Closed-loop account-intelligence system: harvest -> relevance filter vs. Capability Library -> synthesize -> score -> deliver -> feedback. - 40-capability Broadcom + VMware library - Live Exa.ai news connector with hard free-plan request ceilings - Provider-agnostic LLM layer (Gemini/Anthropic) with offline mock fallback - LLM confidence wired into composite scoring + low-confidence floor - 7-account pilot list Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
169 lines
5.9 KiB
Python
169 lines
5.9 KiB
Python
"""Exa.ai news/web harvester (real API) with hard request ceilings.
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Free-plan protection (the whole point of this module):
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* A persistent MONTHLY counter in output/state/exa_usage.json, reset each
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calendar month. Once EXA_MONTHLY_REQUEST_CAP is hit, no more calls are made.
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* A PER-RUN counter (process-local) capped at EXA_PER_RUN_REQUEST_CAP.
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A request is only counted when an HTTP response actually comes back from Exa
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(i.e. a billable call). Network failures that never reach Exa are not counted.
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Returns:
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list[RawSignal] on a successful call (may be empty if Exa found no news)
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None when Exa is disabled, a cap is reached, or the call errored
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-> signals the news harvester to fall back to fixtures.
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"""
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from __future__ import annotations
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import json
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import urllib.request
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import urllib.error
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from datetime import timedelta
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from .. import config
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from ..types import RawSignal, now_utc, iso
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_ENDPOINT = "https://api.exa.ai/search"
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# Process-local counter -> enforces the per-run cap (resets every CLI invocation).
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_run_count = 0
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def _usage_path():
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return config.STATE_DIR / "exa_usage.json"
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def _current_month() -> str:
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return now_utc().strftime("%Y-%m")
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def _load_usage() -> dict:
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config.ensure_dirs()
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p = _usage_path()
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if p.exists():
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data = json.loads(p.read_text())
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if data.get("month") == _current_month():
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return data
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# New file or a new month -> reset the counter.
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return {"month": _current_month(), "count": 0}
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def _save_usage(data: dict) -> None:
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config.ensure_dirs()
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_usage_path().write_text(json.dumps(data, indent=2))
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def usage_status() -> dict:
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"""Snapshot of current budget, for the CLI / startup banner."""
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u = _load_usage()
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return {
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"enabled": config.EXA_ENABLED,
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"month": u["month"],
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"used_this_month": u["count"],
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"monthly_cap": config.EXA_MONTHLY_REQUEST_CAP,
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"monthly_remaining": max(0, config.EXA_MONTHLY_REQUEST_CAP - u["count"]),
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"per_run_used": _run_count,
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"per_run_cap": config.EXA_PER_RUN_REQUEST_CAP,
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}
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def _within_caps() -> tuple[bool, str]:
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if _run_count >= config.EXA_PER_RUN_REQUEST_CAP:
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return False, f"per-run cap reached ({config.EXA_PER_RUN_REQUEST_CAP})"
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u = _load_usage()
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if u["count"] >= config.EXA_MONTHLY_REQUEST_CAP:
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return False, f"monthly cap reached ({config.EXA_MONTHLY_REQUEST_CAP})"
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return True, ""
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def _count_request() -> None:
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global _run_count
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_run_count += 1
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u = _load_usage()
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u["count"] += 1
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_save_usage(u)
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def _build_query(account: dict, domain_scoped: bool) -> str:
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name = account["accountName"]
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if domain_scoped:
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# Domain is already restricting results, so keep the query topical/broad.
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return (
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f"{name} announcements: funding, acquisition, merger, leadership change, "
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f"strategy, restructuring, product launch, hiring, earnings, partnership"
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)
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# No domain restriction -> anchor harder on the company name to limit drift.
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return (
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f'"{name}" company news: funding, acquisition, merger, leadership change, '
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f"strategy, restructuring, product launch, hiring, earnings, partnership"
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)
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def harvest_news(account: dict) -> list[RawSignal] | None:
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if not config.EXA_ENABLED:
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return None
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ok, reason = _within_caps()
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if not ok:
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print(f" [exa] skipped — {reason}; staying within free plan (using fixtures)")
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return None
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start = iso(now_utc() - timedelta(days=config.EXA_LOOKBACK_DAYS))
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domain = (account.get("domain") or "").strip()
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domain_scoped = config.EXA_DOMAIN_FILTER and bool(domain)
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payload = {
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"query": _build_query(account, domain_scoped),
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"type": "auto",
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"numResults": config.EXA_RESULTS_PER_QUERY,
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"startPublishedDate": start,
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"contents": {"text": {"maxCharacters": 1000}},
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}
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if domain_scoped:
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payload["includeDomains"] = [domain]
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req = urllib.request.Request(
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_ENDPOINT,
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data=json.dumps(payload).encode("utf-8"),
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headers={"content-type": "application/json", "x-api-key": config.EXA_API_KEY},
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method="POST",
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)
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try:
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with urllib.request.urlopen(req, timeout=30) as resp:
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body = json.loads(resp.read().decode("utf-8"))
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except urllib.error.HTTPError as e:
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# The call reached Exa (billable) but returned an error status.
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_count_request()
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detail = e.read().decode("utf-8")[:200] if hasattr(e, "read") else ""
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print(f" [exa] HTTP {e.code}: {detail} — falling back to fixtures")
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return None
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except urllib.error.URLError as e:
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# Never reached Exa -> not counted.
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print(f" [exa] network error ({e.reason}) — falling back to fixtures")
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return None
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_count_request() # successful billable request
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results = body.get("results", []) or []
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signals: list[RawSignal] = []
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for r in results:
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title = (r.get("title") or "").strip()
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text = (r.get("text") or "").strip()
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if not (title or text):
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continue
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content = f"{title}. {text}" if title else text
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signals.append(
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RawSignal(
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account_id=account["accountId"],
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source="news",
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signal_type="news_article",
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content=content[:1200],
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published_at=r.get("publishedDate") or iso(now_utc()),
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url=r.get("url", ""),
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extra={"title": title, "exa_score": r.get("score"), "via": "exa",
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"domain_scoped": domain_scoped},
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)
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)
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remaining = usage_status()["monthly_remaining"]
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scope = f"domain={domain}" if domain_scoped else "broad web"
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print(f" [exa] {len(signals)} article(s) for {account['accountName']} ({scope}) "
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f"(monthly budget left: {remaining}/{config.EXA_MONTHLY_REQUEST_CAP})")
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return signals
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