Upload folder using huggingface_hub

.dockerignore

@@ -1,50 +1,3 @@
-###############################################################################
-# Project‑specific exclusions / re‑includes
-###############################################################################
-
-# Obsolete
-memory/**
-instruments/**
-knowledge/custom/**
-
-# Logs, tmp, usr
-logs/*
-tmp/*
-usr/*
-
-
-# Keep .gitkeep markers anywhere
-!**/.gitkeep
-
-
-###############################################################################
-# Environment / tooling
-###############################################################################
-.conda/
-.cursor/
-.venv/
-.git/
-
-
-###############################################################################
-# Tests (root‑level only)
-###############################################################################
-/*.test.py
-
-
-###############################################################################
-# ─── LAST SECTION: universal junk / caches (MUST BE LAST) ───
-#   Put these at the *bottom* so they override any ! re‑includes above
-###############################################################################
-# OS / editor junk
-**/.DS_Store
-**/Thumbs.db
-
-# Python caches / compiled artefacts
-**/__pycache__/
-**/*.py[cod]
-**/*.pyo
-**/*.pyd
-
-# Environment files anywhere
-*.env
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0e6fd1da71723dae7138d091caa8d50cb5c771b06cdebd332f199d109671e2f
+size 1243

.gitattributes

@@ -1,13 +1,3 @@
-# Auto detect text files and perform LF normalization
-* text=auto eol=lfdocs/res/a0-vector-graphics/a0LogoVector.ai filter=lfs diff=lfs merge=lfs -text
-docs/res/dev/devinst-10.png filter=lfs diff=lfs merge=lfs -text
-docs/res/dev/devinst-2.png filter=lfs diff=lfs merge=lfs -text
-docs/res/devguide_vid.png filter=lfs diff=lfs merge=lfs -text
-docs/res/easy_ins_vid.png filter=lfs diff=lfs merge=lfs -text
-docs/res/setup/image-19.png filter=lfs diff=lfs merge=lfs -text
-docs/res/setup/thumb_play.png filter=lfs diff=lfs merge=lfs -text
-docs/res/time_example.jpg filter=lfs diff=lfs merge=lfs -text
-docs/res/usage/plugins/plugin-hub-main-view.png filter=lfs diff=lfs merge=lfs -text
-docs/res/usage/plugins/plugin-hub-plugin-detail.png filter=lfs diff=lfs merge=lfs -text
-docs/res/usage/plugins/plugins-list-01.png filter=lfs diff=lfs merge=lfs -text
-webui/vendor/google/google-icons.ttf filter=lfs diff=lfs merge=lfs -text
+version https://git-lfs.github.com/spec/v1
+oid sha256:56c89d9018842070bb8dd1397378f26b814d30f4f7c56d8ff8788dbae1f83682
+size 72

.github/FUNDING.yml

@@ -1 +1,3 @@
-github: agent0ai
+version https://git-lfs.github.com/spec/v1
+oid sha256:9fa60c383aeaebb5eb3071caaf9a568c174f8ad2f966bda74010417012e27ef2
+size 17

.github/scripts/docker_release_plan.py

@@ -1,841 +1,3 @@
-#!/usr/bin/env python3
-from __future__ import annotations
-
-import json
-import os
-import re
-import subprocess
-import sys
-from dataclasses import asdict, dataclass
-from pathlib import Path
-from urllib.error import HTTPError, URLError
-from urllib.parse import urlencode
-from urllib.request import Request, urlopen
-
-
-REPO_ROOT = Path(__file__).resolve().parents[2]
-OPENROUTER_CHAT_COMPLETIONS_URL = "https://openrouter.ai/api/v1/chat/completions"
