model-debugging
Enables debugging and diagnosing of model errors in Pollinations services, analyzing logs and identifying affected users.
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The model-debugging skill was audited on May 20, 2026 and we found 41 security issues across 3 threat categories, including 2 high-severity. Review the findings below before installing.
Categories Tested
Security Issues
medium line 280
Curl to non-GitHub URL
SourceSKILL.md
| 280 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \ |
medium line 294
Curl to non-GitHub URL
SourceSKILL.md
| 294 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
medium line 321
Curl to non-GitHub URL
SourceSKILL.md
| 321 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
medium line 348
Curl to non-GitHub URL
SourceSKILL.md
| 348 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
medium line 377
Curl to non-GitHub URL
SourceSKILL.md
| 377 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \ |
medium line 416
Curl to non-GitHub URL
SourceSKILL.md
| 416 | curl "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TINYBIRD_TOKEN" | jq '.data' |
medium line 419
Curl to non-GitHub URL
SourceSKILL.md
| 419 | curl "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_errors.json?token=$TINYBIRD_TOKEN" | jq '.data' |
medium line 442
Curl to non-GitHub URL
SourceSKILL.md
| 442 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
medium line 467
Curl to non-GitHub URL
SourceSKILL.md
| 467 | curl -s 'https://gen.pollinations.ai/v1/chat/completions' \ |
medium line 474
Curl to non-GitHub URL
SourceSKILL.md
| 474 | curl -s 'https://gen.pollinations.ai/image/test?model=MODEL_NAME&width=256&height=256' \ |
medium line 511
Curl to non-GitHub URL
SourceSKILL.md
| 511 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TINYBIRD_TOKEN" | jq '.data' |
medium line 523
Curl to non-GitHub URL
SourceSKILL.md
| 523 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
medium line 535
Curl to non-GitHub URL
SourceSKILL.md
| 535 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
medium line 545
Curl to non-GitHub URL
SourceSKILL.md
| 545 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
low line 91
Access to hidden dotfiles in home directory
SourceSKILL.md
| 91 | ssh -i ~/.ssh/id_rsa_ovh [email protected] "sudo journalctl -u image-pollinations -f" |
low line 94
Access to hidden dotfiles in home directory
SourceSKILL.md
| 94 | ssh -i ~/.ssh/id_rsa_ovh [email protected] "sudo journalctl -u image-pollinations --since '3 minutes ago' --no-pager" > legacy-image-logs.txt |
high line 91
Access to SSH directory
SourceSKILL.md
| 91 | ssh -i ~/.ssh/id_rsa_ovh [email protected] "sudo journalctl -u image-pollinations -f" |
high line 94
Access to SSH directory
SourceSKILL.md
| 94 | ssh -i ~/.ssh/id_rsa_ovh [email protected] "sudo journalctl -u image-pollinations --since '3 minutes ago' --no-pager" > legacy-image-logs.txt |
medium line 105
Access to .env file
SourceSKILL.md
| 105 | **Fix**: Create new Azure Content Safety resource and update `.env`: |
low line 212
Access to .env file
SourceSKILL.md
| 212 | # Or from existing .env |
low line 213
Access to .env file
SourceSKILL.md
| 213 | grep CLOUDFLARE_ACCOUNT_ID image.pollinations.ai/.env |
low line 22
External URL reference
SourceSKILL.md
| 22 | The Model Monitor at https://monitor.pollinations.ai shows **all real-world traffic**, including: |
low line 61
External URL reference
SourceSKILL.md
| 61 | View current model health at: https://monitor.pollinations.ai |
low line 107
External URL reference
SourceSKILL.md
| 107 | AZURE_CONTENT_SAFETY_ENDPOINT=https://<new-resource>.cognitiveservices.azure.com/ |
low line 219
External URL reference
SourceSKILL.md
| 219 | 1. Go to https://dash.cloudflare.com/profile/api-tokens |
low line 262
External URL reference
SourceSKILL.md
| 262 | POST https://api.cloudflare.com/client/v4/accounts/{account_id}/workers/observability/telemetry/query |
low line 280
External URL reference
SourceSKILL.md
| 280 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \ |
low line 294
External URL reference
SourceSKILL.md
| 294 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
low line 321
External URL reference
SourceSKILL.md
| 321 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
low line 348
External URL reference
SourceSKILL.md
| 348 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
low line 377
External URL reference
SourceSKILL.md
| 377 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \ |
low line 416
External URL reference
SourceSKILL.md
| 416 | curl "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TINYBIRD_TOKEN" | jq '.data' |
low line 419
External URL reference
SourceSKILL.md
| 419 | curl "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_errors.json?token=$TINYBIRD_TOKEN" | jq '.data' |
low line 431
External URL reference
SourceSKILL.md
| 431 | 1. **Check Model Monitor** - https://monitor.pollinations.ai |
low line 442
External URL reference
SourceSKILL.md
| 442 | curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \ |
low line 467
External URL reference
SourceSKILL.md
| 467 | curl -s 'https://gen.pollinations.ai/v1/chat/completions' \ |
low line 474
External URL reference
SourceSKILL.md
| 474 | curl -s 'https://gen.pollinations.ai/image/test?model=MODEL_NAME&width=256&height=256' \ |
low line 511
External URL reference
SourceSKILL.md
| 511 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TINYBIRD_TOKEN" | jq '.data' |
low line 523
External URL reference
SourceSKILL.md
| 523 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
low line 535
External URL reference
SourceSKILL.md
| 535 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
low line 545
External URL reference
SourceSKILL.md
| 545 | curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TINYBIRD_ADMIN_TOKEN" \ |
Scanned on May 20, 2026
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Categorydata analytics
UpdatedMay 20, 2026
claudefrontendremotiongitapidatabasetestingdevopsbackenddata-analystml-ai-engineertechnical-supportdata analyticsdevelopmentsupport
pollinations/pollinations