Merge pull request 'feat(search): agent-consumption layer — dedupe, filter, rerank, extract content' (#138) from feat/search-agent-consumption-20260926 into master
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This commit was merged in pull request #138.
This commit is contained in:
2026-09-26 16:06:47 +00:00
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#!/usr/bin/env python3
"""Agent-consumption layer in front of SearXNG + Firecrawl.
Multi-engine aggregation returns results with no dedupe, no filtering and no
reranking. Measured 2026-09-26 that put bestbuy.com and merriam-webster.com into
"best practices agent context management", and put four SEO blogs ABOVE the real
Proxmox forum threads on a precise technical query. Identical queries also ranked
differently between runs, so the fix has to be deterministic rather than
dependent on engine mood.
This module turns the raw result list into something an agent can actually use:
1. DEDUPE the same page arriving from several engines
2. DROP clear non-answers (homepages, shopping, dictionaries, logins)
3. DEMOTE config-listed low-authority hosts; PROMOTE primary sources
4. STABLE SORT so ordering is reproducible run to run
5. EXTRACT page text for the top N under an explicit character budget,
so one call returns usable material instead of a snippet
6. EMIT stable JSON with engine provenance
Policy lives in config/search-ranking.yaml, not in this file.
Usage:
search-agent-consume.py "query text" # JSON to stdout
search-agent-consume.py --no-extract "query" # ranking only, no Firecrawl
search-agent-consume.py --explain "query" # include drop/demote reasons
Exit: 0 ok, 1 no results survived filtering, 2 the layer could not run.
"""
from __future__ import annotations
import json
import os
import sys
import time
import urllib.parse
import urllib.request
from pathlib import Path
SEARXNG_URL = os.environ.get("SEARXNG_URL", "http://192.168.68.7:8888").rstrip("/")
FIRECRAWL_URL = os.environ.get("FIRECRAWL_URL", "http://192.168.68.7:3002").rstrip("/")
CONFIG_PATH = os.environ.get(
"SEARCH_RANKING_CONFIG",
str(Path(__file__).resolve().parent.parent / "config" / "search-ranking.yaml"),
)
HTTP_TIMEOUT = float(os.environ.get("SEARCH_CONSUME_TIMEOUT", "25"))
def _load_config() -> dict:
"""Load the ranking policy.
PyYAML is used when present; otherwise a tiny built-in parser handles the
flat lists in this specific file, so the layer never hard-fails on a host
without PyYAML.
"""
text = Path(CONFIG_PATH).read_text()
try:
import yaml # type: ignore
return yaml.safe_load(text)
except ImportError:
return _parse_flat_yaml(text)
def _parse_flat_yaml(text: str) -> dict:
"""Minimal fallback parser: top-level keys, nested one level, flat lists."""
import re
out: dict = {}
stack: list[tuple[int, dict]] = [(-1, out)]
section: dict | None = None
for raw in text.splitlines():
line = raw.split("#", 1)[0].rstrip()
if not line.strip():
continue
indent = len(line) - len(line.lstrip())
body = line.strip()
if body.startswith("- "):
if section is not None:
section.setdefault("_list", []).append(
body[2:].strip().strip("'\"")
)
continue
if ":" in body:
key, _, val = body.partition(":")
key, val = key.strip(), val.strip()
if val:
# write to the INNERMOST open section, not the document root
stack[-1][1][key] = _scalar(val)
section = None
else:
while stack and indent <= stack[-1][0]:
stack.pop()
parent = stack[-1][1]
new: dict = {}
parent[key] = new
stack.append((indent, new))
section = new
# flatten "_list" holders back into their parent as plain lists
def fix(node):
if isinstance(node, dict):
if set(node.keys()) == {"_list"}:
return node["_list"]
return {k: fix(v) for k, v in node.items()}
return node
return fix(out)
def _scalar(v: str):
if v.lower() in ("true", "false"):
return v.lower() == "true"
try:
return int(v)
except ValueError:
pass
try:
return float(v)
except ValueError:
pass
return v.strip("'\"")
# ── filtering ────────────────────────────────────────────────────────────────
def _host(url: str) -> str:
return (urllib.parse.urlparse(url).netloc or "").lower().split(":")[0]
def _registrable(host: str) -> str:
"""Best-effort registrable domain so sub.forum.proxmox.com matches proxmox.com."""
