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model-debugging

Enables debugging and diagnosing of model errors in Pollinations services, analyzing logs and identifying affected users.

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Security score

The model-debugging skill was audited on Jun 4, 2026 and we found 38 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
280curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \
medium line 294

Curl to non-GitHub URL

SourceSKILL.md
294curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
medium line 321

Curl to non-GitHub URL

SourceSKILL.md
321curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
medium line 348

Curl to non-GitHub URL

SourceSKILL.md
348curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
medium line 377

Curl to non-GitHub URL

SourceSKILL.md
377curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \
medium line 453

Curl to non-GitHub URL

SourceSKILL.md
453curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
medium line 478

Curl to non-GitHub URL

SourceSKILL.md
478curl -s 'https://gen.pollinations.ai/v1/chat/completions' \
medium line 485

Curl to non-GitHub URL

SourceSKILL.md
485curl -s 'https://gen.pollinations.ai/image/test?model=MODEL_NAME&width=256&height=256' \
medium line 523

Curl to non-GitHub URL

SourceSKILL.md
523curl -s "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TB&minutes=240" | jq '.data'
medium line 532

Curl to non-GitHub URL

SourceSKILL.md
532curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
medium line 544

Curl to non-GitHub URL

SourceSKILL.md
544curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
medium line 554

Curl to non-GitHub URL

SourceSKILL.md
554curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
low line 91

Access to hidden dotfiles in home directory

SourceSKILL.md
91ssh -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
94ssh -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
91ssh -i ~/.ssh/id_rsa_ovh [email protected] "sudo journalctl -u image-pollinations -f"
high line 94

Access to SSH directory

SourceSKILL.md
94ssh -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
213grep CLOUDFLARE_ACCOUNT_ID image.pollinations.ai/.env
low line 22

External URL reference

SourceSKILL.md
22The Model Monitor at https://monitor.pollinations.ai shows **all real-world traffic**, including:
low line 61

External URL reference

SourceSKILL.md
61View current model health at: https://monitor.pollinations.ai
low line 107

External URL reference

SourceSKILL.md
107AZURE_CONTENT_SAFETY_ENDPOINT=https://<new-resource>.cognitiveservices.azure.com/
low line 219

External URL reference

SourceSKILL.md
2191. Go to https://dash.cloudflare.com/profile/api-tokens
low line 262

External URL reference

SourceSKILL.md
262POST https://api.cloudflare.com/client/v4/accounts/{account_id}/workers/observability/telemetry/query
low line 280

External URL reference

SourceSKILL.md
280curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \
low line 294

External URL reference

SourceSKILL.md
294curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
low line 321

External URL reference

SourceSKILL.md
321curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
low line 348

External URL reference

SourceSKILL.md
348curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
low line 377

External URL reference

SourceSKILL.md
377curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/keys" \
low line 421

External URL reference

SourceSKILL.md
421H="https://api.europe-west2.gcp.tinybird.co"
low line 442

External URL reference

SourceSKILL.md
4421. **Check Model Monitor** - https://monitor.pollinations.ai
low line 453

External URL reference

SourceSKILL.md
453curl -s "https://api.cloudflare.com/client/v4/accounts/$ACCOUNT_ID/workers/observability/telemetry/query" \
low line 478

External URL reference

SourceSKILL.md
478curl -s 'https://gen.pollinations.ai/v1/chat/completions' \
low line 485

External URL reference

SourceSKILL.md
485curl -s 'https://gen.pollinations.ai/image/test?model=MODEL_NAME&width=256&height=256' \
low line 523

External URL reference

SourceSKILL.md
523curl -s "https://api.europe-west2.gcp.tinybird.co/v0/pipes/model_health.json?token=$TB&minutes=240" | jq '.data'
low line 532

External URL reference

SourceSKILL.md
532curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
low line 544

External URL reference

SourceSKILL.md
544curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
low line 554

External URL reference

SourceSKILL.md
554curl -s "https://api.europe-west2.gcp.tinybird.co/v0/sql?token=$TB" \
Scanned on Jun 4, 2026
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