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14 days ago

learning-to-self-evolve

→ chenyn66/learning-to-self-evolve· listed on github_code

Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

Limited view: static analysis for Python is partially covered.

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Code Verified⚡ Live Monitored: not connected

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Who stands behind it

chenyn66

Source: github_code

Is this your MCP?

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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 3 credentials: WANDB_API_KEY, SWANLAB_API_KEY, VOLC_SECRET_ACCESS_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// 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.
configVERL_LOGGING_LEVEL
configNCCL_DEBUG
configTOKENIZERS_PARALLELISM
configTORCH_COMPILE_DISABLE
configSGLANG_BLOCK_NONZERO_RANK_CHILDREN
configVERL_VLLM_FP8_QUANT_ENABLED
configUSE_ARCTIC
configWANDB_MODE
🔐 secretWANDB_API_KEY
configLSE_OPENAI_TIMEOUT
configLSE_OPENAI_CLIENT_MAX_RETRIES
configLSE_TIMEOUT_LOG_EVERY_RETRY
configLSE_TIMEOUT_PROMPT_LOG_PATH
configLSE_ENABLE_LOGPROBS
configNUM_API_WORKERS
configSQL_TIMEOUT
configSQL_CACHE
configSQL_CACHE_MAXSIZE
configBIRD_DB_ROOTS
configNUM_SQL_WORKERS
configGEPA_VENDOR_DIR
configLSE_MODEL_CACHE_DIR
configLSE_FSDP_MERGE_USE_HASH
configLSE_DISABLE_FSDP_AUTO_MERGE
configRANK
configWORLD_SIZE
configMASTER_ADDR
configMASTER_PORT
configLOCAL_RANK
configVERL_USE_EXTERNAL_MODULES
configVERL_USE_MODELSCOPE
configVERL_AUTO_PADDING
configVERL_DATAPROTO_SERIALIZATION_METHOD
configVERL_SFT_LOGGING_LEVEL
configDIST_INIT_METHOD
configVERL_FORCE_DEVICE
configPRINT_RATE
configREWARD_MAX_TOKENS
configSEM_MAX
configGEN_MAX
configEVAL_MAX
configN_EVAL
configMAX_TRIES
configREWARD_URL
configMLFLOW_TRACKING_URI
configWANDB_ENTITY
configMLFLOW_RUN_ID
🔐 secretSWANLAB_API_KEY
configSWANLAB_LOG_DIR
configSWANLAB_MODE
configVOLC_ACCESS_KEY_ID
🔐 secretVOLC_SECRET_ACCESS_KEY
configMLP_TRACKING_REGION
configVERL_FILE_LOGGER_PATH
configVERL_FILE_LOGGER_ROOT
configTENSORBOARD_DIR
configTRANSFER_QUEUE_ENABLE
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

7/7 tools missing one or more hints — mcpbase (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); mcpsearch (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); geo3k (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +4 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Shell command execution

1 child_process call — runs shell commands

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

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 4 concrete improvements 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 Score](https://m8ven.ai/badge/mcp/chenyn66-learning-to-self-evolve-zgw8cy)](https://m8ven.ai/mcp/chenyn66-learning-to-self-evolve-zgw8cy)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 9eb5eac05e8810f903477595992ee30281d59f68
code hash: 69fe8c77e609aec3fbe5577124770d96004edcc514563cc327521177dcbc61bd
verified: 8/8/2026, 8:06:37 AM
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