"""Operator-facing API client for live AtoCore instances. This script is intentionally external to the app runtime. It is for admins and operators who want a convenient way to inspect live project state, refresh projects, audit retrieval quality, and manage trusted project-state entries. """ from __future__ import annotations import argparse import json import os import re import sys import urllib.error import urllib.parse import urllib.request from typing import Any BASE_URL = os.environ.get("ATOCORE_BASE_URL", "http://dalidou:8100").rstrip("/") TIMEOUT = int(os.environ.get("ATOCORE_TIMEOUT_SECONDS", "30")) REFRESH_TIMEOUT = int(os.environ.get("ATOCORE_REFRESH_TIMEOUT_SECONDS", "1800")) FAIL_OPEN = os.environ.get("ATOCORE_FAIL_OPEN", "true").lower() == "true" def print_json(payload: Any) -> None: print(json.dumps(payload, ensure_ascii=True, indent=2)) def fail_open_payload() -> dict[str, Any]: return {"status": "unavailable", "source": "atocore", "fail_open": True} def request( method: str, path: str, data: dict[str, Any] | None = None, timeout: int | None = None, ) -> Any: url = f"{BASE_URL}{path}" headers = {"Content-Type": "application/json"} if data is not None else {} payload = json.dumps(data).encode("utf-8") if data is not None else None req = urllib.request.Request(url, data=payload, headers=headers, method=method) try: with urllib.request.urlopen(req, timeout=timeout or TIMEOUT) as response: body = response.read().decode("utf-8") except urllib.error.HTTPError as exc: body = exc.read().decode("utf-8") if body: print(body) raise SystemExit(22) from exc except (urllib.error.URLError, TimeoutError, OSError): if FAIL_OPEN: print_json(fail_open_payload()) raise SystemExit(0) raise if not body.strip(): return {} return json.loads(body) def parse_aliases(aliases_csv: str) -> list[str]: return [alias.strip() for alias in aliases_csv.split(",") if alias.strip()] def detect_project(prompt: str) -> dict[str, Any]: payload = request("GET", "/projects") prompt_lower = prompt.lower() best_project = None best_alias = None best_score = -1 for project in payload.get("projects", []): candidates = [project.get("id", ""), *project.get("aliases", [])] for candidate in candidates: candidate = (candidate or "").strip() if not candidate: continue pattern = rf"(? best_score: best_project = project.get("id") best_alias = candidate best_score = score return {"matched_project": best_project, "matched_alias": best_alias} def classify_result(result: dict[str, Any]) -> dict[str, Any]: source_file = (result.get("source_file") or "").lower() heading = (result.get("heading_path") or "").lower() title = (result.get("title") or "").lower() text = " ".join([source_file, heading, title]) labels: list[str] = [] if any(token in text for token in ["_archive", "/archive", "archive/", "pre-cleanup", "pre-migration", "history"]): labels.append("archive_or_history") if any(token in text for token in ["status", "dashboard", "current-state", "current state", "next-steps", "next steps"]): labels.append("current_status") if any(token in text for token in ["decision", "adr", "tradeoff", "selected architecture", "selection"]): labels.append("decision") if any(token in text for token in ["requirement", "spec", "constraints", "baseline", "cdr", "sow"]): labels.append("requirements") if any(token in text for token in ["roadmap", "milestone", "plan", "workflow", "calibration", "contract"]): labels.append("execution_plan") if not labels: labels.append("reference") return { "score": result.get("score"), "title": result.get("title"), "heading_path": result.get("heading_path"), "source_file": result.get("source_file"), "labels": labels, "is_noise_risk": "archive_or_history" in labels, } def audit_query(prompt: str, top_k: int, project: str | None) -> dict[str, Any]: response = request( "POST", "/query", {"prompt": prompt, "top_k": top_k, "project": project or None}, ) classifications = [classify_result(result) for result in response.get("results", [])] broad_prompt = len(prompt.split()) <= 2 noise_hits = sum(1 for item in classifications if item["is_noise_risk"]) current_hits = sum(1 for item in classifications if "current_status" in item["labels"]) decision_hits = sum(1 for item in classifications if "decision" in item["labels"]) requirements_hits = sum(1 for item in classifications if "requirements" in item["labels"]) recommendations: list[str] = [] if broad_prompt: recommendations.append("Prompt is broad; prefer a project-specific question with intent, artifact type, or constraint language.") if noise_hits: recommendations.append("Archive/history noise is present; prefer current-status, decision, requirements, and baseline docs in the next ingestion/ranking pass.") if current_hits == 0: recommendations.append("No current-status docs surfaced in the top results; Wave 2 should ingest or strengthen trusted operational truth.") if decision_hits == 0: recommendations.append("No decision docs surfaced in the top results; add or freeze decision logs for the active project.") if requirements_hits == 0: recommendations.append("No requirements/baseline docs surfaced in the top results; prioritize baseline and architecture-freeze material.") if not recommendations: recommendations.append("Ranking looks healthy for this prompt.") return { "prompt": prompt, "project": project, "top_k": top_k, "broad_prompt": broad_prompt, "noise_hits": noise_hits, "current_status_hits": current_hits, "decision_hits": decision_hits, "requirements_hits": requirements_hits, "results": classifications, "recommendations": recommendations, } def project_payload( project_id: str, aliases_csv: str, source: str, subpath: str, description: str, label: str, ) -> dict[str, Any]: return { "project_id": project_id, "aliases": parse_aliases(aliases_csv), "description": description, "ingest_roots": [{"source": source, "subpath": subpath, "label": label}], } def build_parser() -> argparse.ArgumentParser: parser = argparse.ArgumentParser(description="AtoCore live API client") sub = parser.add_subparsers(dest="command", required=True) for name in ["health", "sources", "stats", "projects", "project-template", "debug-context", "ingest-sources"]: sub.add_parser(name) p = sub.add_parser("detect-project") p.add_argument("prompt") p = sub.add_parser("auto-context") p.add_argument("prompt") p.add_argument("budget", nargs="?", type=int, default=3000) p.add_argument("project", nargs="?", default="") for name in ["propose-project", "register-project"]: p = sub.add_parser(name) p.add_argument("project_id") p.add_argument("aliases_csv") p.add_argument("source") p.add_argument("subpath") p.add_argument("description", nargs="?", default="") p.add_argument("label", nargs="?", default="") p = sub.add_parser("update-project") p.add_argument("project") p.add_argument("description") p.add_argument("aliases_csv", nargs="?", default="") p = sub.add_parser("refresh-project") p.add_argument("project") p.add_argument("purge_deleted", nargs="?", default="false") p = sub.add_parser("project-state") p.add_argument("project") p.add_argument("category", nargs="?", default="") p = sub.add_parser("project-state-set") p.add_argument("project") p.add_argument("category") p.add_argument("key") p.add_argument("value") p.add_argument("source", nargs="?", default="") p.add_argument("confidence", nargs="?", type=float, default=1.0) p = sub.add_parser("project-state-invalidate") p.add_argument("project") p.add_argument("category") p.add_argument("key") p = sub.add_parser("query") p.add_argument("prompt") p.add_argument("top_k", nargs="?", type=int, default=5) p.add_argument("project", nargs="?", default="") p = sub.add_parser("context-build") p.add_argument("prompt") p.add_argument("project", nargs="?", default="") p.add_argument("budget", nargs="?", type=int, default=3000) p = sub.add_parser("audit-query") p.add_argument("prompt") p.add_argument("top_k", nargs="?", type=int, default=5) p.add_argument("project", nargs="?", default="") return parser def main() -> int: args = build_parser().parse_args() cmd = args.command if cmd == "health": print_json(request("GET", "/health")) elif cmd == "sources": print_json(request("GET", "/sources")) elif cmd == "stats": print_json(request("GET", "/stats")) elif cmd == "projects": print_json(request("GET", "/projects")) elif cmd == "project-template": print_json(request("GET", "/projects/template")) elif cmd == "debug-context": print_json(request("GET", "/debug/context")) elif cmd == "ingest-sources": print_json(request("POST", "/ingest/sources", {})) elif cmd == "detect-project": print_json(detect_project(args.prompt)) elif cmd == "auto-context": project = args.project or detect_project(args.prompt).get("matched_project") or "" if not project: print_json({"status": "no_project_match", "source": "atocore", "mode": "auto-context"}) else: print_json(request("POST", "/context/build", {"prompt": args.prompt, "project": project, "budget": args.budget})) elif cmd in {"propose-project", "register-project"}: path = "/projects/proposal" if cmd == "propose-project" else "/projects/register" print_json(request("POST", path, project_payload(args.project_id, args.aliases_csv, args.source, args.subpath, args.description, args.label))) elif cmd == "update-project": payload: dict[str, Any] = {"description": args.description} if args.aliases_csv.strip(): payload["aliases"] = parse_aliases(args.aliases_csv) print_json(request("PUT", f"/projects/{urllib.parse.quote(args.project)}", payload)) elif cmd == "refresh-project": purge_deleted = args.purge_deleted.lower() in {"1", "true", "yes", "y"} path = f"/projects/{urllib.parse.quote(args.project)}/refresh?purge_deleted={str(purge_deleted).lower()}" print_json(request("POST", path, {}, timeout=REFRESH_TIMEOUT)) elif cmd == "project-state": suffix = f"?category={urllib.parse.quote(args.category)}" if args.category else "" print_json(request("GET", f"/project/state/{urllib.parse.quote(args.project)}{suffix}")) elif cmd == "project-state-set": print_json(request("POST", "/project/state", { "project": args.project, "category": args.category, "key": args.key, "value": args.value, "source": args.source, "confidence": args.confidence, })) elif cmd == "project-state-invalidate": print_json(request("DELETE", "/project/state", {"project": args.project, "category": args.category, "key": args.key})) elif cmd == "query": print_json(request("POST", "/query", {"prompt": args.prompt, "top_k": args.top_k, "project": args.project or None})) elif cmd == "context-build": print_json(request("POST", "/context/build", {"prompt": args.prompt, "project": args.project or None, "budget": args.budget})) elif cmd == "audit-query": print_json(audit_query(args.prompt, args.top_k, args.project or None)) else: return 1 return 0 if __name__ == "__main__": raise SystemExit(main())