Drive Phish Desk from your own code
The page reads a reported email’s full source in your browser for free: authentication
results and DMARC alignment, the relay path, every link (redirect wrappers unwrapped), every
attachment with its SHA-256, look-alike domains, content cues and a verdict floor. Its one paid
step, the triage, is available over HTTP: you send one JSON object with
task: "triage" and a facts string that carries that check, and the
model replies with one JSON object: a verdict, a category, the evidence, what each person should
do, the indicators to block and a reply to the person who reported it.
Base URL: https://api.skillsafe.ai/v1/app-api. Every call sends
Content-Type: application/json and, once you have a token,
Authorization: Bearer <token>. The paths below (/guest,
/me, /estimate, /run, /jobs/{job_id},
/run-stream) are relative to it, exactly as sdk.js calls them.
The response envelope
Responses are JSON of the form {"ok": ..., "data": ..., "error": {...}}. The page’s
SDK (sdk.js) decides success from the HTTP status, not from ok: on a
2xx it returns data; otherwise it raises an error whose message is
error.message (or the HTTP status text when the body carries none), with
status, code (error.code) and details
(error.details) attached. A body that is not JSON is treated as {}.
{ "ok": true, "data": { ... } }
{ "ok": false, "error": { "code": "...", "message": "...", "details": { ... } } }
Error codes
Branch on the HTTP status and error.code, show error.message. The page
handles 401 and 402 by name; the rest reach it as a generic failure.
| HTTP | error.code | What it means / what to do |
|---|---|---|
400 | VALIDATION_ERROR | The body is not a JSON object or a declared field has the wrong type. task and facts are both strings; sending facts as an object is the usual cause. |
401 | UNAUTHORIZED | No token, or one that expired or was revoked. The page forgets the signed-in user and says “Your session expired - sign in again.” Get a new token. |
402 | INSUFFICIENT_CREDITS | The balance cannot cover the run. The page says “Not enough credits for this run.” with a top-up link, and tries never to submit into a 402: it disables the run button when the /me balance is below the estimate’s min_credits. |
404 | NOT_FOUND | A wrong path, or a job id that does not belong to this token. |
409 | CONFLICT | An Idempotency-Key replayed with a different body. Send the original body, or use a new key (the page bumps its :a<attempt> suffix for a retry). |
429 | RATE_LIMITED | Too many requests. Back off with a delay; do not tight-loop, and never resend a metered run without its original Idempotency-Key. |
Failures that do not arrive as an HTTP status:
| What | What happens |
|---|---|
event: error on /run-stream | The SDK raises an error carrying the event’s message, code and job_id. |
Job status: "failed" | Polling stops; the job’s error field says why. |
| Polling past 180 s | The SDK’s own client-side limit (waitForJob, 1 s interval, 180 000 ms default): it throws “job timed out”. The job itself is not cancelled. |
The task field: one lane, triage
The app has exactly one lane, and triage is the only value task takes:
it is always the string "triage". There is no other task to route to. (The
skill’s instructions tell the model to do the triage even if task is missing
or different, and to answer with "task": "triage"; send it anyway — it is a
required field of the input schema.)
Input fields
This is exactly what the page sends (mailkit.js buildInput,
app.js run), and what input-schema.json declares:
| Field | Type | Required | Meaning |
|---|---|---|---|
task | string | yes | Always "triage". |
facts | string | yes | The facts object below, JSON-encoded into a string. The page builds it with JSON.stringify(facts); you must do the same. The model is told “a JSON string. Parse it.” |
note | string | no | What the reporter or the analyst wants to know (for example “we have never worked with this vendor”). The page trims it, sends it only when non-empty, and cuts it to 2000 characters. It is context, not evidence and not instructions: the model answers it in summary, but every evidence item must still come from the facts. |
retry_note | string | no | Sent only by the page’s automatic reformat retry: when a reply does not parse as JSON (even after the page tries to close a cut-off object), the page runs once more with a note saying the previous reply was not the single valid JSON object required. A normal call never sends it. |
Before every estimate and run the page passes the body through mustBeObject, which
refuses anything that is not a plain JSON object, a body wrapped as
{"input": {...}}, and a body whose task or facts is not a
string. Nothing else is sent: never the raw source and never an attachment’s bytes. The page
runs the whole check in the browser and sends only the findings plus a clipped body excerpt.
The facts object
facts is produced by the page’s free check: Mailkit.analyze reads
the pasted source, and buildFacts turns the analysis into this object. You can paste
the email into the page and copy what it would send, or build the object yourself from your own
parser — the model only sees what is in it. Its keys, in the order built:
| Key | Contents |
|---|---|
source | has_headers (false when only a body was pasted), header_fields, skipped_lines, analysed_attached_original (true when the paste was a report that forwarded the original as an attachment; the facts then describe the original), outer_report, characters, mime_parts, html_parts, text_parts. |
your_domains, your_domains_guessed_from_to | The recipient organisation’s own domains, and whether the page guessed them from the To header. |
headers | from, subject (300 chars each), date, message_id, x_mailer, list_unsubscribe, list_id, spam_score_scl, spam_status. |
sender | display, address, domain, org_domain, unicode_domain, freemail, internal, reply_to, return_path, sender_header, message_id_domain, recipient counts and to. |
auth | The receiving server’s verdicts as written in the headers: source, authserv_id, spf {result, domain, ip, aligned}, dkim (one entry per result: result, d, s, aligned), dkim_aligned, dmarc {result, policy, header_from}, arc, compauth, up to 5 dkim_signatures, and the raw header. aligned is computed by the page (same organisational domain as From). |
route | count, origin_ip (the first public relay), origin_host, and the Received hops in delivery order (n, from_helo, from_rdns, ip, private, by, with, at, delay_s); over 15 hops, the first 5 and last 10 are sent. |
links, links_total | Up to 40 links, flagged ones first: id (U1, U2, …), href (300 chars), dest (the real destination when a wrapper was unwrapped, else ""), via, text, host, unicode_host, org_domain, where, flags. |
attachments | Up to 20: id (T1, …), filename, content_type, size, sha256, flags. Nothing was opened or scanned. |
flags | Up to 80 findings: id, sev (high | medium | low | info), text, detail (240 chars). IDs by family: X source, A authentication, S sender, L links, T attachments, C content, R route (the full table is in the skill and on the app page). |
verdict_floor, floor_reasons | The least severe verdict these facts alone allow (benign | suspicious | malicious) and why. malicious for an executable or disguised attachment, an HTML attachment asking for a sign-in, a sender dressed up as one of your domains, your own domain failing authentication, a disguised link on a sign-in request, or a brand or look-alike sender that failed authentication; otherwise suspicious for any high flag or two or more medium flags. |
body_excerpt | The readable body text, up to 6000 characters; a longer body keeps its start and its end with a marker for the middle. |
notes | Plain sentences about what was cut before sending. |
Worked example: an unfamiliar vendor invoice
A fully authenticated message from billing@corvid-logistics.example that asks for an
overdue invoice to be paid by Friday and links to the invoice on WeTransfer. The check raises
S11 (external sender, low), L10 (file-sharing link, medium) and C02 (payment pressure, medium);
two medium flags put the floor at suspicious. This is the facts object
buildFacts produces for it; save it as facts.json to run the samples
below:
{
"source": {
"has_headers": true,
"header_fields": 12,
"skipped_lines": 0,
"analysed_attached_original": false,
"outer_report": null,
"characters": 1306,
"mime_parts": 1,
"html_parts": 0,
"text_parts": 1
},
"your_domains": [
"pellridge-labs.example"
],
"your_domains_guessed_from_to": false,
"headers": {
"from": "\"Accounts | Corvid Logistics\" <billing@corvid-logistics.example>",
"subject": "Invoice CL-20931 - September freight",
"date": "Mon, 28 Sep 2026 09:15:27 +0000",
"message_id": "<a81c2e7f@corvid-logistics.example>",
"x_mailer": "",
"list_unsubscribe": false,
"list_id": "",
"spam_score_scl": "",
"spam_status": ""
},
"sender": {
"display": "Accounts | Corvid Logistics",
"address": "billing@corvid-logistics.example",
"domain": "corvid-logistics.example",
"org_domain": "corvid-logistics.example",
"unicode_domain": "corvid-logistics.example",
"freemail": false,
"internal": false,
"reply_to": [],
"return_path": "billing@corvid-logistics.example",
"sender_header": "",
"message_id_domain": "corvid-logistics.example",
"to_count": 1,
"cc_count": 0,
"to": [
"s.meyer@pellridge-labs.example"
]
},
"auth": {
"source": "Authentication-Results",
"authserv_id": "mx.pellridge-labs.example",
"spf": {
"result": "pass",
"domain": "corvid-logistics.example",
"ip": "192.0.2.61",
"aligned": true
},
"dkim": [
{
"result": "pass",
"d": "corvid-logistics.example",
"s": "mail",
"aligned": true
}
],
"dkim_aligned": true,
"dmarc": {
"result": "pass",
"policy": "none",
"header_from": "corvid-logistics.example"
},
"arc": "",
"compauth": "",
"dkim_signatures": [],
"raw": "mx.pellridge-labs.example; spf=pass (sender IP is 192.0.2.61) smtp.mailfrom=corvid-logistics.example; dkim=pass header.d=corvid-logistics.example header.s=mail; dmarc=pass action=none header.from=corvid-logistics.example"
},
"route": {
"count": 1,
"origin_ip": "192.0.2.61",
"origin_host": "smtp.corvid-logistics.example",
"hops": [
{
"n": 1,
"from_helo": "smtp.corvid-logistics.example",
"from_rdns": "smtp.corvid-logistics.example",
"ip": "192.0.2.61",
"private": false,
"by": "mx.pellridge-labs.example",
"with": "ESMTPS",
"at": "2026-09-28T09:15:31.000Z",
"delay_s": null
}
]
},
"links": [
{
"id": "U1",
"href": "https://wetransfer.com/downloads/5c1f0e9a7b2d/corvid-cl-20931",
"dest": "",
"via": "",
"text": "",
"host": "wetransfer.com",
"unicode_host": "",
"org_domain": "wetransfer.com",
"where": "plain text",
"flags": [
"L10"
]
}
],
"links_total": 1,
"attachments": [],
"flags": [
{
"id": "S11",
"sev": "low",
"text": "External sender: the From domain is not one of your domains",
"detail": "corvid-logistics.example is not pellridge-labs.example"
},
{
"id": "L10",
"sev": "medium",
"text": "Link to a free hosting, form or file-sharing platform where anyone can publish",
"detail": "U1 wetransfer.com"
},
{
"id": "C02",
"sev": "medium",
"text": "Payment or bank-detail change, wire transfer or invoice pressure",
"detail": "...idation. It is now overdue on our side, so please process this payment by Friday. The invoice and delivery notes are on..."