-OPENROUTER_SYSTEM_PROMPT_PATH = REPO_ROOT / "scripts" / "openrouter_release_notes_system_prompt.md"
-
-
-def fail(message: str) -> None:
-    print(message, file=sys.stderr)
-    raise SystemExit(1)
-
-
-def write_output(name: str, value: str) -> None:
-    output_path = os.environ.get("GITHUB_OUTPUT")
-    if not output_path:
-        return
-    with open(output_path, "a", encoding="utf-8") as handle:
-        handle.write(f"{name}<<__EOF__\n{value}\n__EOF__\n")
-
-
-def write_summary(lines: list[str]) -> None:
-    summary_path = os.environ.get("GITHUB_STEP_SUMMARY")
-    if not summary_path or not lines:
-        return
-    with open(summary_path, "a", encoding="utf-8") as handle:
-        handle.write("## Docker publish plan\n\n")
-        for line in lines:
-            handle.write(f"- {line}\n")
-
-
-def run_command(*args: str, check: bool = True) -> subprocess.CompletedProcess[str]:
-    result = subprocess.run(args, capture_output=True, text=True)
-    if check and result.returncode != 0:
-        command = " ".join(args)
-        fail(f"Command failed ({command}):\n{result.stderr.strip()}")
-    return result
-
-
-def git(*args: str, check: bool = True) -> str:
-    return run_command("git", *args, check=check).stdout.strip()
-
-
-def docker_tag_exists(image_repo: str, tag: str) -> bool:
-    result = run_command(
-        "docker",
-        "buildx",
-        "imagetools",
-        "inspect",
-        f"{image_repo}:{tag}",
-        check=False,
-    )
-    return result.returncode == 0
-
-
-def split_branches(raw: str) -> list[str]:
-    parts = re.split(r"[\s,]+", raw.strip())
-    return [part for part in parts if part]
-
-
-def require_env(name: str) -> str:
-    value = os.environ.get(name, "").strip()
-    if not value:
-        fail(f"Required environment variable `{name}` is missing.")
-    return value
-
-
-def require_any_env(*names: str) -> str:
-    for name in names:
-        value = os.environ.get(name, "").strip()
-        if value:
-            return value
-    fail(
-        "Required environment variable is missing. Expected one of: "
-        + ", ".join(f"`{name}`" for name in names)
-    )
-
-
-@dataclass(frozen=True)
-class Config:
-    allowed_branches: list[str]
-    main_branch: str
-    image_repo: str
-    tag_pattern: re.Pattern[str]
-    min_version: tuple[int, int]
-    event_name: str
-    source_ref_name: str
-    source_ref_type: str
-    manual_tag: str
-    before_sha: str
-    after_sha: str
-
-
-@dataclass(frozen=True)
-class BranchState:
-    branch: str
-    valid_tags: list[str]
-    latest_tag: str | None
-
-
-@dataclass
-class Candidate:
-    branch: str
-    source_tag: str
-    mode: str
-    publish_version: bool
-    publish_branch_tag: bool
-    reason: str
-
-
-@dataclass(frozen=True)
-class CommitEntry:
-    heading: str
-    description: str
-
-
-def load_config() -> Config:
-    allowed_branches = split_branches(os.environ["ALLOWED_BRANCHES"])
-    if not allowed_branches:
-        fail("ALLOWED_BRANCHES must not be empty.")
-    main_branch = os.environ["MAIN_BRANCH"].strip()
-    if main_branch not in allowed_branches:
-        fail("MAIN_BRANCH must also be listed in ALLOWED_BRANCHES.")