parts = host.split(".")
if len(parts) <= 2:
return host
# handle common two-label public suffixes
two = ".".join(parts[-2:])
if parts[-2] in ("co", "com", "org", "net", "ac", "gov") and len(parts) >= 3:
return ".".join(parts[-3:])
return two
def _host_in(host: str, domains) -> bool:
if not domains:
return False
reg = _registrable(host)
for d in domains:
d = str(d).lower()
if host == d or host.endswith("." + d) or reg == d:
return True
return False
def _normalise_url(url: str) -> str:
"""Strip tracking params and fragments so the same page dedupes."""
p = urllib.parse.urlparse(url)
q = [
(k, v)
for k, v in urllib.parse.parse_qsl(p.query, keep_blank_values=True)
if not k.lower().startswith(("utm_", "fbclid", "gclid", "mc_", "ref"))
]
path = p.path.rstrip("/") or "/"
return urllib.parse.urlunparse(
(p.scheme.lower(), p.netloc.lower(), path, "", urllib.parse.urlencode(q), "")
)
def non_answer_reason(result: dict, cfg: dict) -> str | None:
"""Return why this result is a non-answer, or None if it may be returned."""
na = cfg.get("non_answer", {}) or {}
url = result.get("url", "")
p = urllib.parse.urlparse(url)
host = _host(url)
path = p.path or ""
if _host_in(host, na.get("hosts")):
return "shopping_or_dictionary_host"
if na.get("host_root", True) and path in ("", "/"):
# A preferred host's front door may legitimately be the answer
# (a repo, a docs site). Everything else is navigational.
if not _host_in(host, cfg.get("prefer_domains")):
return "navigational_host_root"
low = url.lower()
for pat in na.get("path_patterns", []) or []:
if pat.lower() in low:
return f"path_pattern:{pat}"
qkeys = {k.lower() for k in (na.get("query_keys") or [])}
if qkeys & {k.lower() for k, _ in urllib.parse.parse_qsl(p.query)}:
return "search_or_shopping_query"
return None
def source_type(url: str, cfg: dict) -> str:
host = _host(url)
if _host_in(host, ["github.com", "gitlab.com", "codeberg.org", "sourceforge.net"]):
return "code"
if _host_in(host, ["stackoverflow.com", "stackexchange.com", "superuser.com",
"serverfault.com", "askubuntu.com"]):
return "qa"
if _host_in(host, ["forum.proxmox.com", "forum.", "discourse"]) or "forum." in host:
return "forum"
if _host_in(host, ["news.ycombinator.com", "lobste.rs", "reddit.com"]):
return "discussion"
if _host_in(host, cfg.get("prefer_domains")):
return "official"
if _host_in(host, cfg.get("demote_domains")):
return "content-farm"
return "web"
def rank(results: list[dict], cfg: dict) -> tuple[list[dict], list[dict]]:
"""Dedupe, drop non-answers, demote/ promote, stable sort.
Returns (kept, dropped) where dropped carries the reason, because a filter
nobody can audit is a filter nobody should trust.
"""
rank_cfg = cfg.get("ranking", {}) or {}
demote_pen = float(rank_cfg.get("demote_penalty", 1000))
prefer_bonus = float(rank_cfg.get("prefer_bonus", 100))
multi_bonus = float(rank_cfg.get("multi_engine_bonus", 25))
seen: dict[str, dict] = {}
dropped: list[dict] = []
for pos, r in enumerate(results):
url = r.get("url")
if not url:
continue
key = _normalise_url(url)
engine = r.get("engine", "?")
