HealthcareRAGTools
An agentic AI system that enables healthcare professionals to log patient symptoms, retrieve similar clinical cases, and search medical documents using RAG. It integrates a Chroma vector database with the Model Context Protocol to provide real-time clinical decision support.
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snikithag
Source: Glama
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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.
These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.
search_documentsSearch medical documents using RAG and Groq API. Args: query: The search query (e.g., "symptoms of flu"). Returns: Relevant document content or error message.
log_patient_symptomsLog patient symptoms and optionally retrieve similar cases using RAG. Args: patient_id: Unique patient identifier (string). symptoms: Description of symptoms (string). severity: Symptom severity (Mild, Moderate, Severe). get_similar: If true, retrieve similar cases. Returns: Confirmation or similar …
GROQ_API_KEY├── .env # Stores the environment variableTool 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
2/2 tools missing one or more hints — search_documents (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); log_patient_symptoms (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint). 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.
Descriptions match behaviour
1 tool describes read intent but its handler mutates — log_patient_symptoms (line 69: with open(PATIENT_RECORDS_FILE, "w") as f:)
Rename the tool, rewrite the description, or move the side-effect into a separate clearly-named tool.
Tool handlers catch errors
1/2 tool handlers wrap calls in try/catch (50%)
Wrap each tool handler body in try/catch and return a structured error response.
License file
No license file
Add a LICENSE file (MIT, Apache-2.0, etc.).
Tests exist
No test files found
Add tests that exercise each declared tool.
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