-
-    tag_regex = os.environ["RELEASE_TAG_REGEX"]
-    return Config(
-        allowed_branches=allowed_branches,
-        main_branch=main_branch,
-        image_repo=os.environ["DOCKER_IMAGE_REPO"].strip(),
-        tag_pattern=re.compile(tag_regex),
-        min_version=(
-            int(os.environ["MIN_RELEASE_MAJOR"]),
-            int(os.environ["MIN_RELEASE_MINOR"]),
-        ),
-        event_name=os.environ["EVENT_NAME"].strip(),
-        source_ref_name=os.environ.get("SOURCE_REF_NAME", "").strip(),
-        source_ref_type=os.environ.get("SOURCE_REF_TYPE", "").strip(),
-        manual_tag=os.environ.get("MANUAL_TAG", "").strip(),
-        before_sha=os.environ.get("BEFORE_SHA", "").strip(),
-        after_sha=os.environ.get("AFTER_SHA", "").strip(),
-    )
-
-
-def parse_release_tag(config: Config, tag: str) -> tuple[int, int] | None:
-    match = config.tag_pattern.fullmatch(tag)
-    if not match:
-        return None
-    version = (int(match.group(1)), int(match.group(2)))
-    if version < config.min_version:
-        return None
-    return version
-
-
-def tag_exists(tag: str) -> bool:
-    return run_command("git", "rev-parse", "--verify", "--quiet", f"refs/tags/{tag}", check=False).returncode == 0
-
-
-def tag_commit(tag: str) -> str:
-    return git("rev-list", "-n", "1", f"refs/tags/{tag}")
-
-
-def commit_is_ancestor(older_ref: str, newer_ref: str) -> bool:
-    return (
-        run_command(
-            "git",
-            "merge-base",
-            "--is-ancestor",
-            older_ref,
-            newer_ref,
-            check=False,
-        ).returncode
-        == 0
-    )
-
-
-def branch_contains_commit(branch: str, commit: str) -> bool:
-    return (
-        run_command(
-            "git",
-            "merge-base",
-            "--is-ancestor",
-            commit,
-            f"origin/{branch}",
-            check=False,
-        ).returncode
-        == 0
-    )
-
-
-def ref_exists(ref: str) -> bool:
-    if not ref or re.fullmatch(r"0{40}", ref):
-        return False
-    return run_command("git", "rev-parse", "--verify", "--quiet", f"{ref}^{{commit}}", check=False).returncode == 0
-
-
-def releasable_tags_for_ref(config: Config, ref: str) -> list[str]:
-    if not ref_exists(ref):
-        return []
-
-    tagged_versions: list[tuple[tuple[int, int], str]] = []
-    merged_tags = git("tag", "--merged", ref)
-    for tag in merged_tags.splitlines():
-        version = parse_release_tag(config, tag.strip())
-        if version is None:
-            continue
-        tagged_versions.append((version, tag.strip()))
-
-    tagged_versions.sort(key=lambda item: item[0])
-    return [tag for _, tag in tagged_versions]
-
-
-def latest_releasable_tag_for_ref(config: Config, ref: str) -> str | None:
-    valid_tags = releasable_tags_for_ref(config, ref)
-    return valid_tags[-1] if valid_tags else None
-
-
-def collect_branch_states(config: Config, branches: list[str] | None = None) -> dict[str, BranchState]:
-    states: dict[str, BranchState] = {}
-    for branch in branches or config.allowed_branches:
-        if run_command("git", "show-ref", "--verify", "--quiet", f"refs/remotes/origin/{branch}", check=False).returncode != 0:
-            fail(f"Allowed branch origin/{branch} was not fetched.")
-
-        valid_tags = releasable_tags_for_ref(config, f"origin/{branch}")
-        states[branch] = BranchState(
-            branch=branch,
-            valid_tags=valid_tags,
-            latest_tag=valid_tags[-1] if valid_tags else None,
-        )
-    return states
-
-
-def add_or_merge_candidate(candidates: dict[tuple[str, str, str], Candidate], candidate: Candidate) -> None:
-    key = (candidate.branch, candidate.source_tag, candidate.mode)
-    existing = candidates.get(key)
-    if existing is None:
-        candidates[key] = candidate
-        return
-    existing.publish_version = existing.publish_version or candidate.publish_version
-    existing.publish_branch_tag = existing.publish_branch_tag or candidate.publish_branch_tag
-    if candidate.reason not in existing.reason:
-        existing.reason = f"{existing.reason}; {candidate.reason}"
-
-
-def plan_tag_push(config: Config, branch_states: dict[str, BranchState]) -> tuple[list[Candidate], list[str]]:
-    source_tag = config.source_ref_name
-    notes: list[str] = []
-    version = parse_release_tag(config, source_tag)
-    if version is None:
-        return [], [f"Skipped `{source_tag}` because it does not match `v{{X}}.{{Y}}` or is below v{config.min_version[0]}.{config.min_version[1]}."]
