Enables automating materials science research workflows through a multi-agent AI platform, including literature discovery, knowledge extraction, simulation, and document generation.
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Shardul-collab
Source: Glama
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BRAHM_ROOTVISHWAKARMA_WORKDIRQE_BIN_DIRQE_PSEUDO_DIRENABLE_VOICE_FEATURESCORS_ORIGINSGROQ_API_KEYUNPAYWALL_EMAILAPI_KEYDOCLAYOUT_YOLO_WEIGHTSHOSTRELOADLOG_LEVELNVIDIA_API_KEYQE_WORKDIRQE_PSEUDONOTION_TOKENNOTION_VERSIONNOTION_PAGE_IDWHISPER_MODELNLP_MODELSCHEDULE_TIMEGROQ_MODELOLLAMA_BASE_URLOLLAMA_MODELGANESH_LLMPORTTool 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
114/114 tools missing one or more hints — shani_create_workflow (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); shani_run_workflow (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); shani_batch_run (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +111 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.
Tool test coverage
Only 0/114 tools referenced in tests (0%)
Write tests that reference each tool by name so every tool has at least one test.
Secrets stay with their owner
2 secret/sensitive values flow into network calls (API_KEY → http://localhost:8003, API_KEY → http://localhost:8003) (2 other flows matched canonical API hosts)
Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.
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