# 1. dedupe: same normalised URL from several engines
if key in seen:
seen[key].setdefault("engines", []).append(engine)
seen[key]["duplicate_of"] = True
continue
reason = non_answer_reason(r, cfg)
if reason:
dropped.append({"url": url, "reason": reason, "position": pos + 1})
continue
seen[key] = {
"title": (r.get("title") or "").strip(),
"url": url,
"engines": [engine],
"position": pos,
"score": 0.0,
}
kept = []
for item in seen.values():
host = _host(item["url"])
score = -float(item["position"]) # original order is the base signal
if _host_in(host, cfg.get("demote_domains")):
score -= demote_pen
if _host_in(host, cfg.get("prefer_domains")):
score += prefer_bonus
if len(item["engines"]) > 1:
score += multi_bonus * (len(item["engines"]) - 1)
item["score"] = round(score, 2)
item["host"] = host
item["source_type"] = source_type(item["url"], cfg)
kept.append(item)
# stable: score desc, then original position asc => reproducible run to run
kept.sort(key=lambda i: (-i["score"], i["position"]))
return kept, dropped
# ── extraction ───────────────────────────────────────────────────────────────
def _post_json(url: str, payload: dict, timeout: float) -> dict:
req = urllib.request.Request(
url,
data=json.dumps(payload).encode(),
headers={"Content-Type": "application/json"},
)
with urllib.request.urlopen(req, timeout=timeout) as resp:
return json.loads(resp.read().decode("utf-8", "replace"))
def extract(items: list[dict], cfg: dict) -> dict:
"""Fetch page text for the top N under a global character budget."""
ex = cfg.get("extraction", {}) or {}
top_n = int(ex.get("top_n", 5))
total_budget = int(ex.get("total_chars", 12000))
per_item = int(ex.get("per_item_chars", 4000))
timeout = float(ex.get("timeout_seconds", 45))
used = 0
failures = 0
t0 = time.time()
for item in items[:top_n]:
remaining = total_budget - used
if remaining <= 200:
item["excerpt"] = ""
item["extraction"] = "skipped_budget_exhausted"
continue
cap = min(per_item, remaining)
try:
data = _post_json(
f"{FIRECRAWL_URL}/v1/scrape",
{"url": item["url"], "formats": ["markdown"]},
timeout,
)
md = ((data.get("data") or {}).get("markdown") or "").strip()
if not md:
item["excerpt"] = ""
item["extraction"] = "empty"
failures += 1
continue
item["excerpt"] = md[:cap]
item["extraction"] = "ok" if len(md) <= cap else "truncated"
used += len(item["excerpt"])
except Exception as exc: # noqa: BLE001
item["excerpt"] = ""
item["extraction"] = f"failed:{type(exc).__name__}"
failures += 1
return {
"extracted": min(top_n, len(items)),
"chars_used": used,
"budget": total_budget,
"failures": failures,
"seconds": round(time.time() - t0, 2),
}
# ── entry point ──────────────────────────────────────────────────────────────
def consume(query: str, do_extract: bool = True, explain: bool = False) -> dict:
cfg = _load_config()
url = f"{SEARXNG_URL}/search?" + urllib.parse.urlencode(
{"q": query, "format": "json"}
)
with urllib.request.urlopen(url, timeout=HTTP_TIMEOUT) as resp:
raw = json.loads(resp.read().decode("utf-8", "replace"))
results = raw.get("results", [])
kept, dropped = rank(results, cfg)
extraction = extract(kept, cfg) if do_extract else None
out = {
"query": query,
"raw_result_count": len(results),
"returned_count": len(kept),
"dropped_count": len(dropped),
"engines": sorted({r.get("engine", "?") for r in results}),
"results": [
{
"rank": i + 1,
"title": it["title"],
"url": it["url"],
"host": it["host"],
"source_type": it["source_type"],
"engines": sorted(set(it["engines"])),
"score": it["score"],
"excerpt": it.get("excerpt", ""),
"extraction": it.get("extraction", "not_attempted"),
}
for i, it in enumerate(kept)
],
"extraction": extraction,
}
if explain:
out["dropped"] = dropped
return out
def main() -> int:
args = [a for a in sys.argv[1:] if not a.startswith("--")]
do_extract = "--no-extract" not in sys.argv
explain = "--explain" in sys.argv
if not args:
print(__doc__)
return 2
query = " ".join(args)
try:
out = consume(query, do_extract=do_extract, explain=explain)
except Exception as exc: # noqa: BLE001
print(f"LAYER FAILED: {type(exc).__name__}: {exc}", file=sys.stderr)
return 2
print(json.dumps(out, indent=2))
return 0 if out["returned_count"] else 1
if __name__ == "__main__":
sys.exit(main())
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@@ -114,6 +114,79 @@ def unresponsive_names(pairs: list) -> dict[str, str]:
return out
# ── QUALITY GUARD (search-agent-consumption) ─────────────────────────────────
# The agent-consumption layer applies a deterministic demote/drop policy. Without
# an assertion here it could silently rot back to raw engine ordering - the same
# way the endpoint colours silently rotted before 2026-09-26.
QUALITY_QUERIES = [
"best practices agent context management",
"proxmox thin pool metadata exhaustion recovery",
]
# A demoted (content-farm) host must never occupy the top 3 for these queries.
QUALITY_TOP_N = 3
# Non-answers that must never be returned for these queries at all.
QUALITY_BANNED_HOSTS = ["bestbuy.com", "merriam-webster.com"]
def _consumption_layer_path():
here = os.path.dirname(os.path.abspath(__file__))
return os.path.join(here, "search-agent-consume.py")
def check_ranking_quality() -> list[str]:
"""Return a list of quality failures; empty means healthy."""
import subprocess as _sp
layer = _consumption_layer_path()
if not os.path.exists(layer):
return [f"agent-consumption layer missing: {layer}"]
failures: list[str] = []
for query in QUALITY_QUERIES:
r = _sp.run([sys.executable, layer, "--no-extract", "--explain", query],
capture_output=True, text=True, timeout=120)
if r.returncode != 0:
failures.append(f"{query!r}: layer exited {r.returncode} ({r.stderr[:120]})")
continue
try:
data = json.loads(r.stdout)
except json.JSONDecodeError:
failures.append(f"{query!r}: layer returned unparseable JSON")
continue
results = data.get("results", [])
if len(results) < QUALITY_TOP_N:
failures.append(f"{query!r}: only {len(results)} results returned")
continue
# load the demote list from the SAME config the layer uses
cfg_path = os.path.join(os.path.dirname(layer), "..", "config", "search-ranking.yaml")
demoted: set[str] = set()
try:
sys.path.insert(0, os.path.dirname(layer))
import importlib.util as _iu
spec = _iu.spec_from_file_location("_sac_cfg", layer)
mod = _iu.module_from_spec(spec)
spec.loader.exec_module(mod)
demoted = set(mod._load_config().get("demote_domains", []) or [])
except Exception: # noqa: BLE001
failures.append(f"{query!r}: could not load demote_domains from config")
for item in results[:QUALITY_TOP_N]:
host = (item.get("host") or "")
for d in demoted:
if host == d or host.endswith("." + d):
failures.append(
f"{query!r}: demoted host {host} in top {QUALITY_TOP_N}"
)
for item in results:
host = (item.get("host") or "")
for b in QUALITY_BANNED_HOSTS:
if host == b or host.endswith("." + b):
failures.append(f"{query!r}: non-answer host {host} returned")
return failures
def main() -> int:
failures: list[str] = []
print(f"Search stack check -- {SEARXNG_URL}")
@@ -216,6 +289,16 @@ def main() -> int:
print(f" FAIL: {msg}")
failures.append(msg)
print("-" * 72)
print("RANKING QUALITY (agent-consumption layer)")
quality = check_ranking_quality()
if quality:
for q in quality:
print(f" FAIL: {q}")
failures.extend(quality)
else:
print(" ok: no demoted host in the top 3; no banned non-answer returned")
print("=" * 72)
if failures:
print("VERDICT: FAIL")