-    if not tag_exists(source_tag):
-        return [], [f"Skipped `{source_tag}` because the tag is not present after checkout."]
-
-    commit = tag_commit(source_tag)
-    candidates: list[Candidate] = []
-    found_branch = False
-    for branch, state in branch_states.items():
-        if not branch_contains_commit(branch, commit):
-            continue
-        found_branch = True
-        if state.latest_tag != source_tag:
-            notes.append(
-                f"Skipped `{source_tag}` on `{branch}` because `{state.latest_tag}` is the highest release tag currently reachable from that branch."
-            )
-            continue
-        candidates.append(
-            Candidate(
-                branch=branch,
-                source_tag=source_tag,
-                mode="push_latest_only",
-                publish_version=branch == config.main_branch,
-                publish_branch_tag=True,
-                reason=f"Automatic build for the latest release tag on `{branch}`.",
-            )
-        )
-
-    if not found_branch:
-        notes.append(f"Skipped `{source_tag}` because it is not reachable from any allowed branch.")
-    return candidates, notes
-
-
-def plan_branch_push(config: Config, branch_states: dict[str, BranchState]) -> tuple[list[Candidate], list[str]]:
-    branch = config.source_ref_name
-    if branch not in branch_states:
-        return [], [f"Skipped `{branch}` because it is not an allowed release branch."]
-
-    before_tag = latest_releasable_tag_for_ref(config, config.before_sha)
-    after_tag = branch_states[branch].latest_tag
-    if after_tag is None:
-        return [], [f"Skipped `{branch}` because it has no releasable tags."]
-    if before_tag == after_tag:
-        return [], [f"Skipped `{branch}` because its highest release tag is still `{after_tag}`."]
-
-    return [
-        Candidate(
-            branch=branch,
-            source_tag=after_tag,
-            mode="push_promoted_tag",
-            publish_version=branch == config.main_branch,
-            publish_branch_tag=True,
-            reason=f"Automatic build for `{after_tag}` after it reached `{branch}`.",
-        )
-    ], []
-
-
-def plan_manual_exact(config: Config, branch_states: dict[str, BranchState]) -> tuple[list[Candidate], list[str]]:
-    manual_tag = config.manual_tag
-    if parse_release_tag(config, manual_tag) is None:
-        fail(
-            f"Manual tag `{manual_tag}` is invalid. Expected `v{{X}}.{{Y}}` with a minimum of v{config.min_version[0]}.{config.min_version[1]}."
-        )
-    if not tag_exists(manual_tag):
-        fail(f"Manual tag `{manual_tag}` does not exist in the repository.")
-
-    commit = tag_commit(manual_tag)
-    notes: list[str] = []
-    candidates: list[Candidate] = []
-    for branch, state in branch_states.items():
-        if not branch_contains_commit(branch, commit):
-            continue
-        if branch == config.main_branch:
-            candidates.append(
-                Candidate(
-                    branch=branch,
-                    source_tag=manual_tag,
-                    mode="manual_exact",
-                    publish_version=True,
-                    publish_branch_tag=state.latest_tag == manual_tag,
-                    reason=f"Manual rebuild for `{manual_tag}` on `{branch}`.",
-                )
-            )
-            continue
-        if state.latest_tag != manual_tag:
-            notes.append(
-                f"Skipped `{manual_tag}` on `{branch}` because non-main branches only publish their current branch tag and `{state.latest_tag}` is newer."
-            )
-            continue
-        candidates.append(
-            Candidate(
-                branch=branch,
-                source_tag=manual_tag,
-                mode="manual_exact",
-                publish_version=False,
-                publish_branch_tag=True,
-                reason=f"Manual rebuild for the current branch image on `{branch}`.",
-            )
-        )
-
-    if not candidates:
-        notes.append(f"No eligible images were found for manual tag `{manual_tag}`.")
-    return candidates, notes
-
-
-def plan_manual_backfill(config: Config, branch_states: dict[str, BranchState]) -> tuple[list[Candidate], list[str]]:
-    notes: list[str] = []
-    candidates: dict[tuple[str, str, str], Candidate] = {}
-
-    for branch, state in branch_states.items():
-        if not state.valid_tags:
-            notes.append(f"Branch `{branch}` has no releasable tags.")
