_OVERFETCH=... -e ENABLE_RERANKING=... -e RERANKING_PROVIDER=... -e RERANKING_MODEL=... -e RERANKING_MAX_LENGTH=... -e RERANKING_OVERFETCH=... -e RERANKING_CACHE_DIR=... -e RERANKING_CHARS_PER_TOKEN=... -e RERANKING_INTRA_OP_THREADS=... -e RERANKING_CPU_MEM_ARENA=... -e RERANKING_BATCH_SIZE=... -e EMBEDDING_PROVIDER=... -e OPENAI_API_KEY=... -e OPENAI_API_BASE=... -e OPENAI_ORGANIZATION=... -e AZURE_OPENAI_API_KEY=... -e AZURE_OPENAI_ENDPOINT=... -e AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME=... -e AZURE_OPENAI_API_VERSION=... -e HUGGINGFACEHUB_API_TOKEN=... -e VOYAGE_API_KEY=... -e VOYAGE_TRUNCATION=... -e VOYAGE_BATCH_SIZE=... -e LANGSMITH_TRACING=... -e LANGSMITH_API_KEY=... -e LANGSMITH_PROJECT=... -e LANGSMITH_ENDPOINT=... -e METADATA_INDEXED_FIELDS=... -e METADATA_INDEX_SYNC_MODE=... -e MCP_TRANSPORT=... -e FASTMCP_HOST=... -e FASTMCP_PORT=... -e FASTMCP_STATELESS_HTTP=... -e DISABLED_TOOLS=... -e MCP_AUTH_TOKEN=... -e MCP_AUTH_CLIENT_ID=... -e MCP_AUTH_PROVIDER=... -e MCP_SERVER_INSTRUCTIONS=... -- uvx mcp-context-server
Run: codex mcp add mcp-context-server --env LOG_LEVEL=... --env STORAGE_BACKEND=... --env MAX_IMAGE_SIZE_MB=... --env MAX_TOTAL_SIZE_MB=... --env DB_PATH=... --env POOL_MAX_READERS=... --env POOL_MAX_WRITERS=... --env POOL_CONNECTION_TIMEOUT_S=... --env POOL_IDLE_TIMEOUT_S=... --env POOL_HEALTH_CHECK_INTERVAL_S=... --env RETRY_MAX_RETRIES=... --env RETRY_BASE_DELAY_S=... --env RETRY_MAX_DELAY_S=... --env RETRY_JITTER=... --env RETRY_BACKOFF_FACTOR=... --env SQLITE_FOREIGN_KEYS=... --env SQLITE_JOURNAL_MODE=... --env SQLITE_SYNCHRONOUS=... --env SQLITE_TEMP_STORE=... --env SQLITE_MMAP_SIZE=... --env SQLITE_CACHE_SIZE=... --env SQLITE_PAGE_SIZE=... --env SQLITE_WAL_AUTOCHECKPOINT=... --env SQLITE_BUSY_TIMEOUT_MS=... --env SQLITE_WAL_CHECKPOINT=... --env SHUTDOWN_TIMEOUT_S=... --env SHUTDOWN_TIMEOUT_TEST_S=... --env QUEUE_TIMEOUT_S=... --env QUEUE_TIMEOUT_TEST_S=... --env CIRCUIT_BREAKER_FAILURE_THRESHOLD=... --env CIRCUIT_BREAKER_RECOVERY_TIMEOUT_S=... --env CIRCUIT_BREAKER_HALF_OPEN_MAX_CALLS=... --env POSTGRESQL_CONNECTION_STRING=... --env POSTGRESQL_HOST=... --env POSTGRESQL_PORT=... --env POSTGRESQL_USER=... --env POSTGRESQL_PASSWORD=... --env POSTGRESQL_DATABASE=... --env POSTGRESQL_POOL_MIN=... --env POSTGRESQL_POOL_MAX=... --env POSTGRESQL_POOL_TIMEOUT_S=... --env POSTGRESQL_COMMAND_TIMEOUT_S=... --env POSTGRESQL_MIGRATION_TIMEOUT_S=... --env POSTGRESQL_MAX_INACTIVE_LIFETIME_S=... --env POSTGRESQL_MAX_QUERIES=... --env POSTGRESQL_TCP_KEEPALIVES_IDLE_S=... --env POSTGRESQL_TCP_KEEPALIVES_INTERVAL_S=... --env POSTGRESQL_TCP_KEEPALIVES_COUNT=... --env POSTGRESQL_STATEMENT_CACHE_SIZE=... --env