}
],
"verdict_floor": "suspicious",
"floor_reasons": [
"medium-severity flags L10, C02"
],
"body_excerpt": "Hello,\n\nPlease find our invoice CL-20931 for the September freight consolidation. It is now overdue on our side, so please process this payment by Friday.\n\nThe invoice and delivery notes are on WeTransfer:\nhttps://wetransfer.com/downloads/5c1f0e9a7b2d/corvid-cl-20931\n\nKind regards,\nPriya Raman\nAccounts, Corvid Logistics",
"notes": []
}
The full request body, with facts stringified (this is what
buildInput(facts, "We have never worked with Corvid Logistics as far as I know.") returns):
{"task":"triage","facts":"{\"source\":{\"has_headers\":true,\"header_fields\":12,\"skipped_lines\":0,\"analysed_attached_original\":false,\"outer_report\":null,\"characters\":1306,\"mime_parts\":1,\"html_parts\":0,\"text_parts\":1},\"your_domains\":[\"pellridge-labs.example\"],\"your_domains_guessed_from_to\":false,\"headers\":{\"from\":\"\\\"Accounts | Corvid Logistics\\\" <billing@corvid-logistics.example>\",\"subject\":\"Invoice CL-20931 - September freight\",\"date\":\"Mon, 28 Sep 2026 09:15:27 +0000\",\"message_id\":\"<a81c2e7f@corvid-logistics.example>\",\"x_mailer\":\"\",\"list_unsubscribe\":false,\"list_id\":\"\",\"spam_score_scl\":\"\",\"spam_status\":\"\"},\"sender\":{\"display\":\"Accounts | Corvid Logistics\",\"address\":\"billing@corvid-logistics.example\",\"domain\":\"corvid-logistics.example\",\"org_domain\":\"corvid-logistics.example\",\"unicode_domain\":\"corvid-logistics.example\",\"freemail\":false,\"internal\":false,\"reply_to\":[],\"return_path\":\"billing@corvid-logistics.example\",\"sender_header\":\"\",\"message_id_domain\":\"corvid-logistics.example\",\"to_count\":1,\"cc_count\":0,\"to\":[\"s.meyer@pellridge-labs.example\"]},\"auth\":{\"source\":\"Authentication-Results\",\"authserv_id\":\"mx.pellridge-labs.example\",\"spf\":{\"result\":\"pass\",\"domain\":\"corvid-logistics.example\",\"ip\":\"192.0.2.61\",\"aligned\":true},\"dkim\":[{\"result\":\"pass\",\"d\":\"corvid-logistics.example\",\"s\":\"mail\",\"aligned\":true}],\"dkim_aligned\":true,\"dmarc\":{\"result\":\"pass\",\"policy\":\"none\",\"header_from\":\"corvid-logistics.example\"},\"arc\":\"\",\"compauth\":\"\",\"dkim_signatures\":[],\"raw\":\"mx.pellridge-labs.example; spf=pass (sender IP is 192.0.2.61) smtp.mailfrom=corvid-logistics.example; dkim=pass header.d=corvid-logistics.example header.s=mail; dmarc=pass action=none header.from=corvid-logistics.example\"},\"route\":{\"count\":1,\"origin_ip\":\"192.0.2.61\",\"origin_host\":\"smtp.corvid-logistics.example\",\"hops\":[{\"n\":1,\"from_helo\":\"smtp.corvid-logistics.example\",\"from_rdns\":\"smtp.corvid-logistics.example\",\"ip\":\"192.0.2.61\",\"private\":false,\"by\":\"mx.pellridge-labs.example\",\"with\":\"ESMTPS\",\"at\":\"2026-09-28T09:15:31.000Z\",\"delay_s\":null}]},\"links\":[{\"id\":\"U1\",\"href\":\"https://wetransfer.com/downloads/5c1f0e9a7b2d/corvid-cl-20931\",\"dest\":\"\",\"via\":\"\",\"text\":\"\",\"host\":\"wetransfer.com\",\"unicode_host\":\"\",\"org_domain\":\"wetransfer.com\",\"where\":\"plain text\",\"flags\":[\"L10\"]}],\"links_total\":1,\"attachments\":[],\"flags\":[{\"id\":\"S11\",\"sev\":\"low\",\"text\":\"External sender: the From domain is not one of your domains\",\"detail\":\"corvid-logistics.example is not pellridge-labs.example\"},{\"id\":\"L10\",\"sev\":\"medium\",\"text\":\"Link to a free hosting, form or file-sharing platform where anyone can publish\",\"detail\":\"U1 wetransfer.com\"},{\"id\":\"C02\",\"sev\":\"medium\",\"text\":\"Payment or bank-detail change, wire transfer or invoice pressure\",\"detail\":\"...idation. It is now overdue on our side, so please process this payment by Friday. The invoice and delivery notes are on...\"}],\"verdict_floor\":\"suspicious\",\"floor_reasons\":[\"medium-severity flags L10, C02\"],\"body_excerpt\":\"Hello,\\n\\nPlease find our invoice CL-20931 for the September freight consolidation. It is now overdue on our side, so please process this payment by Friday.\\n\\nThe invoice and delivery notes are on WeTransfer:\\nhttps://wetransfer.com/downloads/5c1f0e9a7b2d/corvid-cl-20931\\n\\nKind regards,\\nPriya Raman\\nAccounts, Corvid Logistics\",\"notes\":[]}","note":"We have never worked with Corvid Logistics as far as I know."}
A reply for these facts that satisfies the contract below and passes the page’s own reconciliation with no disagreements:
{
"task": "triage",
"verdict": "suspicious",
"category": "bec_payment_fraud",
"confidence": "medium",
"headline": "An invoice from corvid-logistics.example, a vendor you say you don't recognise, demands payment by Friday and points to a file-sharing link instead of an attached invoice.",
"auth": {
"spf": "pass",
"dkim": "pass",
"dmarc": "pass",
"aligned": true,
"reading": "SPF, DKIM and DMARC all pass and align to corvid-logistics.example, so the message really was sent by that domain's own mail systems and the From address was not spoofed. That only proves the sender controls corvid-logistics.example; it says nothing about whether Corvid Logistics is a vendor your organisation actually works with."