-            continue
-
-        if branch == config.main_branch:
-            for tag in state.valid_tags:
-                if docker_tag_exists(config.image_repo, tag):
-                    continue
-                add_or_merge_candidate(
-                    candidates,
-                    Candidate(
-                        branch=branch,
-                        source_tag=tag,
-                        mode="manual_backfill",
-                        publish_version=True,
-                        publish_branch_tag=False,
-                        reason=f"Missing Docker Hub tag `{tag}`.",
-                    ),
-                )
-
-            latest_tag = state.latest_tag
-            if latest_tag and not docker_tag_exists(config.image_repo, "latest"):
-                add_or_merge_candidate(
-                    candidates,
-                    Candidate(
-                        branch=branch,
-                        source_tag=latest_tag,
-                        mode="manual_backfill",
-                        publish_version=False,
-                        publish_branch_tag=True,
-                        reason="Missing Docker Hub tag `latest`.",
-                    ),
-                )
-            continue
-
-        if not docker_tag_exists(config.image_repo, branch):
-            add_or_merge_candidate(
-                candidates,
-                Candidate(
-                    branch=branch,
-                    source_tag=state.latest_tag,
-                    mode="manual_backfill",
-                    publish_version=False,
-                    publish_branch_tag=True,
-                    reason=f"Missing Docker Hub tag `{branch}`.",
-                ),
-            )
-
-    if not candidates:
-        notes.append("No missing Docker Hub tags were found.")
-    return list(candidates.values()), notes
-
-
-def plan_command() -> None:
-    config = load_config()
-    branch_states = collect_branch_states(config)
-
-    if config.event_name == "workflow_dispatch":
-        if config.manual_tag:
-            candidates, notes = plan_manual_exact(config, branch_states)
-        else:
-            candidates, notes = plan_manual_backfill(config, branch_states)
-    elif config.event_name == "push":
-        if config.source_ref_type == "tag":
-            candidates, notes = plan_tag_push(config, branch_states)
-        elif config.source_ref_type == "branch":
-            candidates, notes = plan_branch_push(config, branch_states)
-        else:
-            fail(f"Unsupported push ref type: {config.source_ref_type}")
-    else:
-        fail(f"Unsupported event: {config.event_name}")
-
-    summary_lines = [candidate.reason for candidate in candidates]
-    summary_lines.extend(notes)
-
-    matrix = {"include": [asdict(candidate) for candidate in candidates]}
-    write_output("has_work", "true" if candidates else "false")
-    write_output("matrix", json.dumps(matrix))
-    write_summary(summary_lines)
-
-    print(json.dumps(matrix, indent=2))
-    for line in summary_lines:
-        print(f"- {line}")
-
-
-def unique(items: list[str]) -> list[str]:
-    seen: set[str] = set()
-    output: list[str] = []
-    for item in items:
-        if item in seen:
-            continue
-        seen.add(item)
-        output.append(item)
-    return output
-
-
-def load_text(path: Path) -> str:
-    if not path.exists():
-        fail(f"Expected file `{path}` to exist.")
-    return path.read_text(encoding="utf-8").strip()
-
-
-def github_repository_parts() -> tuple[str, str]:
-    repository = require_env("GITHUB_REPOSITORY")
-    owner, separator, repo = repository.partition("/")
-    if not owner or not separator or not repo:
-        fail(f"GITHUB_REPOSITORY must be in `owner/repo` format, got `{repository}`.")
