OpenEvidence Common Errors Skill

OpenEvidence Common Errors

Overview

OpenEvidence provides AI-powered clinical decision support through evidence-based query answering with citation tracking. API integrations involve submitting clinical questions, retrieving evidence summaries, and managing citation references. Common errors include overly broad queries that exceed processing limits, citation-not-found errors when referenced studies are retracted, and timeouts on complex multi-condition queries that trigger deep literature analysis. The DeepConsult mode provides more thorough analysis but consumes 5x the rate limit quota and has a 90-second timeout. This reference covers authentication, query validation, and clinical-specific error patterns.

Error Reference

| Code | Message | Cause | Fix | |------|---------|-------|-----| | 401 | Authentication failed | Invalid or expired API key | Regenerate at OpenEvidence developer portal | | 403 | Organization access denied | API key not authorized for org | Verify org ID matches the key's assigned organization | | 404 | Citation not found | Referenced study retracted or removed | Query for updated evidence; citation database refreshes weekly | | 408 | Query timeout | Complex multi-condition query exceeded 90s limit | Simplify query to single clinical question; avoid compound conditions | | 422 | Query too broad | Question not specific enough for clinical analysis | Add condition, population, or intervention to narrow scope | | 422 | Non-medical query | Question not recognized as clinical | Rephrase using medical terminology and clinical context | | 429 | Rate limited | Exceeded API request quota | Implement backoff; check Retry-After header | | 503 | Service unavailable | DeepConsult queue at capacity | Retry after 60s; consider standard query mode instead |

Error Handler

interface OpenEvidenceError {
  code: number;
  message: string;
  category: "auth" | "rate_limit" | "query" | "availability";
}

function classifyOpenEvidenceError(status: number, body: string): OpenEvidenceError {
  if (status === 401 || status === 403) {
    return { code: status, message: body, category: "auth" };
  }
  if (status === 429) {
    return { code: 429, message: "Rate limited", category: "rate_limit" };
  }
  if (status === 503) {
    return { code: 503, message: body, category: "availability" };
  }
  return { code: status, message: body, category: "query" };
}

Debugging Guide

Authentication Errors

OpenEvidence API keys are scoped per organization. A 401 means the key itself is invalid; a 403 means the key is valid but not authorized for the specified org ID. Verify both the OPENEVIDENCE_API_KEY and the org_id parameter match. Keys are rotated quarterly for compliance -- check expiration date.

Rate Limit Errors

Rate limits vary by plan tier. Standard plans allow 100 queries/hour; enterprise plans have higher limits. DeepConsult queries (longer analysis) consume 5x the rate limit quota of standard queries. Use Retry-After header and implement exponential backoff.

Validation Errors

Queries must be clinically relevant and specific. "What causes headaches?" is too broad -- narrow to "What is the first-line treatment for migraine with aura in adults?" Add population, intervention, or comparison to improve query specificity. Non-medical queries are rejected with 422. Citation references use DOI-based identifiers; retracted studies return 404 and should be re-queried for updated evidence.

Error Handling

| Scenario | Pattern | Recovery | |----------|---------|----------| | Query too broad | 422 with specificity warning | Add condition + population + intervention details | | Citation not found | 404 on citation lookup | Re-query for updated evidence; citations refresh weekly | | DeepConsult queue full | 503 on complex queries | Fall back to standard query mode; retry deep after delay | | Timeout on compound query | 408 after 90s | Split into individual clinical questions | | Org access mismatch | 403 despite valid key | Verify org_id parameter matches key's assigned organization |

Quick Diagnostic

# Verify API connectivity and key validity
curl -s -o /dev/null -w "%{http_code}" \
  -H "Authorization: Bearer $OPENEVIDENCE_API_KEY" \
  https://api.openevidence.com/v1/health

Resources

Next Steps

See openevidence-debug-bundle.

Agent Skills: OpenEvidence Common Errors

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