Hermes-agent
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"""Prompt-size diagnostic: ``hermes prompt-size``.
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Reports a byte/char breakdown of the system prompt the agent would build for
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a fresh session — system prompt total, the ``<available_skills>`` index,
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memory + user profile, and tool-schema JSON. Lets users see where their fixed
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prompt budget goes (issue #34667) without parsing a saved session JSON by hand.
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The diagnostic builds a real inspection agent (so the numbers match what
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actually ships on the wire) but never makes a network call: it passes dummy
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credentials so ``AIAgent.__init__`` takes the direct-construction path, then
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calls ``build_system_prompt_parts`` / inspects ``agent.tools`` offline.
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"""
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from __future__ import annotations
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import json
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import re
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from typing import Any, Dict, List, Tuple
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# The skills index is wrapped in this tag pair inside the stable tier.
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_SKILLS_BLOCK_RE = re.compile(r"<available_skills>.*?</available_skills>", re.DOTALL)
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def _bytes(s: str) -> int:
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return len(s.encode("utf-8"))
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def _build_inspection_agent(platform: str) -> Any:
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"""Construct an offline AIAgent for prompt inspection.
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Dummy ``api_key`` + ``base_url`` force the direct-construction path in
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``run_agent.py`` (no provider auto-detection, no network). Toolsets and
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platform come from the caller so the breakdown matches a real session.
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"""
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from run_agent import AIAgent
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from hermes_cli.config import load_config
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cfg = load_config()
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model_cfg = cfg.get("model", {}) if isinstance(cfg.get("model"), dict) else {}
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model = model_cfg.get("default") or model_cfg.get("model") or ""
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return AIAgent(
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model=model,
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api_key="inspect-only",
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base_url="https://openrouter.ai/api/v1",
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quiet_mode=True,
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save_trajectories=False,
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platform=platform,
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)
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def compute_prompt_breakdown(platform: str = "cli") -> Dict[str, Any]:
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"""Return a dict of prompt-size measurements for a fresh session.
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Keys: ``system_prompt`` (chars/bytes), ``skills_index``, ``memory``,
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``user_profile``, ``tools`` (count + json bytes), and ``sections`` (a list
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of (label, chars, bytes) for the three prompt tiers).
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"""
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from agent.system_prompt import build_system_prompt, build_system_prompt_parts
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agent = _build_inspection_agent(platform)
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parts = build_system_prompt_parts(agent)
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full = build_system_prompt(agent)
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stable = parts.get("stable", "")
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context = parts.get("context", "")
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volatile = parts.get("volatile", "")
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# Skills index — the <available_skills> block (the largest single block
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# when many skills are installed). Measured inside the stable tier.
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skills_match = _SKILLS_BLOCK_RE.search(stable)
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skills_index = skills_match.group(0) if skills_match else ""
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# Memory + user profile live in the volatile tier. We re-derive their
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# blocks directly from the memory store so the numbers are attributable
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# even though they're joined into ``volatile``.
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memory_block = ""
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user_block = ""
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store = getattr(agent, "_memory_store", None)
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if store is not None:
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try:
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if getattr(agent, "_memory_enabled", True):
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memory_block = store.format_for_system_prompt("memory") or ""
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if getattr(agent, "_user_profile_enabled", True):
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user_block = store.format_for_system_prompt("user") or ""
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except Exception:
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pass
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# Tool-schema JSON — the other half of the fixed per-call payload.
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tools = getattr(agent, "tools", None) or []
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tools_json = json.dumps(tools, ensure_ascii=False)
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sections: List[Tuple[str, int, int]] = [
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("stable (identity/guidance/skills)", len(stable), _bytes(stable)),
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("context (AGENTS.md/cwd files)", len(context), _bytes(context)),
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("volatile (memory/profile/timestamp)", len(volatile), _bytes(volatile)),
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]
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return {
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"platform": platform,
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"model": getattr(agent, "model", "") or "",
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"system_prompt": {"chars": len(full), "bytes": _bytes(full)},
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"skills_index": {"chars": len(skills_index), "bytes": _bytes(skills_index)},
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"memory": {"chars": len(memory_block), "bytes": _bytes(memory_block)},
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"user_profile": {"chars": len(user_block), "bytes": _bytes(user_block)},
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"tools": {"count": len(tools), "json_bytes": _bytes(tools_json)},
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"sections": sections,
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}
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def _fmt_kb(n: int) -> str:
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return f"{n / 1024:.1f} KB"
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def render_breakdown(data: Dict[str, Any]) -> str:
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"""Render the breakdown as plain text suitable for a terminal."""
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lines: List[str] = []
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sp = data["system_prompt"]
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lines.append(f"Prompt-size breakdown (platform={data['platform']}, model={data['model'] or 'unset'})")
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lines.append("")
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lines.append(f" System prompt total : {sp['bytes']:>8,} B ({_fmt_kb(sp['bytes'])}, {sp['chars']:,} chars)")
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lines.append("")
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lines.append(" Major blocks:")
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si = data["skills_index"]
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mem = data["memory"]
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up = data["user_profile"]
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lines.append(f" skills index : {si['bytes']:>8,} B ({_fmt_kb(si['bytes'])})")
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lines.append(f" memory : {mem['bytes']:>8,} B ({_fmt_kb(mem['bytes'])})")
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lines.append(f" user profile : {up['bytes']:>8,} B ({_fmt_kb(up['bytes'])})")
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lines.append("")
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lines.append(" Prompt tiers:")
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for label, chars, byts in data["sections"]:
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lines.append(f" {label:<36}: {byts:>8,} B ({_fmt_kb(byts)})")
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lines.append("")
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tools = data["tools"]
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lines.append(f" Tool schemas : {tools['json_bytes']:>8,} B ({_fmt_kb(tools['json_bytes'])}, {tools['count']} tools)")
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return "\n".join(lines)
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def cmd_prompt_size(args: Any) -> None:
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"""Entry point for ``hermes prompt-size``."""
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platform = getattr(args, "platform", "cli") or "cli"
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as_json = getattr(args, "json", False)
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try:
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data = compute_prompt_breakdown(platform)
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except Exception as e:
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print(f"Could not compute prompt-size breakdown: {e}")
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return
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if as_json:
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print(json.dumps(data, ensure_ascii=False, indent=2))
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else:
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print(render_breakdown(data))
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