-    return owner, repo
-
-
-def github_api_get(path: str, params: dict[str, str | int] | None = None) -> object:
-    api_base = os.environ.get("GITHUB_API_URL", "https://api.github.com").rstrip("/")
-    token = require_env("GITHUB_TOKEN")
-    query = f"?{urlencode(params)}" if params else ""
-    request = Request(
-        f"{api_base}{path}{query}",
-        headers={
-            "Accept": "application/vnd.github+json",
-            "Authorization": f"Bearer {token}",
-            "X-GitHub-Api-Version": "2022-11-28",
-        },
-        method="GET",
-    )
-
-    try:
-        with urlopen(request, timeout=30) as response:
-            return json.loads(response.read().decode("utf-8"))
-    except HTTPError as exc:
-        details = exc.read().decode("utf-8", errors="replace").strip()
-        fail(f"GitHub API request failed ({path}): {exc.code} {exc.reason}\n{details}")
-    except URLError as exc:
-        fail(f"GitHub API request failed ({path}): {exc.reason}")
-
-
-def list_github_releases() -> list[dict[str, object]]:
-    owner, repo = github_repository_parts()
-    releases: list[dict[str, object]] = []
-    page = 1
-
-    while True:
-        payload = github_api_get(
-            f"/repos/{owner}/{repo}/releases",
-            {"per_page": 100, "page": page},
-        )
-        if not isinstance(payload, list):
-            fail("GitHub releases response was not a list.")
-        page_items = [item for item in payload if isinstance(item, dict)]
-        releases.extend(page_items)
-        if len(page_items) < 100:
-            break
-        page += 1
-
-    return releases
-
-
-def previous_published_release_tag(config: Config, source_tag: str) -> str | None:
-    source_version = parse_release_tag(config, source_tag)
-    if source_version is None:
-        fail(f"Tag `{source_tag}` is not a releasable tag.")
-
-    previous: list[tuple[tuple[int, int], str]] = []
-    for release in list_github_releases():
-        if release.get("draft") or release.get("prerelease"):
-            continue
-        tag_name = str(release.get("tag_name", "")).strip()
-        version = parse_release_tag(config, tag_name)
-        if version is None or version >= source_version:
-            continue
-        previous.append((version, tag_name))
-
-    previous.sort(key=lambda item: item[0])
-    return previous[-1][1] if previous else None
-
-
-def parse_commit_entries(raw_log: str) -> list[CommitEntry]:
-    entries: list[CommitEntry] = []
-    for raw_entry in raw_log.split("\x1e"):
-        entry = raw_entry.strip()
-        if not entry:
-            continue
-        heading, separator, description = entry.partition("\x1f")
-        if not separator:
-            continue
-        entries.append(
-            CommitEntry(
-                heading=re.sub(r"\s+", " ", heading).strip(),
-                description=description.strip(),
-            )
-        )
-    return entries
-
-
-def collect_release_commits(previous_release_tag: str | None, source_tag: str) -> list[CommitEntry]:
-    range_ref = source_tag
-    if previous_release_tag:
-        if not tag_exists(previous_release_tag):
-            fail(f"Previous published release tag `{previous_release_tag}` is not available in the repository.")
-        if not commit_is_ancestor(
-            f"refs/tags/{previous_release_tag}^{{commit}}",
-            f"refs/tags/{source_tag}^{{commit}}",
-        ):
-            fail(
-                f"Previous published release tag `{previous_release_tag}` is not an ancestor of `{source_tag}`."
-            )
-        range_ref = f"{previous_release_tag}..{source_tag}"
-
-    raw_log = git("log", "--reverse", "--format=%s%x1f%b%x1e", range_ref)
-    return parse_commit_entries(raw_log)
-
-
-def build_release_notes_user_message(commits: list[CommitEntry]) -> str:
-    lines = ["Commit headings and descriptions:"]
-
-    if not commits:
-        lines.append("No commits were found in this release range.")