},
"evidence": [
{ "flag": "C02", "finding": "The body says the invoice is overdue on the sender's side and asks for payment to be processed by Friday, a payment-pressure and urgency pattern.", "weight": "moderate", "points_to": "malicious" },
{ "flag": "L10", "finding": "The invoice and delivery notes are not attached; instead the email links to a WeTransfer download page, a free file-sharing platform anyone can post to.", "weight": "moderate", "points_to": "malicious" },
{ "flag": "", "finding": "SPF, DKIM and DMARC all pass and are aligned to the From domain, so this is not a spoofed or look-alike sender address at the technical level.", "weight": "moderate", "points_to": "benign" },
{ "flag": "S11", "finding": "The sender's domain is external to your organisation, which is expected for any real outside vendor and is weak evidence on its own.", "weight": "weak", "points_to": "malicious" },
{ "flag": "", "finding": "The single relay hop originates from smtp.corvid-logistics.example at 192.0.2.61, consistent with mail sent directly from the claimed sender's own domain, with no backwards timestamps or other route anomalies.", "weight": "weak", "points_to": "benign" }
],
"sender": "The message claims to be from the Accounts team at Corvid Logistics, billing@corvid-logistics.example. SPF, DKIM and DMARC all pass and align to that same domain, so it genuinely was sent by Corvid Logistics' own mail systems and the address was not spoofed or impersonated at the technical level. Whether Corvid Logistics is a company your organisation has actually done business with is a separate question the authentication cannot answer.",
"links": [
{ "id": "U1", "risk": "medium", "assessment": "This is a link to a WeTransfer download page rather than the invoice being attached directly. WeTransfer is a free file-sharing service anyone can post to, so a link there does not by itself confirm who placed the file, and it is where the claimed invoice and delivery notes are hosted." }
],
"attachments": [],
"actions": [
{ "owner": "finance", "priority": "now", "step": "Hold payment on invoice CL-20931; do not release funds until Corvid Logistics is confirmed as a real, approved vendor." },
{ "owner": "finance", "priority": "now", "step": "Verify the invoice and the vendor by calling a phone number for Corvid Logistics from your own vendor records or a prior contract, never a number or address taken from this email." },
{ "owner": "recipient", "priority": "now", "step": "Do not open the download link or reply with any payment or account details until finance confirms the vendor." },
{ "owner": "soc", "priority": "soon", "step": "Check procurement and vendor records for any prior relationship with Corvid Logistics; if none exists, treat this as an unsolicited invoice pending verification." },
{ "owner": "mail_admin", "priority": "soon", "step": "Search mailboxes for other messages mentioning invoice CL-20931 or from corvid-logistics.example and hold them pending verification." },
{ "owner": "recipient", "priority": "later", "step": "If Corvid Logistics is confirmed as a genuine new vendor, record them in verified vendor contacts so a future invoice from them is not mistaken for a scam." }
],
"iocs": [
{ "type": "email", "value": "billing@corvid-logistics.example", "note": "Sender address on this unverified invoice; search other mailboxes for messages from it while the vendor is confirmed." },
{ "type": "domain", "value": "corvid-logistics.example", "note": "Sending domain for this unverified vendor; watch for further messages from it pending verification." },
{ "type": "ip", "value": "192.0.2.61", "note": "Origin IP that sent this message; keep for reference in case the vendor turns out not to be genuine." },
{ "type": "url", "value": "https://wetransfer.com/downloads/5c1f0e9a7b2d/corvid-cl-20931", "note": "Where the claimed invoice and delivery notes are hosted; do not open until the vendor is verified." }
],
"reporter_reply": "Thanks for flagging this - you were right to be cautious. This email is asking for payment on an invoice from a company we don't have a known relationship with, and it points to a download page instead of attaching the invoice directly, so please don't click that link or send any payment or details yet. We're confirming with the sender through a phone number or contact we already trust, not anything in this message, before anything is paid. We'll let you know once we've worked out whether this is a real vendor.",
"summary": "This is an unsolicited-looking invoice (CL-20931) from billing@corvid-logistics.example asking for payment by Friday, with the invoice and delivery notes hosted on a WeTransfer link rather than attached to the email. SPF, DKIM and DMARC all pass and align, so the message genuinely came from the corvid-logistics.example domain and was not spoofed; authentication alone cannot confirm whether Corvid Logistics is a vendor your organisation actually works with. You noted you don't recognise this vendor, which, combined with the payment urgency and the file-sharing link standing in for the invoice, is consistent with either a legitimate but unfamiliar new-vendor invoice or a fraudulent one, and the technical facts alone do not settle which. Hold the payment and verify the vendor and the invoice through a phone number or contact already on file before paying or opening the link. No attachments were present, and no other authentication or route anomalies were found."
}
The output contract
The model is instructed (SKILL.md) to reply with one JSON object and
nothing else — no prose, no code fences:
task:"triage".verdict:malicious|suspicious|benign; never less severe thanfacts.verdict_floor(benign<suspicious<malicious).maliciousneeds at least onestrongevidence item pointing to malicious;benignonly when nothing is left unexplained.category:credential_phishing|bec_payment_fraud|malware_delivery|extortion_scam|gift_card_scam|callback_scam|spam|legitimate|unclear.legitimateonly withbenign.confidence:high|medium|low;lowwheneversource.has_headersis false.headline: one sentence: what the message is and the single strongest reason.auth:spf(pass|fail|softfail|neutral|none|temperror|permerror|unknown),dkim(pass|fail|none|neutral|temperror|permerror|unknown; the page also acceptspolicy),dmarc(pass|fail|none|unknown),aligned(boolean),reading(what the results do and do not prove). Copied fromfacts.auth.evidence[]: 3 to 10 items, strongest first, each{flag, finding, weight, points_to}withweightstrong|moderate|weakandpoints_tomalicious|benign.flagis an ID fromfacts.flagsor""for an unflagged observation. Everyhighflag must appear.sender: two or three sentences: who it claims to be from, who actually sent it, whether they match.links[]:{id, risk, assessment}, one for every flagged link;riskhigh|medium|low.attachments[]:{id, risk, assessment}, one per attachment in the facts.actions[]: 3 to 8 steps (2 to 4 for benign), most urgent first, each{owner, priority, step}withownerrecipient|soc|mail_admin|financeandprioritynow|soon|later.iocs[]:{type, value, note}withtypeemail|domain|url|ip|filename|sha256;valuecopied exactly from the facts, not defanged. Empty for a benign message.reporter_reply: two to five friendly sentences for the reporter; no links, no jargon, no indicator lists.summary: three to six sentences for the analyst’s ticket, answeringnoteif one was sent.
Every text field is plain text (no Markdown, no HTML). The model never claims a link was visited, a domain looked up or an attachment opened, and never names a threat actor.
The page reconciles the reply; the API does not
What comes back from the API is the model’s raw text in output.output. The page
does more with it before showing anything (recon.js), and a direct API caller gets
none of this:
- Parsing and normalising. It strips a leading/trailing code fence and parses from the first
{to the last}(closing a cut-off object when needed). Unknown enum values fall back:verdict→suspicious,category→unclear,confidence→low,weight→weak,points_to→malicious, link and attachmentrisk→medium,owner→soc,priority→soon, IOCtype→domain, auth results →unknown. - The verdict is never below
verdict_floor. A less severe verdict is flagged as a disagreement, as are a missing verdict,legitimatewith a non-benign verdict,maliciouswith no strong malicious evidence, and a confidence abovelowwhen no headers were pasted. - High flags must be covered. Every
highflag infacts.flagsmust be cited by some evidence item, and evidence may not cite a flag the page did not raise. - Auth must match the headers. The stated
spfanddmarcmust equalfacts.auth’s results,dkimmust be one of the DKIM results (ornone/unknownwhen there are none), andalignedmust equal the page’s own computation (spf.alignedordkim_aligned). - Links and attachments. Every id must exist; every flagged link and every attachment must be assessed.
- IOC values must appear in the message. Each indicator is matched against the pasted source (lower-cased, trailing slashes dropped); one that does not appear, or was written defanged, is marked unverified. An indicator on one of
your_domainsis noted as “block only if spoofed”. - A link inside
reporter_replyis flagged.
If you call the API directly, run your own checks like these before any indicator reaches a blocklist.
Step 1 — a tiny client helper and a token
One function per language that does what sdk.js does for every call: JSON in,
bearer token if you have one, data out on a 2xx, an error carrying
status, error.code and error.message otherwise. The later
steps assume this helper is in the same file (for Go, Java and C#, the later snippets go inside
main / the top-level statements).
Then a token. Two kinds work:
-
Personal. The triage is metered, and the page only runs it for a signed-in user
unless the estimate says
sponsor_enabled. Sign in and copy your token from /tokens.html, then export it asSKILLSAFE_TOKEN. -
Guest.
POST /guestwith{"slug": "phish-desk"}and noAuthorizationheader, exactly assdk.jsguest()does. The response’sdatacarriestokenandguest_id. Reuse a token you already hold rather than minting a new one each time.
BASE="https://api.skillsafe.ai/v1/app-api"
TOKEN="${SKILLSAFE_TOKEN:-YOUR_TOKEN}" # see below
# api METHOD PATH [extra curl args...] -- prints the whole envelope; pipe to jq
api() {
method="$1"; path="$2"; shift 2
curl -sS -X "$method" "$BASE$path" \
-H "Content-Type: application/json" \
-H "Authorization: Bearer $TOKEN" "$@"
}
# success: jq '.data' failure: jq '.error | {code, message}'
# ---- get a token
# personal token: export SKILLSAFE_TOKEN=... (from /tokens.html) and skip this
# guest token: no Authorization header on this one call
TOKEN=$(curl -sS -X POST "$BASE/guest" \
-H "Content-Type: application/json" \
-d '{"slug":"phish-desk"}' | jq -r '.data.token')
echo "guest token: ${TOKEN:0:12}..."
