Documentation Index
Fetch the complete documentation index at: https://docs.tumban.com/llms.txt
Use this file to discover all available pages before exploring further.
reason_codes is a list of short identifiers explaining why a scan
received its recommendation. Codes can be combined; treat the list as
an unordered set.
Categorical codes
Emitted when matching keywords or domains are found.
| Code | Meaning |
|---|
PROHIBITED_DOMAIN | A direct link to a domain on Tumban’s prohibited list. |
ADULT_KEYWORDS | Adult-content keywords detected in profile text. |
ADULT_CONTENT_LINK | Link to an adult-content platform or service. |
ADULT_SERVICES_KEYWORDS | Adult-services keywords (escort, in-person services). |
EXTERNAL_ADULT_CONTEXT | Profile is mentioned on adult sites elsewhere on the web. |
PIRACY_KEYWORDS | Piracy / unlicensed-streaming keywords detected. |
PIRACY_INDICATORS | Contextual signals of piracy (IPTV, cracked accounts, shared subscriptions). |
GAMBLING_KEYWORDS | Gambling / wagering keywords detected. |
GAMBLING_INDICATORS | Contextual signals of gambling. |
COUNTERFEIT_KEYWORDS | Counterfeit-goods keywords detected. |
COUNTERFEIT_INDICATORS | Contextual signals of counterfeit goods. |
ACCOUNT_SHARING_KEYWORDS | Account-sharing or subscription-sharing keywords detected. |
Pattern codes
Emitted when contextual analysis identifies a violation pattern.
| Code | Meaning |
|---|
SUSPICIOUS_LINK_CHAIN | Link path leads to a prohibited destination through one or more redirects. |
EVASION_PATTERN | High proportion of login-gated links combined with promotional language. |
DARK_FUNNEL_PATTERN | Profile pushes users to private channels (Telegram, Discord) with vague promotion. |
Exculpatory and clean codes
| Code | Meaning |
|---|
EXCULPATORY_CONTEXT | Prohibited keywords appear, but in journalism, education, advocacy, or past-tense framing. The score is suppressed. |
CLEAN_PROFILE | Contextual analysis explicitly cleared the profile. |
Content Safety codes
Emitted when Azure Content Safety flagged a body of text or an image.
| Code | Meaning |
|---|
CONTENT_SAFETY_TEXT_FLAGGED | Profile text triggered the content classifier. |
CONTENT_SAFETY_IMAGE_FLAGGED | Profile or banner image triggered the content classifier. |
CONTENT_FILTER_TRIGGERED | The contextual model’s content filter blocked analysis. |
VIOLENCE_CONTENT | Content classifier flagged violence. |
HATE_CONTENT | Content classifier flagged hate speech. |
SELF_HARM_CONTENT | Content classifier flagged self-harm content. |
Adjudication codes
Emitted when the judge model adjusted a borderline aggregated score.
| Code | Meaning |
|---|
JUDGE_BUMP_UP | Judge raised the score after seeing additional context. |
JUDGE_BUMP_DOWN | Judge lowered the score after concluding the underlying signal was a false positive. |
Failure codes
| Code | Meaning |
|---|
LLM_API_ERROR | The contextual model failed due to infrastructure (timeout, network, 5xx). Score defaulted to a neutral value. |
SCAN_FAILED | The scan as a whole could not produce a triage report. Webhook payload only — see the error field. |
New codes may be added over time. Treat unknown codes as
informational rather than failing your integration on them.
