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mcp concurrency limit (#623)

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* update graphiti dep

* - Introduce SEMAPHORE_LIMIT environment variable in graphiti_mcp_server.py to manage concurrency and mitigate 429 rate limit errors.
- Document SEMAPHORE_LIMIT usage in README.md for better user guidance.

* Log the concurrency limit in Graphiti initialization for better visibility.

* Document SEMAPHORE_LIMIT environment variable in README.md to clarify its role in managing episode processing concurrency and handling 429 rate limit errors.
This commit is contained in:
Daniel Chalef 2025-06-24 15:35:33 -07:00 committed by GitHub
parent 2b27353097
commit a7ae6784c8
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7 changed files with 113 additions and 106 deletions
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8
mcp_server/README.md
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@ -84,6 +84,7 @@ The server uses the following environment variables:
- `AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME`: Optional Azure OpenAI embedding deployment name
- `AZURE_OPENAI_EMBEDDING_API_VERSION`: Optional Azure OpenAI API version
- `AZURE_OPENAI_USE_MANAGED_IDENTITY`: Optional use Azure Managed Identities for authentication
- `SEMAPHORE_LIMIT`: Episode processing concurrency. See [Concurrency and LLM Provider 429 Rate Limit Errors](#concurrency-and-llm-provider-429-rate-limit-errors)
You can set these variables in a `.env` file in the project directory.
@ -111,6 +112,13 @@ Available arguments:
- `--destroy-graph`: If set, destroys all Graphiti graphs on startup.
- `--use-custom-entities`: Enable entity extraction using the predefined ENTITY_TYPES
### Concurrency and LLM Provider 429 Rate Limit Errors
Graphiti's ingestion pipelines are designed for high concurrency, controlled by the `SEMAPHORE_LIMIT` environment variable.
By default, `SEMAPHORE_LIMIT` is set to `10` concurrent operations to help prevent `429` rate limit errors from your LLM provider. If you encounter such errors, try lowering this value.
If your LLM provider allows higher throughput, you can increase `SEMAPHORE_LIMIT` to boost episode ingestion performance.
### Docker Deployment
The Graphiti MCP server can be deployed using Docker. The Dockerfile uses `uv` for package management, ensuring

1
mcp_server/docker-compose.yml
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@ -36,6 +36,7 @@ services:
- OPENAI_API_KEY=${OPENAI_API_KEY}
- MODEL_NAME=${MODEL_NAME}
- PATH=/root/.local/bin:${PATH}
- SEMAPHORE_LIMIT=${SEMAPHORE_LIMIT}
ports:
- "8000:8000" # Expose the MCP server via HTTP for SSE transport
command: ["uv", "run", "graphiti_mcp_server.py", "--transport", "sse"]

7
mcp_server/graphiti_mcp_server.py
View File

@ -42,6 +42,11 @@ DEFAULT_LLM_MODEL = 'gpt-4.1-mini'
SMALL_LLM_MODEL = 'gpt-4.1-nano'
DEFAULT_EMBEDDER_MODEL = 'text-embedding-3-small'
# Semaphore limit for concurrent Graphiti operations.
# Decrease this if you're experiencing 429 rate limit errors from your LLM provider.
# Increase if you have high rate limits.
SEMAPHORE_LIMIT = int(os.getenv('SEMAPHORE_LIMIT', 10))
class Requirement(BaseModel):
"""A Requirement represents a specific need, feature, or functionality that a product or service must fulfill.
@ -589,6 +594,7 @@ async def initialize_graphiti():
password=config.neo4j.password,
llm_client=llm_client,
embedder=embedder_client,
max_coroutines=SEMAPHORE_LIMIT,
)
# Destroy graph if requested
@ -611,6 +617,7 @@ async def initialize_graphiti():
logger.info(
f'Custom entity extraction: {"enabled" if config.use_custom_entities else "disabled"}'
)
logger.info(f'Using concurrency limit: {SEMAPHORE_LIMIT}')
except Exception as e:
logger.error(f'Failed to initialize Graphiti: {str(e)}')

3
mcp_server/pyproject.toml
View File

@ -7,6 +7,7 @@ requires-python = ">=3.10,<4"
dependencies = [
"mcp>=1.5.0",
"openai>=1.68.2",
"graphiti-core>=0.11.6",
"graphiti-core>=0.13.0",
"azure-identity>=1.21.0",
"graphiti-core",
]

181
mcp_server/uv.lock generated
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@ -1,5 +1,5 @@
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