import hashlib, json, os, time, urllib.parse
import requests # pip install requests
BASE = "https://api.skillsafe.ai/v1/app-api"
TOKEN = os.environ.get("SKILLSAFE_TOKEN", "YOUR_TOKEN") # see below
class ApiError(Exception):
def __init__(self, status, code, message, details=None):
super().__init__(f"{status} {code}: {message}")
self.status, self.code, self.details = status, code, details
def api(method, path, body=None, headers=None):
h = {"Content-Type": "application/json"}
if TOKEN:
h["Authorization"] = "Bearer " + TOKEN
h.update(headers or {})
r = requests.request(method, BASE + path, headers=h,
data=None if body is None else json.dumps(body))
try:
env = r.json()
except ValueError:
env = {}
if not r.ok:
err = env.get("error") or {}
raise ApiError(r.status_code, err.get("code"), err.get("message") or r.reason, err.get("details"))
return env.get("data")
# ---- get a token
# personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if TOKEN in ("", "YOUR_TOKEN"):
TOKEN = "" # no Authorization header on /guest
guest = api("POST", "/guest", {"slug": "phish-desk"})
TOKEN = guest["token"]
print("guest", guest.get("guest_id"))
// triage.mjs -- Node 18+ (global fetch), run with: node triage.mjs
import { readFileSync } from "node:fs";
import { createHash } from "node:crypto";
const BASE = "https://api.skillsafe.ai/v1/app-api";
let TOKEN = "YOUR_TOKEN"; // see below
async function api(method, path, body, headers = {}) {
const h = { "Content-Type": "application/json", ...headers };
if (TOKEN) h.Authorization = "Bearer " + TOKEN;
const res = await fetch(BASE + path, {
method,
headers: h,
body: body === undefined ? undefined : JSON.stringify(body),
});
const json = await res.json().catch(() => ({}));
if (!res.ok) {
const err = new Error((json.error && json.error.message) || res.statusText);
err.status = res.status;
err.code = json.error && json.error.code;
err.details = json.error && json.error.details;
throw err;
}
return json.data;
}
// ---- get a token
// personal token: paste it from /tokens.html into TOKEN and skip this
if (!TOKEN || TOKEN === "YOUR_TOKEN") {
TOKEN = ""; // no Authorization header on /guest
const guest = await api("POST", "/guest", { slug: "phish-desk" });
TOKEN = guest.token;
console.log("guest", guest.guest_id);
}
package main
import (
"bufio"
"bytes"
"crypto/sha256"
"encoding/hex"
"encoding/json"
"fmt"
"net/http"
"net/url"
"os"
"strings"
"time"
)
const base = "https://api.skillsafe.ai/v1/app-api"
var token = os.Getenv("SKILLSAFE_TOKEN") // see below
type apiError struct {
Status int
Code string
Message string
}
func (e *apiError) Error() string { return fmt.Sprintf("%d %s: %s", e.Status, e.Code, e.Message) }
type envelope struct {
OK bool `json:"ok"`
Data json.RawMessage `json:"data"`
Error *struct {
Code string `json:"code"`
Message string `json:"message"`
} `json:"error"`
}
func newRequest(method, path string, body any, headers map[string]string) (*http.Request, error) {
var buf []byte
if body != nil {
b, err := json.Marshal(body)
if err != nil {
return nil, err
}
buf = b
}
req, err := http.NewRequest(method, base+path, bytes.NewReader(buf))
if err != nil {
return nil, err
}
req.Header.Set("Content-Type", "application/json")
if token != "" {
req.Header.Set("Authorization", "Bearer "+token)
}
for k, v := range headers {
req.Header.Set(k, v)
}
return req, nil
}
func errorFrom(res *http.Response, env envelope) error {
e := &apiError{Status: res.StatusCode, Message: http.StatusText(res.StatusCode)}
if env.Error != nil {
e.Code = env.Error.Code
if env.Error.Message != "" {
e.Message = env.Error.Message
}
}
return e
}
// api sends body as JSON and decodes the envelope's data into out (out may be nil).
func api(method, path string, body any, headers map[string]string, out any) error {
req, err := newRequest(method, path, body, headers)
if err != nil {
return err
}
res, err := http.DefaultClient.Do(req)
if err != nil {
return err
}
defer res.Body.Close()
var env envelope
_ = json.NewDecoder(res.Body).Decode(&env)
if res.StatusCode < 200 || res.StatusCode > 299 {
return errorFrom(res, env)
}
if out != nil && len(env.Data) > 0 {
return json.Unmarshal(env.Data, out)
}
return nil
}
func main() {
// the token code below and steps 2-5 go here; remove any import a step you skip no longer uses
_, _, _, _, _ = bufio.NewScanner, sha256.Sum256, hex.EncodeToString, url.PathEscape, strings.Index
_ = time.Second
}
// ---- inside main: get a token
// personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if token == "" {
var guest struct {
Token string `json:"token"`
GuestID string `json:"guest_id"`
}
if err := api("POST", "/guest", map[string]string{"slug": "phish-desk"}, nil, &guest); err != nil {
panic(err)
}
token = guest.Token
fmt.Println("guest", guest.GuestID)
}
// PhishDesk.java -- Java 17+, needs com.fasterxml.jackson.core:jackson-databind on the classpath
import com.fasterxml.jackson.databind.JsonNode;
import com.fasterxml.jackson.databind.ObjectMapper;
import java.net.URI;
import java.net.URLEncoder;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpResponse;
import java.nio.charset.StandardCharsets;
import java.nio.file.Files;
import java.nio.file.Path;
import java.security.MessageDigest;
import java.util.*;
import java.util.stream.Collectors;
import java.util.stream.Stream;
public class PhishDesk {
static final String BASE = "https://api.skillsafe.ai/v1/app-api";
static String token = System.getenv().getOrDefault("SKILLSAFE_TOKEN", "YOUR_TOKEN"); // see below
static final HttpClient HTTP = HttpClient.newHttpClient();
static final ObjectMapper JSON = new ObjectMapper();
static class ApiException extends Exception {
final int status;
final String code;
ApiException(int status, String code, String message) {
super(status + " " + code + ": " + message);
this.status = status;
this.code = code;
}
}
static HttpRequest.Builder request(String method, String path, Object body, Map<String, String> headers) throws Exception {
HttpRequest.Builder b = HttpRequest.newBuilder(URI.create(BASE + path))
.header("Content-Type", "application/json")
.method(method, body == null ? HttpRequest.BodyPublishers.noBody()
: HttpRequest.BodyPublishers.ofString(JSON.writeValueAsString(body)));
if (token != null && !token.isEmpty()) b.header("Authorization", "Bearer " + token);
if (headers != null) headers.forEach(b::header);
return b;
}
static ApiException errorFrom(int status, JsonNode env) {
JsonNode err = env.path("error");
return new ApiException(status, err.path("code").asText(null), err.path("message").asText("HTTP " + status));
}
static JsonNode api(String method, String path, Object body, Map<String, String> headers) throws Exception {
HttpResponse<String> res = HTTP.send(request(method, path, body, headers).build(), HttpResponse.BodyHandlers.ofString());
JsonNode env;
try { env = JSON.readTree(res.body()); } catch (Exception e) { env = JSON.createObjectNode(); }
if (env == null) env = JSON.createObjectNode();
if (res.statusCode() / 100 != 2) throw errorFrom(res.statusCode(), env);
return env.path("data");
}
public static void main(String[] args) throws Exception {
// the token code below and steps 2-5 go here
}
}
// ---- inside main: get a token
// personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if (token.isEmpty() || token.equals("YOUR_TOKEN")) {
token = ""; // no Authorization header on /guest
JsonNode guest = api("POST", "/guest", Map.of("slug", "phish-desk"), null);
token = guest.path("token").asText();
System.out.println("guest " + guest.path("guest_id").asText());
}
require "digest"
require "json"
require "net/http"
require "uri"
BASE = "https://api.skillsafe.ai/v1/app-api"
$token = ENV.fetch("SKILLSAFE_TOKEN", "YOUR_TOKEN") # see below
class ApiError < StandardError
attr_reader :status, :code
def initialize(status, code, message)
super("#{status} #{code}: #{message}")
@status = status
@code = code
end
end
def build_request(method, path, body = nil, headers = {})
uri = URI(BASE + path)
req = Net::HTTPGenericRequest.new(method, !body.nil?, true, uri.request_uri)
req["Content-Type"] = "application/json"
req["Authorization"] = "Bearer #{$token}" if $token && !$token.empty?
headers.each { |k, v| req[k] = v }
req.body = JSON.generate(body) unless body.nil?