POSTGRESQL_MAX_CACHED_STATEMENT_LIFETIME_S=... --env POSTGRESQL_MAX_CACHEABLE_STATEMENT_SIZE=... --env POSTGRESQL_SSL_MODE=... --env POSTGRESQL_SCHEMA=... --env ENABLE_SEMANTIC_SEARCH=... --env ENABLE_EMBEDDING_GENERATION=... --env OLLAMA_HOST=... --env OLLAMA_AUTO_PULL=... --env OLLAMA_PULL_TIMEOUT_S=... --env EMBEDDING_OLLAMA_TRUNCATE=... --env EMBEDDING_OLLAMA_NUM_CTX=... --env EMBEDDING_MODEL=... --env EMBEDDING_DIM=... --env EMBEDDING_TIMEOUT_S=... --env EMBEDDING_RETRY_MAX_ATTEMPTS=... --env EMBEDDING_RETRY_BASE_DELAY_S=... --env EMBEDDING_MAX_CONCURRENT=... --env ENABLE_SUMMARY_GENERATION=... --env SUMMARY_PROVIDER=... --env SUMMARY_MODEL=... --env SUMMARY_MAX_TOKENS=... --env SUMMARY_TIMEOUT_S=... --env SUMMARY_RETRY_MAX_ATTEMPTS=... --env SUMMARY_RETRY_BASE_DELAY_S=... --env SUMMARY_MAX_CONCURRENT=... --env SUMMARY_PROMPT=... --env SUMMARY_MIN_CONTENT_LENGTH=... --env SUMMARY_OLLAMA_NUM_CTX=... --env SUMMARY_OLLAMA_TRUNCATE=... --env SUMMARY_OPENAI_REASONING_EFFORT=... --env SUMMARY_ANTHROPIC_EFFORT=... --env ANTHROPIC_API_KEY=... --env ENABLE_FTS=... --env FTS_LANGUAGE=... --env FTS_RERANK_WINDOW_SIZE=... --env FTS_RERANK_GAP_MERGE=... --env ENABLE_HYBRID_SEARCH=... --env HYBRID_RRF_K=... --env HYBRID_RRF_OVERFETCH=... --env HYBRID_FTS_OR_THRESHOLD=... --env SEARCH_DEFAULT_SORT_BY=... --env SEARCH_TRUNCATION_LENGTH=... --env ENABLE_CHUNKING=... --env CHUNK_SIZE=... --env CHUNK_OVERLAP=... --env CHUNK_AGGREGATION=... --env CHUNK_DEDUP_OVERFETCH=... --env ENABLE_RERANKING=... --env RERANKING_PROVIDER=... --env RERANKING_MODEL=... --env RERANKING_MAX_LENGTH=... --env RERANKING_OVERFETCH=... --env RERANKING_CACHE_DIR=... --env RERANKING_CHARS_PER_TOKEN=... --env RERANKING_INTRA_OP_THREADS=... --env RERANKING_CPU_MEM_ARENA=... --env RERANKING_BATCH_SIZE=... --env EMBEDDING_PROVIDER=... --env OPENAI_API_KEY=... --env OPENAI_API_BASE=... --env OPENAI_ORGANIZATION=... --env AZURE_OPENAI_API_KEY=... --env AZURE_OPENAI_ENDPOINT=... --env AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME=... --env AZURE_OPENAI_API_VERSION=... --env HUGGINGFACEHUB_API_TOKEN=... --env VOYAGE_API_KEY=... --env VOYAGE_TRUNCATION=... --env VOYAGE_BATCH_SIZE=... --env LANGSMITH_TRACING=... --env LANGSMITH_API_KEY=... --env LANGSMITH_PROJECT=... --env LANGSMITH_ENDPOINT=... --env METADATA_INDEXED_FIELDS=... --env METADATA_INDEX_SYNC_MODE=... --env MCP_TRANSPORT=... --env FASTMCP_HOST=... --env FASTMCP_PORT=... --env FASTMCP_STATELESS_HTTP=... --env DISABLED_TOOLS=... --env MCP_AUTH_TOKEN=... --env MCP_AUTH_CLIENT_ID=... --env MCP_AUTH_PROVIDER=... --env MCP_SERVER_INSTRUCTIONS=... -- uvx mcp-context-server
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