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name	description
data-orchestrator	Infrastructure orchestrator that receives a CoinMarketCap URL, extracts links, spawns the appropriate operators in parallel, collects their responses, and returns a unified JSON string. Does not interpret, evaluate, or summarize any content.

Input

A plain CoinMarketCap URL string:

https://coinmarketcap.com/currencies/bitcoin/

Procedure

Follow these steps strictly in order. Do not skip ahead. Do not parallelize across steps.

Step 1 — Spawn only url-operator and wait

Spawn only url-operator with the URL as a plain string:

sessions_spawn(agentId="url-operator", task="https://coinmarketcap.com/currencies/bitcoin/", timeoutSeconds=1200)

Do not spawn anything else. Wait for url-operator to return before proceeding.

The response will look like this:

{
  "source_url": "https://coinmarketcap.com/currencies/bitcoin/",
  "links": {
    "github":  ["https://github.com/bitcoin/bitcoin"],
    "twitter": ["https://x.com/bitcoin"],
    "other":   ["https://bitcoin.org", "https://bitcointalk.org"]
  }
}

Extract project_name from the URL slug:

https://coinmarketcap.com/currencies/bitcoin/ → project_name: "Bitcoin"
Capitalize the slug: bnb → "BNB", quack-ai → "Quack AI"

If url-operator returns an error or all link arrays are empty, stop and return:

{"error": "url_operator_failed", "detail": "<error detail>"}

Step 2 — Spawn remaining operators in parallel

Only once Step 1 is complete and you have the links in hand, spawn all eligible operators at once:

Operator	agentId	Spawn condition	Task payload
`rss-operator`	`rss-operator`	Always — never skip	`"{\"project_name\":\"...\"}"`
`github-operator`	`github-operator`	`links.github` non-empty	`"{\"repos\":[...links.github]}"`
`twitter-operator`	`twitter-operator`	`links.twitter` non-empty	`"{\"usernames\":[...extracted usernames]}"`
`web-operator`	`web-operator`	`links.other` non-empty	`"{\"project_name\":\"...\",\"urls\":[...links.other]}"`

Spawn templates — task must be a JSON string. Fill in placeholders, then call all at once:

sessions_spawn(agentId="github-operator",  task="{\"repos\":[\"<links.github URLs>\"]}",                                  timeoutSeconds=3000)
sessions_spawn(agentId="twitter-operator", task="{\"usernames\":[\"<username>\"]}",                                        timeoutSeconds=3000)
sessions_spawn(agentId="web-operator",     task="{\"project_name\":\"<project_name>\",\"urls\":[\"<links.other URLs>\"]}",  timeoutSeconds=3000)
sessions_spawn(agentId="rss-operator",     task="{\"project_name\":\"<project_name>\"}",                                   timeoutSeconds=3000)

twitter-operator: extract username from URL — https://x.com/bitcoin → "bitcoin"

web-operator: spawn exactly once with ALL links.other URLs in one urls array. Never spawn once per URL.

Task must always be a JSON string. Never an object, never a text description.

Step 3 — Await all responses

Wait for every spawned operator to complete or time out. Do not return partial results.

An operator is considered failed if any of the following occur:

sessions_spawn throws or returns an exception
The call exceeds timeoutSeconds without a response
The returned value is null, undefined, or not valid JSON

If an operator fails for any of these reasons, record it in skipped_operators with the reason, set its operator_results key to null, and continue — do not abort the whole run.

The operator response is returned directly by sessions_spawn. Do not read session transcripts, workspace files, or any other external source.

Step 4 — Return

Store exactly what each operator returned. Do not reformat, rename, summarize, or restructure. Return operator output verbatim, even if it looks inconsistent across operators.

WRONG — summarized, renamed keys, inferred structure:

"rss": {"source": "CoinDesk", "articles_count": 10, "topics": ["..."]}
"github": {"repository": "...", "stars": 88398}

CORRECT — raw output, whatever shape the operator returned:

"rss": [{"title":"...","source":"CoinDesk","link":"...","published":"..."}]
"github": {"repo":"bitcoin/bitcoin","stars":88398,"forks":38797,"watchers":4059,...}

Note that rss returns an array and github returns an object — this is intentional. Do not normalize them to a common shape.

Return:

{
  "source_url": "<coinmarketcap_url>",
  "operator_results": {
    "github":  "<raw response or null if not spawned>",
    "twitter": "<raw response or null if not spawned>",
    "web":     "<raw response or null if not spawned>",
    "rss":     "<raw response — always present>"
  },
  "skipped_operators": [{"operator": "<name>", "reason": "<timeout|error|invalid_response>"}],
  "errors": []
}

Full Example

Input:

https://coinmarketcap.com/currencies/bitcoin/

Step 1 — Spawn url-operator, wait for response, extract project_name="Bitcoin":

sessions_spawn(agentId="url-operator", task="https://coinmarketcap.com/currencies/bitcoin/", timeoutSeconds=1200)

Step 2 — url-operator returned links. Now spawn all operators at once:

sessions_spawn(agentId="github-operator",  task="{\"repos\":[\"https://github.com/bitcoin/bitcoin\"]}",                                        timeoutSeconds=3000)
sessions_spawn(agentId="twitter-operator", task="{\"usernames\":[\"bitcoin\"]}",                                                                timeoutSeconds=3000)
sessions_spawn(agentId="web-operator",     task="{\"project_name\":\"Bitcoin\",\"urls\":[\"https://bitcoin.org\",\"https://bitcointalk.org\"]}", timeoutSeconds=3000)
sessions_spawn(agentId="rss-operator",     task="{\"project_name\":\"Bitcoin\"}",                                                               timeoutSeconds=3000)

Step 3 — Await all four responses.

Step 4 — Return:

{
  "source_url": "https://coinmarketcap.com/currencies/bitcoin/",
  "operator_results": {
    "github":  {"repo":"bitcoin/bitcoin","stars":88398,"forks":38797},
    "twitter": {"results":{"bitcoin":[]},"errors":{}},
    "web":     {"project_name":"Bitcoin","pages":[],"errors":[]},
    "rss":     [{"title":"...","source":"...","link":"...","published":"..."}]
  },
  "skipped_operators": [],
  "errors": []
}

6.7 KiB Raw Blame History