[uri, req]
end
def api(method, path, body = nil, headers = {})
uri, req = build_request(method, path, body, headers)
res = Net::HTTP.start(uri.host, uri.port, use_ssl: true) { |h| h.request(req) }
env = (JSON.parse(res.body) rescue {})
env = {} unless env.is_a?(Hash)
unless res.is_a?(Net::HTTPSuccess)
err = env["error"] || {}
raise ApiError.new(res.code.to_i, err["code"], err["message"] || res.message)
end
env["data"]
end
# ---- get a token
# personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if $token.empty? || $token == "YOUR_TOKEN"
$token = "" # no Authorization header on /guest
guest = api("POST", "/guest", { slug: "phish-desk" })
$token = guest["token"]
puts "guest #{guest["guest_id"]}"
end
<?php
// needs the curl extension
const BASE = "https://api.skillsafe.ai/v1/app-api";
$TOKEN = getenv("SKILLSAFE_TOKEN") ?: "YOUR_TOKEN"; // see below
class ApiError extends Exception {
public $status;
public $apiCode;
public function __construct($status, $code, $message) {
parent::__construct("$status $code: $message");
$this->status = $status;
$this->apiCode = $code;
}
}
function headers_for(array $extra = []): array {
global $TOKEN;
$h = ["Content-Type: application/json"];
if ($TOKEN) $h[] = "Authorization: Bearer $TOKEN";
foreach ($extra as $k => $v) $h[] = "$k: $v";
return $h;
}
function api(string $method, string $path, $body = null, array $headers = []) {
$ch = curl_init(BASE . $path);
curl_setopt_array($ch, [
CURLOPT_CUSTOMREQUEST => $method,
CURLOPT_HTTPHEADER => headers_for($headers),
CURLOPT_RETURNTRANSFER => true,
]);
if ($body !== null) curl_setopt($ch, CURLOPT_POSTFIELDS, json_encode($body, JSON_UNESCAPED_SLASHES | JSON_UNESCAPED_UNICODE));
$raw = curl_exec($ch);
if ($raw === false) throw new RuntimeException(curl_error($ch));
$status = curl_getinfo($ch, CURLINFO_RESPONSE_CODE);
curl_close($ch);
$env = json_decode($raw);
if (!is_object($env)) $env = new stdClass();
if ($status < 200 || $status > 299) {
$e = $env->error ?? new stdClass();
throw new ApiError($status, $e->code ?? null, $e->message ?? "HTTP $status");
}
return $env->data ?? null;
}
// ---- get a token
// personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if ($TOKEN === "" || $TOKEN === "YOUR_TOKEN") {
$TOKEN = ""; // no Authorization header on /guest
$guest = api("POST", "/guest", ["slug" => "phish-desk"]);
$TOKEN = $guest->token;
echo "guest {$guest->guest_id}\n";
}
// Program.cs -- .NET 6+ console app with top-level statements; the token code and steps 2-5 go ABOVE this class
using System.Text;
using System.Text.Json;
using System.Text.Json.Nodes;
static class Api
{
public const string Base = "https://api.skillsafe.ai/v1/app-api";
public static string Token = Environment.GetEnvironmentVariable("SKILLSAFE_TOKEN") ?? "YOUR_TOKEN"; // see below
public static readonly HttpClient Http = new HttpClient();
public class ApiException : Exception
{
public int Status;
public string? Code;
public ApiException(int status, string? code, string message) : base($"{status} {code}: {message}")
{
Status = status;
Code = code;
}
}
public static HttpRequestMessage Request(string method, string path, object? body = null, IDictionary<string, string>? headers = null)
{
var req = new HttpRequestMessage(new HttpMethod(method), Base + path);
if (body != null) req.Content = new StringContent(JsonSerializer.Serialize(body), Encoding.UTF8, "application/json");
if (!string.IsNullOrEmpty(Token)) req.Headers.TryAddWithoutValidation("Authorization", "Bearer " + Token);
if (headers != null) foreach (var kv in headers) req.Headers.TryAddWithoutValidation(kv.Key, kv.Value);
return req;
}
public static ApiException ErrorFrom(HttpResponseMessage res, JsonNode? env)
{
var err = env?["error"];
return new ApiException((int)res.StatusCode, err?["code"]?.GetValue<string>(),
err?["message"]?.GetValue<string>() ?? res.ReasonPhrase ?? "error");
}
public static async Task<JsonNode?> Call(string method, string path, object? body = null, IDictionary<string, string>? headers = null)
{
using var req = Request(method, path, body, headers);
using var res = await Http.SendAsync(req);
var text = await res.Content.ReadAsStringAsync();
JsonNode? env = null;
try { env = JsonNode.Parse(text); } catch (JsonException) { }
if (!res.IsSuccessStatusCode) throw ErrorFrom(res, env);
return env?["data"];
}
}
// ---- top-level statements (above the Api class): get a token
// personal token: set SKILLSAFE_TOKEN (from /tokens.html) and skip this
if (Api.Token == "" || Api.Token == "YOUR_TOKEN")
{
Api.Token = ""; // no Authorization header on /guest
var guest = await Api.Call("POST", "/guest", new { slug = "phish-desk" });
Api.Token = guest!["token"]!.GetValue<string>();
Console.WriteLine($"guest {guest["guest_id"]}");
}
Step 2 — GET /me
Who the token belongs to and what it can spend. sdk.js documents the shape as
{subject_type, subject_id, credits, profile?}. The page treats the caller as signed
in only when subject_type is "user", shows credits as the
balance (1 credit = $0.0001, so it divides by 10 000 for the dollar figure), and compares it
with the estimate in step 3 before it lets you run.
api GET /me | jq '.data // .error'
me = api("GET", "/me")
print(me["subject_type"], me.get("subject_id"), me.get("credits"))
signed_in = me["subject_type"] == "user"
const me = await api("GET", "/me");
console.log(me.subject_type, me.subject_id, me.credits);
const signedIn = me.subject_type === "user";
var me struct {
SubjectType string `json:"subject_type"`
SubjectID any `json:"subject_id"`
Credits any `json:"credits"`
}
if err := api("GET", "/me", nil, nil, &me); err != nil {
panic(err)
}
fmt.Println(me.SubjectType, me.SubjectID, me.Credits)
signedIn := me.SubjectType == "user"
_ = signedIn
JsonNode me = api("GET", "/me", null, null);
System.out.println(me.path("subject_type").asText() + " " + me.path("subject_id").asText() + " " + me.path("credits"));
boolean signedIn = me.path("subject_type").asText().equals("user");
me = api("GET", "/me")
puts [me["subject_type"], me["subject_id"], me["credits"]].join(" ")
signed_in = me["subject_type"] == "user"
$me = api("GET", "/me");
echo $me->subject_type, " ", $me->subject_id ?? "", " ", $me->credits ?? "", "\n";
$signedIn = $me->subject_type === "user";
var me = await Api.Call("GET", "/me");
Console.WriteLine($"{me?["subject_type"]} {me?["subject_id"]} {me?["credits"]}");
var signedIn = me?["subject_type"]?.GetValue<string>() == "user";
Step 3 — POST /estimate
Price the triage before you run it. The body is the same input object you will send to
/run (task, facts as a string, optional
note); no job is created and nothing is charged. From the response the page reads:
| Field | Meaning |
|---|---|
hold_credits | A reservation, not a price: the worst case the platform holds while the run is in flight. The page shows it as “reserves N credits”. What you actually pay is the job’s charged_credits (step 4), normally less; the rest of the hold is released. A balance below the hold is allowed but the reply may be cut short (truncated). |
min_credits | The smallest balance that can start a run. Below it the page disables the run button, because the call would be a 402. |
sponsor_enabled | When true, a caller who is not signed in may run the triage; otherwise the page asks them to sign in. |
warnings | Input warnings (for example a missing required field). They do not refuse the call, so check them before you run. |
The page re-prices whenever the paste or the note changes. The amounts move with the model’s
rates and grow with the size of facts, so read them from the call rather than
hard-coding them.
# facts.json = the facts object from the worked example; jq -c turns it into ONE string
BODY=$(jq -n --arg facts "$(jq -c . facts.json)" --arg q "We have never worked with Corvid Logistics as far as I know." \
'{task: "triage", facts: $facts, note: $q}')
api POST /estimate -d "$BODY" \
| jq '.error // (.data | {hold_credits, min_credits, sponsor_enabled, warnings, model, model_alias, markup_bps})'
with open("facts.json", encoding="utf-8") as f:
facts = json.load(f)
inp = {
"task": "triage",
"facts": json.dumps(facts, separators=(",", ":"), ensure_ascii=False), # a STRING, like JSON.stringify
"note": "We have never worked with Corvid Logistics as far as I know.", # optional; the page trims it and caps it at 2000 chars
}
est = api("POST", "/estimate", inp)
print("hold", est.get("hold_credits"), "min", est.get("min_credits"),
"sponsored", est.get("sponsor_enabled"), "warnings", est.get("warnings") or [])
const facts = JSON.parse(readFileSync("facts.json", "utf8"));
const input = {
task: "triage",
facts: JSON.stringify(facts), // a STRING, exactly as the page sends it
note: "We have never worked with Corvid Logistics as far as I know.", // optional; the page trims it and caps it at 2000 chars
};
const est = await api("POST", "/estimate", input);
console.log("hold", est.hold_credits, "min", est.min_credits,
"sponsored", est.sponsor_enabled, "warnings", est.warnings || []);
raw, err := os.ReadFile("facts.json")
if err != nil {
panic(err)
}
var facts any
if err := json.Unmarshal(raw, &facts); err != nil {
panic(err)
}
factsJSON, _ := json.Marshal(facts) // compact; travels as a STRING
input := map[string]any{
"task": "triage",
"facts": string(factsJSON),
"note": "We have never worked with Corvid Logistics as far as I know.", // optional; the page trims it and caps it at 2000 chars
}
var est struct {
HoldCredits any `json:"hold_credits"`
MinCredits any `json:"min_credits"`
SponsorEnabled bool `json:"sponsor_enabled"`
Warnings []any `json:"warnings"`
}
if err := api("POST", "/estimate", input, nil, &est); err != nil {
panic(err)
}
fmt.Printf("hold %v min %v sponsored %v warnings %v\n", est.HoldCredits, est.MinCredits, est.SponsorEnabled, est.Warnings)
JsonNode facts = JSON.readTree(Files.readString(Path.of("facts.json")));
Map<String, Object> input = new LinkedHashMap<>();
input.put("task", "triage");
input.put("facts", JSON.writeValueAsString(facts)); // a STRING, compact
input.put("note", "We have never worked with Corvid Logistics as far as I know."); // optional; the page trims it and caps it at 2000 chars
JsonNode est = api("POST", "/estimate", input, null);
System.out.println("hold " + est.path("hold_credits") + " min " + est.path("min_credits")
+ " sponsored " + est.path("sponsor_enabled").asBoolean(false) + " warnings " + est.path("warnings"));
facts = JSON.parse(File.read("facts.json", encoding: "UTF-8"))
input = {
task: "triage",
facts: JSON.generate(facts), # a STRING, compact
note: "We have never worked with Corvid Logistics as far as I know." # optional; the page trims it and caps it at 2000 chars
}
est = api("POST", "/estimate", input)
puts "hold #{est["hold_credits"]} min #{est["min_credits"]} " \
"sponsored #{est["sponsor_enabled"]} warnings #{(est["warnings"] || []).inspect}"
// decode to objects (not arrays) so an empty {} stays {} when re-encoded
$facts = json_decode(file_get_contents("facts.json"));
$input = [
"task" => "triage",
"facts" => json_encode($facts, JSON_UNESCAPED_SLASHES | JSON_UNESCAPED_UNICODE), // a STRING
"note" => "We have never worked with Corvid Logistics as far as I know.", // optional; the page trims it and caps it at 2000 chars
];
$est = api("POST", "/estimate", $input);
echo "hold ", $est->hold_credits ?? "-", " min ", $est->min_credits ?? "-",
" sponsored ", json_encode($est->sponsor_enabled ?? false),
" warnings ", json_encode($est->warnings ?? []), "\n";
var facts = JsonNode.Parse(File.ReadAllText("facts.json"))!;
var input = new Dictionary<string, string>
{
["task"] = "triage",
["facts"] = facts.ToJsonString(), // a STRING, compact
["note"] = "We have never worked with Corvid Logistics as far as I know.", // optional; the page trims it and caps it at 2000 chars
};
var est = await Api.Call("POST", "/estimate", input);
Console.WriteLine($"hold {est?["hold_credits"]} min {est?["min_credits"]} " +
$"sponsored {est?["sponsor_enabled"]} warnings {est?["warnings"]?.ToJsonString() ?? "[]"}");
Step 4 — POST /run, then poll the job
Send the same input to /run with an Idempotency-Key header. Its
data carries a job_id. Poll GET /jobs/{job_id} the way
sdk.js waitForJob does: every second until status is
succeeded or failed, giving up on the client side after 180 seconds.
