graphrag-toolkit (awslabs/graphrag-toolkit) is an MCP server listed on the M8ven Trust Index. It scores 45 out of 100, grade D. No publisher has claimed this listing.

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D
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45/100

graphrag-toolkit

Python toolkit for building graph-enhanced GenAI applications

→ awslabs/graphrag-toolkit· listed on github_repo_search

Warning. Serious findings were identified. Review the full report before connecting. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

⚡ Live Monitored: not connected

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Who stands behind it

awslabs

Source: github_repo_search

Is this your MCP?

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Install from

GitHub

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
🚨
Reads files from sensitive locations
Touches: ~/.aws/sso/cache
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configGRAPH_STORE
configVECTOR_STORE
configBENCHMARK_RETRIEVER
configBENCHMARK_DATASET
configAWS_REGION_NAME
configS3_RESULTS_BUCKET
configS3_RESULTS_PREFIX
configBATCH_INFERENCE_ROLE
configBENCHMARK_DOC_STORE
configAWS_REGION
configAWS_DEFAULT_REGION
configREGION_NAME
configBENCHMARK_DATA_S3_URI
configBYOKG_LLM_MODEL
configBYOKG_REGION
configBYOKG_EMBED_MODEL
configBYOKG_EMBED_DIMENSIONS
configBYOKG_RERANKING_MODEL
configBYOKG_MAX_TOKENS
configBYOKG_MAX_RETRIES
configAWS_PROFILE
configEXTRACTION_NUM_WORKERS
configEXTRACTION_NUM_THREADS_PER_WORKER
configSOURCE_ID_WIDTH
configEXTRACTION_BATCH_SIZE
configBUILD_NUM_WORKERS
configBUILD_BATCH_SIZE
configBUILD_BATCH_WRITE_SIZE
configBATCH_WRITES_ENABLED
configINCLUDE_DOMAIN_LABELS
configINCLUDE_LOCAL_ENTITIES
configINCLUDE_CLASSIFICATION_IN_ENTITY_ID
configENABLE_CACHE
configEXTRACTION_MODEL
configRESPONSE_MODEL
configEMBEDDINGS_MODEL
configEMBEDDINGS_DIMENSIONS
configRERANKING_MODEL
configBEDROCK_RERANKING_MODEL
configS3_CHUNK_STORE
configOPENSEARCH_ENGINE
configOPENSEARCH_SERVERLESS_GENERATION
configOPENSEARCH_SERVERLESS_NEXTGEN_COMPRESSION
configENABLE_VERSIONING
configCHUNK_EXTERNAL_PROPERTIES
configLOCAL_OUTPUT_DIR
configLOG_OUTPUT_DIR
configSYSTEM_PROMPT_ARN
configSYSTEM_PROMPT_VERSION
configPROMPT_S3_BUCKET
configPROMPT_S3_PREFIX
configPROMPT_PATH
configPROMPT_PROVIDER
// quality suggestions

No access to sensitive paths

Reads sensitive paths: ~/.aws/sso/cache

Remove reads of sensitive system paths. If you genuinely need them, document why in the README.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Verified](https://m8ven.ai/badge/mcp/awslabs/graphrag-toolkit?variant=verified)](https://m8ven.ai/mcp/awslabs/graphrag-toolkit)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: 9d0ac3fdc422e1e4e2fe625543cbeb910a3924f6
code hash: 60b01dac880b0aa756dc70d877827d1c22536c35e345308137dd50ea95550cb8
view raw JSON →
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