On the finished job, read:
output.output— the model’s reply as text: the JSON object from the output contract. Parse it yourself.truncated—truewhen the reply was cut short. The page then closes the cut-off JSON, shows what arrived as a partial result (“N of 13 sections recovered”), and says it was cut short by the available balance.charged_credits— the real cost of the run, as opposed to the estimate’shold_creditsreservation. The page re-reads/meafterwards for the new balance.error— on afailedjob.
Idempotency key. Resending a request with the same key must not start a second
paid run, so derive the key from the input, not from the clock. The page uses
phish-desk:triage:<hash>:a<attempt>, where <hash> is
a 32-bit djb2 hash of JSON.stringify(input) in hex, a dash, and the string’s
length in hex, and <attempt> is 1 for a normal run and
2 for the automatic reformat retry (which also adds retry_note). For
the worked example that is phish-desk:triage:3d368f81-e64:a1. The format is the
page’s convention, not a requirement: any stable, unique string does. The samples below
use a SHA-256 prefix.
The page itself uses /run-stream (step 5), not /run; both take the
same body and header.
KEY="phish-desk:triage:$(printf '%s' "$BODY" | shasum -a 256 | cut -c1-16):a1"
JOB=$(api POST /run -H "Idempotency-Key: $KEY" -d "$BODY" | jq -r '.data.job_id')
for i in $(seq 180); do # 1 s interval, 180 s client-side limit
J=$(api GET "/jobs/$JOB")
S=$(printf '%s' "$J" | jq -r '.data.status')
if [ "$S" = "succeeded" ] || [ "$S" = "failed" ]; then break; fi
sleep 1
done
printf '%s' "$J" | jq '.data | {status, truncated, charged_credits, error}'
printf '%s' "$J" | jq -r '.data.output.output' | jq '{verdict, category, confidence, headline, iocs}'
body = json.dumps(inp)
key = "phish-desk:triage:" + hashlib.sha256(body.encode()).hexdigest()[:16] + ":a1"
job_id = api("POST", "/run", inp, {"Idempotency-Key": key})["job_id"]
deadline = time.time() + 180 # 1 s interval, 180 s client-side limit
while True:
job = api("GET", "/jobs/" + urllib.parse.quote(job_id, safe=""))
if job["status"] in ("succeeded", "failed"):
break
if time.time() > deadline:
raise TimeoutError("job timed out")
time.sleep(1)
if job["status"] == "failed":
raise SystemExit(f"run failed: {job.get('error')}")
print("truncated:", job.get("truncated") is True, "charged:", job.get("charged_credits"))
text = (job.get("output") or {}).get("output") or ""
reply = json.loads(text[text.index("{"): text.rindex("}") + 1])
print(reply["verdict"], "-", reply["headline"])
print(reply["category"], reply["confidence"], reply["auth"])
for i in reply.get("iocs", []):
print(i["type"], i["value"])
const key = "phish-desk:triage:" +
createHash("sha256").update(JSON.stringify(input)).digest("hex").slice(0, 16) + ":a1";
const { job_id } = await api("POST", "/run", input, { "Idempotency-Key": key });
let job;
const deadline = Date.now() + 180000; // 1 s interval, 180 s client-side limit
for (;;) {
job = await api("GET", "/jobs/" + encodeURIComponent(job_id));
if (job.status === "succeeded" || job.status === "failed") break;
if (Date.now() > deadline) throw new Error("job timed out");
await new Promise((r) => setTimeout(r, 1000));
}
if (job.status === "failed") throw new Error("run failed: " + JSON.stringify(job.error));
console.log("truncated:", job.truncated === true, "charged:", job.charged_credits);
const text = (job.output && job.output.output) || "";
const reply = JSON.parse(text.slice(text.indexOf("{"), text.lastIndexOf("}") + 1));
console.log(reply.verdict, "-", reply.headline);
console.log(reply.category, reply.confidence, reply.auth);
for (const i of reply.iocs || []) console.log(i.type, i.value);
inputJSON, _ := json.Marshal(input)
sum := sha256.Sum256(inputJSON)
key := "phish-desk:triage:" + hex.EncodeToString(sum[:8]) + ":a1"
var started struct {
JobID string `json:"job_id"`
}
if err := api("POST", "/run", input, map[string]string{"Idempotency-Key": key}, &started); err != nil {
panic(err)
}
type jobT struct {
Status string `json:"status"`
Output *struct {
Output string `json:"output"`
} `json:"output"`
Truncated bool `json:"truncated"`
ChargedCredits any `json:"charged_credits"`
Error any `json:"error"`
}
var job jobT
deadline := time.Now().Add(180 * time.Second) // 1 s interval, 180 s client-side limit
for {
job = jobT{}
if err := api("GET", "/jobs/"+url.PathEscape(started.JobID), nil, nil, &job); err != nil {
panic(err)
}
if job.Status == "succeeded" || job.Status == "failed" {
break
}
if time.Now().After(deadline) {
panic("job timed out")
}
time.Sleep(time.Second)
}
if job.Status == "failed" {
panic(fmt.Sprintf("run failed: %v", job.Error))
}
fmt.Println("truncated:", job.Truncated, "charged:", job.ChargedCredits)
text := ""
if job.Output != nil {
text = job.Output.Output
}
var reply map[string]any
if a, b := strings.Index(text, "{"), strings.LastIndex(text, "}"); a >= 0 && b > a {
if err := json.Unmarshal([]byte(text[a:b+1]), &reply); err != nil {
panic(err)
}
}
fmt.Println(reply["verdict"], "-", reply["headline"])
fmt.Println(reply["category"], reply["confidence"], reply["iocs"])
byte[] digest = MessageDigest.getInstance("SHA-256").digest(JSON.writeValueAsBytes(input));
String key = "phish-desk:triage:" + HexFormat.of().formatHex(digest, 0, 8) + ":a1";
String jobId = api("POST", "/run", input, Map.of("Idempotency-Key", key)).path("job_id").asText();
JsonNode job;
long deadline = System.currentTimeMillis() + 180_000; // 1 s interval, 180 s client-side limit
while (true) {
job = api("GET", "/jobs/" + URLEncoder.encode(jobId, StandardCharsets.UTF_8), null, null);
String s = job.path("status").asText();
if (s.equals("succeeded") || s.equals("failed")) break;
if (System.currentTimeMillis() > deadline) throw new RuntimeException("job timed out");
Thread.sleep(1000);
}
if (job.path("status").asText().equals("failed")) throw new RuntimeException("run failed: " + job.path("error"));
System.out.println("truncated: " + job.path("truncated").asBoolean(false) + ", charged: " + job.path("charged_credits"));
String text = job.path("output").path("output").asText("");
JsonNode reply = JSON.readTree(text.substring(text.indexOf('{'), text.lastIndexOf('}') + 1));
System.out.println(reply.path("verdict").asText() + " - " + reply.path("headline").asText());
System.out.println(reply.path("category").asText() + " " + reply.path("confidence").asText());
for (JsonNode i : reply.path("iocs")) {
System.out.println(i.path("type").asText() + " " + i.path("value").asText());
}
key = "phish-desk:triage:#{Digest::SHA256.hexdigest(JSON.generate(input))[0, 16]}:a1"
job_id = api("POST", "/run", input, { "Idempotency-Key" => key })["job_id"]
deadline = Time.now + 180 # 1 s interval, 180 s client-side limit
job = nil
loop do
job = api("GET", "/jobs/#{URI.encode_www_form_component(job_id)}")
break if %w[succeeded failed].include?(job["status"])
raise "job timed out" if Time.now > deadline
sleep 1
end
raise "run failed: #{job["error"].inspect}" if job["status"] == "failed"
puts "truncated: #{job["truncated"] == true}, charged: #{job["charged_credits"]}"
text = (job["output"] || {})["output"].to_s
reply = JSON.parse(text[text.index("{")..text.rindex("}")])
puts "#{reply["verdict"]} - #{reply["headline"]}"
puts "#{reply["category"]} #{reply["confidence"]}"
(reply["iocs"] || []).each { |i| puts "#{i["type"]} #{i["value"]}" }
$key = "phish-desk:triage:" . substr(hash("sha256", json_encode($input)), 0, 16) . ":a1";
$jobId = api("POST", "/run", $input, ["Idempotency-Key" => $key])->job_id;
$deadline = time() + 180; // 1 s interval, 180 s client-side limit
while (true) {
$job = api("GET", "/jobs/" . rawurlencode($jobId));
if (in_array($job->status, ["succeeded", "failed"], true)) break;
if (time() > $deadline) throw new RuntimeException("job timed out");
sleep(1);
}
if ($job->status === "failed") throw new RuntimeException("run failed: " . json_encode($job->error ?? null));
echo "truncated: ", json_encode(($job->truncated ?? false) === true), ", charged: ", $job->charged_credits ?? "-", "\n";
$text = $job->output->output ?? "";
$reply = json_decode(substr($text, strpos($text, "{"), strrpos($text, "}") - strpos($text, "{") + 1));
echo $reply->verdict, " - ", $reply->headline, "\n";
echo $reply->category, " ", $reply->confidence, "\n";
foreach ($reply->iocs ?? [] as $i) echo "$i->type $i->value\n";
var digest = System.Security.Cryptography.SHA256.HashData(Encoding.UTF8.GetBytes(JsonSerializer.Serialize(input)));
var key = "phish-desk:triage:" + Convert.ToHexString(digest, 0, 8).ToLowerInvariant() + ":a1";
var started = await Api.Call("POST", "/run", input, new Dictionary<string, string> { ["Idempotency-Key"] = key });
var jobId = started!["job_id"]!.GetValue<string>();
JsonNode job;
var deadline = DateTime.UtcNow.AddSeconds(180); // 1 s interval, 180 s client-side limit
while (true)
{
job = (await Api.Call("GET", "/jobs/" + Uri.EscapeDataString(jobId)))!;
var s = job["status"]?.GetValue<string>();
if (s == "succeeded" || s == "failed") break;
if (DateTime.UtcNow > deadline) throw new TimeoutException("job timed out");
await Task.Delay(1000);
}
if (job["status"]?.GetValue<string>() == "failed") throw new Exception($"run failed: {job["error"]?.ToJsonString()}");
var truncated = job["truncated"] is JsonValue t && t.TryGetValue(out bool tb) && tb;
Console.WriteLine($"truncated: {truncated}, charged: {job["charged_credits"]}");
var text = job["output"]?["output"]?.GetValue<string>() ?? "";
var reply = JsonNode.Parse(text[text.IndexOf('{')..(text.LastIndexOf('}') + 1)])!;
Console.WriteLine($"{reply["verdict"]} - {reply["headline"]}");
Console.WriteLine($"{reply["category"]} {reply["confidence"]}");
foreach (var i in reply["iocs"]?.AsArray() ?? new JsonArray())
Console.WriteLine($"{i?["type"]} {i?["value"]}");
Step 5 — POST /run-stream (Server-Sent Events)
The alternative to step 4, and what the page uses: same body, same
Idempotency-Key header, one request. Run one or the other for a given input, not
both. The response is text/event-stream. sdk.js splits it into frames
on a blank line, takes the event name from an event: line (default
message) and concatenates the data: lines, skips frames with no data
or with data that is not JSON, and handles these events:
| Event | Data | What the SDK does |
|---|---|---|
delta | {text} | Passes text to onDelta. |
job | job info | Passes it to onJob (the page uses it to advance its progress display). |
done | the final payload: {job_id, status, charged_credits, output} | Keeps it as the result. |
pending | a payload | Treated exactly like done. If it carries a job_id and no output, poll that job as in step 4. |
error | {message, code, job_id} | After the stream ends, raises an error with those fields. |
If the response is not text/event-stream, it is an ordinary JSON envelope:
the SDK returns its data (an idempotent replay returns this way) or raises the
error on a non-2xx status. Handle both shapes.
From the final payload the page reads output.output (falling back to the
concatenated delta text), truncated and charged_credits.
Browsers receive progress ticks rather than deltas from this endpoint, so the page relies on the
final payload; if the stream fails part-way, it tries to recover a partial reply from whatever
delta text arrived.
# -N turns off buffering so frames print as they arrive
api POST /run-stream -N -H "Idempotency-Key: $KEY" -d "$BODY"
# frames look like:
# event: job
# data: {...}
#
# event: done
# data: {"job_id":"...","status":"...","charged_credits":...,"output":{"output":"{\"task\":\"triage\",...}"}}
# keep only the final reply text:
api POST /run-stream -N -H "Idempotency-Key: $KEY" -d "$BODY" \
| awk '/^event:/{ev=$2} /^data:/ && ev=="done"{sub(/^data: */,""); print}' \
| jq -r '.output.output' | jq .
h = {"Content-Type": "application/json", "Authorization": "Bearer " + TOKEN, "Idempotency-Key": key}
done, failure, streamed = None, None, ""
with requests.post(BASE + "/run-stream", headers=h, data=json.dumps(inp), stream=True) as r:
if "text/event-stream" not in r.headers.get("content-type", ""):
try:
env = r.json()
except ValueError:
env = {}
if not r.ok:
err = env.get("error") or {}
raise ApiError(r.status_code, err.get("code"), err.get("message") or r.reason)
done = env.get("data")
else:
event, data = "message", ""
for line in r.iter_lines(decode_unicode=True):
if line == "": # a blank line ends a frame
if data:
try:
payload = json.loads(data)
except ValueError:
payload = None
if event == "delta" and payload is not None:
streamed += payload.get("text") or ""
elif event == "job":
print("job", payload)
elif event in ("done", "pending"):
done = payload
elif event == "error":
failure = payload
event, data = "message", ""
elif line.startswith("event:"):
event = line[6:].strip()
elif line.startswith("data:"):
data += line[5:].strip()
if failure:
raise SystemExit(f"{failure.get('code')}: {failure.get('message')} (job {failure.get('job_id')})")
done = done or {}
full = (done.get("output") or {}).get("output") or streamed
print("truncated:", done.get("truncated") is True, "charged:", done.get("charged_credits"))
print(json.loads(full[full.index("{"): full.rindex("}") + 1])["headline"])
const res = await fetch(BASE + "/run-stream", {
method: "POST",
headers: { "Content-Type": "application/json", Authorization: "Bearer " + TOKEN, "Idempotency-Key": key },
body: JSON.stringify(input),
});
let done = null, failure = null, streamed = "";
if (!(res.headers.get("content-type") || "").includes("text/event-stream")) {
const json = await res.json().catch(() => ({}));
if (!res.ok) throw new Error((json.error && json.error.message) || res.statusText);
done = json.data;
} else {
const reader = res.body.getReader();
const decoder = new TextDecoder();
let buffer = "";
for (;;) {
const chunk = await reader.read();
if (chunk.done) break;
buffer += decoder.decode(chunk.value, { stream: true });
let idx;
while ((idx = buffer.indexOf("\n\n")) >= 0) {
const frame = buffer.slice(0, idx);
buffer = buffer.slice(idx + 2);
let event = "message", dataStr = "";
for (const line of frame.split("\n")) {
if (line.startsWith("event:")) event = line.slice(6).trim();
else if (line.startsWith("data:")) dataStr += line.slice(5).trim();
}
if (!dataStr) continue;
let data;
try { data = JSON.parse(dataStr); } catch { continue; }
if (event === "delta") streamed += data.text || "";
else if (event === "job") console.log("job", data);
else if (event === "done" || event === "pending") done = data;
else if (event === "error") failure = data;
}
}
}
if (failure) throw new Error(`${failure.code}: ${failure.message} (job ${failure.job_id})`);
const full = (done && done.output && done.output.output) || streamed;
console.log("truncated:", !!(done && done.truncated), "charged:", done && done.charged_credits);
console.log(JSON.parse(full.slice(full.indexOf("{"), full.lastIndexOf("}") + 1)).headline);
sreq, err := newRequest("POST", "/run-stream", input, map[string]string{"Idempotency-Key": key})
if err != nil {
panic(err)
}
sres, err := http.DefaultClient.Do(sreq)
if err != nil {
panic(err)
}
defer sres.Body.Close()
var done, failure map[string]any
var streamed strings.Builder
if !strings.Contains(sres.Header.Get("Content-Type"), "text/event-stream") {
var env envelope
_ = json.NewDecoder(sres.Body).Decode(&env)
if sres.StatusCode < 200 || sres.StatusCode > 299 {
panic(errorFrom(sres, env))
}
_ = json.Unmarshal(env.Data, &done)
} else {
sc := bufio.NewScanner(sres.Body)
sc.Buffer(make([]byte, 64*1024), 16*1024*1024) // the done frame can be long
event, data := "message", ""
for sc.Scan() {
line := sc.Text()
switch {
case line == "": // a blank line ends a frame
if data != "" {
var p map[string]any
if json.Unmarshal([]byte(data), &p) == nil {
switch event {
case "delta":
if t, ok := p["text"].(string); ok {
streamed.WriteString(t)
}
case "job":
fmt.Println("job", p)
case "done", "pending":
done = p
case "error":
failure = p
}
}
}
event, data = "message", ""
case strings.HasPrefix(line, "event:"):
event = strings.TrimSpace(line[6:])
case strings.HasPrefix(line, "data:"):
data += strings.TrimSpace(line[5:])
}
}
}
if failure != nil {
panic(fmt.Sprintf("%v: %v (job %v)", failure["code"], failure["message"], failure["job_id"]))
}
full := streamed.String()
if out, ok := done["output"].(map[string]any); ok {
if s, ok := out["output"].(string); ok && s != "" {
full = s
}
}
fmt.Println("truncated:", done["truncated"] == true, "charged:", done["charged_credits"])
fmt.Println(full)
HttpRequest sreq = request("POST", "/run-stream", input, Map.of("Idempotency-Key", key)).build();
HttpResponse<Stream<String>> sres = HTTP.send(sreq, HttpResponse.BodyHandlers.ofLines());
JsonNode done = null, failure = null;
StringBuilder streamed = new StringBuilder();
if (!sres.headers().firstValue("content-type").orElse("").contains("text/event-stream")) {
JsonNode env = JSON.readTree(sres.body().collect(Collectors.joining("\n")));
if (env == null) env = JSON.createObjectNode();
if (sres.statusCode() / 100 != 2) throw errorFrom(sres.statusCode(), env);
done = env.path("data");
} else {
String event = "message";
StringBuilder data = new StringBuilder();
Iterator<String> it = sres.body().iterator();
while (it.hasNext()) {
String line = it.next();
if (line.isEmpty()) { // a blank line ends a frame
if (data.length() > 0) {
JsonNode p = null;
try { p = JSON.readTree(data.toString()); } catch (Exception ignored) { }
if (p != null) {
switch (event) {
case "delta": streamed.append(p.path("text").asText("")); break;
case "job": System.out.println("job " + p); break;
case "done": case "pending": done = p; break;
case "error": failure = p; break;
default: break;
}
}
}
event = "message";
data.setLength(0);
} else if (line.startsWith("event:")) event = line.substring(6).trim();
else if (line.startsWith("data:")) data.append(line.substring(5).trim());
}
}
if (failure != null) {
throw new RuntimeException(failure.path("code").asText() + ": " + failure.path("message").asText()
+ " (job " + failure.path("job_id").asText() + ")");
}
String full = done == null ? "" : done.path("output").path("output").asText("");
if (full.isEmpty()) full = streamed.toString();
System.out.println("truncated: " + (done != null && done.path("truncated").asBoolean(false))
+ ", charged: " + (done == null ? "-" : done.path("charged_credits").toString()));
System.out.println(full);
uri, req = build_request("POST", "/run-stream", input, { "Idempotency-Key" => key })
done = failure = nil
streamed = +""
Net::HTTP.start(uri.host, uri.port, use_ssl: true, read_timeout: 300) do |http|
http.request(req) do |res|
unless res["content-type"].to_s.include?("text/event-stream")
env = (JSON.parse(res.body) rescue {})
unless res.is_a?(Net::HTTPSuccess)
raise ApiError.new(res.code.to_i, env.dig("error", "code"), env.dig("error", "message") || res.message)
end
done = env["data"]
next
end
buf = +""
res.read_body do |chunk|
buf << chunk
while (i = buf.index("\n\n"))
frame = buf.slice!(0, i + 2)
event = "message"
data = +""
frame.split("\n").each do |line|
if line.start_with?("event:") then event = line[6..].strip
elsif line.start_with?("data:") then data << line[5..].strip
end
end
next if data.empty?
payload = (JSON.parse(data) rescue nil)
next if payload.nil?
case event
when "delta" then streamed << payload["text"].to_s
when "job" then puts "job #{payload.inspect}"
when "done", "pending" then done = payload
when "error" then failure = payload
end
end
end
end
end
raise "#{failure["code"]}: #{failure["message"]} (job #{failure["job_id"]})" if failure
done ||= {}
full = (done["output"] || {})["output"].to_s
full = streamed if full.empty?
puts "truncated: #{done["truncated"] == true}, charged: #{done["charged_credits"]}"
puts full
$done = null; $failure = null; $streamed = ""; $buf = ""; $ctype = "";
$handle = function (string $event, string $data) use (&$done, &$failure, &$streamed) {
$p = json_decode($data);
if ($p === null) return; // not JSON: skipped, as sdk.js does
switch ($event) {
case "delta": $streamed .= $p->text ?? ""; break;
case "job": echo "job ", json_encode($p), "\n"; break;
case "done": case "pending": $done = $p; break;
case "error": $failure = $p; break;
}
};
$ch = curl_init(BASE . "/run-stream");
curl_setopt_array($ch, [
CURLOPT_POST => true,
CURLOPT_HTTPHEADER => headers_for(["Idempotency-Key" => $key]),
CURLOPT_POSTFIELDS => json_encode($input, JSON_UNESCAPED_SLASHES | JSON_UNESCAPED_UNICODE),
CURLOPT_HEADERFUNCTION => function ($ch, $line) use (&$ctype) {
if (stripos($line, "content-type:") === 0) $ctype = strtolower(trim(substr($line, 13)));
return strlen($line);
},
CURLOPT_WRITEFUNCTION => function ($ch, $chunk) use (&$buf, &$ctype, $handle) {
$buf .= $chunk;
if (strpos($ctype, "text/event-stream") === false) return strlen($chunk); // plain JSON: parse at the end
while (($i = strpos($buf, "\n\n")) !== false) {
$frame = substr($buf, 0, $i);
$buf = substr($buf, $i + 2);
$event = "message"; $data = "";
foreach (explode("\n", $frame) as $line) {
if (strpos($line, "event:") === 0) $event = trim(substr($line, 6));
elseif (strpos($line, "data:") === 0) $data .= trim(substr($line, 5));
}
if ($data !== "") $handle($event, $data);
}
return strlen($chunk);
},
]);
if (curl_exec($ch) === false) throw new RuntimeException(curl_error($ch));
$status = curl_getinfo($ch, CURLINFO_RESPONSE_CODE);
curl_close($ch);
if (strpos($ctype, "text/event-stream") === false) {
$env = json_decode($buf) ?? new stdClass();
if ($status < 200 || $status > 299) {
throw new ApiError($status, $env->error->code ?? null, $env->error->message ?? "HTTP $status");
}
$done = $env->data ?? null;
}
if ($failure) throw new RuntimeException(($failure->code ?? "") . ": " . ($failure->message ?? "") . " (job " . ($failure->job_id ?? "") . ")");
$full = $done->output->output ?? "";
if ($full === "") $full = $streamed;
echo "truncated: ", json_encode(($done->truncated ?? false) === true), ", charged: ", $done->charged_credits ?? "-", "\n";
echo $full, "\n";
using var sreq = Api.Request("POST", "/run-stream", input, new Dictionary<string, string> { ["Idempotency-Key"] = key });
using var sres = await Api.Http.SendAsync(sreq, HttpCompletionOption.ResponseHeadersRead);
JsonNode? done = null, failure = null;
var streamed = new StringBuilder();
if (sres.Content.Headers.ContentType?.MediaType != "text/event-stream")
{
JsonNode? env = null;
try { env = JsonNode.Parse(await sres.Content.ReadAsStringAsync()); } catch (JsonException) { }
if (!sres.IsSuccessStatusCode) throw Api.ErrorFrom(sres, env);
done = env?["data"];
}
else
{
using var reader = new StreamReader(await sres.Content.ReadAsStreamAsync());
var ev = "message";
var data = new StringBuilder();
string? line;
while ((line = await reader.ReadLineAsync()) != null)
{
if (line.Length == 0) // a blank line ends a frame
{
if (data.Length > 0)
{
JsonNode? p = null;
try { p = JsonNode.Parse(data.ToString()); } catch (JsonException) { }
if (p != null)
{
switch (ev)
{
case "delta": streamed.Append(p["text"]?.GetValue<string>() ?? ""); break;
case "job": Console.WriteLine($"job {p.ToJsonString()}"); break;
case "done": case "pending": done = p; break;
case "error": failure = p; break;
}
}
}
ev = "message";
data.Clear();
}
else if (line.StartsWith("event:")) ev = line[6..].Trim();
else if (line.StartsWith("data:")) data.Append(line[5..].Trim());
}
}
if (failure != null) throw new Exception($"{failure["code"]}: {failure["message"]} (job {failure["job_id"]})");
var full = done?["output"]?["output"]?.GetValue<string>();
if (string.IsNullOrEmpty(full)) full = streamed.ToString();
var cut = done?["truncated"] is JsonValue tv && tv.TryGetValue(out bool cutShort) && cutShort;
Console.WriteLine($"truncated: {cut}, charged: {done?["charged_credits"]}");
Console.WriteLine(full);
What the page does that you now do
- Reads the whole source in the browser and builds
factsfrom it (mailkit.js); you build the same object and stringify it. - Prices every input with
/estimateand refuses to run belowmin_credits. - Sends each attempt with an input-derived
Idempotency-Key, and retries once withretry_notewhen a reply does not parse. - Closes a cut-off JSON reply and shows what arrived when
truncatedis true or the stream ends early. - Reconciles the reply against the headers and the message (
recon.js) and defangs indicators before exporting them.
Or skip all of this and use Phish Desk in the browser: the check, the flags, the verdict floor and the indicator exports are free.