-        return "\n".join(lines)
-
-    for index, commit in enumerate(commits, start=1):
-        lines.append(f"{index}. Heading: {commit.heading}")
-        if commit.description:
-            lines.append("Description:")
-            lines.append(commit.description)
-        else:
-            lines.append("Description: (none)")
-        lines.append("")
-
-    return "\n".join(lines).strip()
-
-
-def extract_openrouter_message_content(payload: object) -> str:
-    if not isinstance(payload, dict):
-        return ""
-
-    content = payload.get("content")
-    if isinstance(content, str):
-        return content
-    if not isinstance(content, list):
-        return ""
-
-    parts: list[str] = []
-    for part in content:
-        if not isinstance(part, dict):
-            continue
-        text = part.get("text")
-        if isinstance(text, str):
-            parts.append(text)
-    return "\n".join(parts)
-
-
-def generate_release_body_with_openrouter(commits: list[CommitEntry]) -> str:
-    api_key = require_env("OPENROUTER_API_KEY")
-    model = require_any_env("OPENROUTER_MODEL_NAME", "OPENROUTER_MODEL")
-    system_prompt = load_text(OPENROUTER_SYSTEM_PROMPT_PATH)
-    repository = require_env("GITHUB_REPOSITORY")
-    user_message = build_release_notes_user_message(commits)
-
-    payload = {
-        "model": model,
-        "messages": [
-            {"role": "system", "content": system_prompt},
-            {"role": "user", "content": user_message},
-        ],
-        "temperature": 0.2,
-    }
-    request = Request(
-        OPENROUTER_CHAT_COMPLETIONS_URL,
-        data=json.dumps(payload).encode("utf-8"),
-        headers={
-            "Authorization": f"Bearer {api_key}",
-            "Content-Type": "application/json",
-            "HTTP-Referer": f"https://github.com/{repository}",
-            "X-OpenRouter-Title": "Agent Zero Docker Release Notes",
-        },
-        method="POST",
-    )
-
-    try:
-        with urlopen(request, timeout=60) as response:
-            response_payload = json.loads(response.read().decode("utf-8"))
-    except HTTPError as exc:
-        details = exc.read().decode("utf-8", errors="replace").strip()
-        fail(f"OpenRouter request failed: {exc.code} {exc.reason}\n{details}")
-    except URLError as exc:
-        fail(f"OpenRouter request failed: {exc.reason}")
-
-    if not isinstance(response_payload, dict):
-        fail("OpenRouter response was not a JSON object.")
-
-    choices = response_payload.get("choices")
-    if not isinstance(choices, list) or not choices:
-        fail(f"OpenRouter response did not include choices: {json.dumps(response_payload)}")
-
-    first_choice = choices[0]
-    if not isinstance(first_choice, dict):
-        fail("OpenRouter returned an invalid choice payload.")
-
-    message = first_choice.get("message")
-    body = extract_openrouter_message_content(message).strip()
-    return body or "No release notes."
-
-
-def resolve_release_command() -> None:
-    config = load_config()
-    branch = os.environ["TARGET_BRANCH"].strip()
-    source_tag = os.environ["TARGET_TAG"].strip()
-
-    if branch != config.main_branch:
-        write_output("should_release", "false")
-        write_output("skip_reason", f"Branch `{branch}` does not publish GitHub releases.")
-        return
-
-    branch_state = collect_branch_states(config, [branch])[branch]
-    if branch_state.latest_tag is None:
-        write_output("should_release", "false")
-        write_output("skip_reason", f"Branch `{branch}` has no releasable tags.")
-        return
-
-    if parse_release_tag(config, source_tag) is None or not tag_exists(source_tag):
-        write_output("should_release", "false")
-        write_output("skip_reason", f"Tag `{source_tag}` is not a releasable tag.")
-        return
-
-    commit = tag_commit(source_tag)
-    if not branch_contains_commit(branch, commit):
-        write_output("should_release", "false")
-        write_output("skip_reason", f"Tag `{source_tag}` is no longer reachable from `{branch}`.")
-        return
-
-    if branch_state.latest_tag != source_tag:
-        write_output("should_release", "false")
-        write_output(
-            "skip_reason",
-            f"Tag `{source_tag}` is not the highest release tag on `{branch}`.",
-        )
-        return
-
-    previous_release_tag = ""
-    commits: list[CommitEntry] = []
-    body = "Failed to generate release notes."
-    try:
-        previous_release_tag = previous_published_release_tag(config, source_tag) or ""
-        commits = collect_release_commits(previous_release_tag or None, source_tag)
-        body = generate_release_body_with_openrouter(commits)
-    except SystemExit:
-        print(
-            f"Release note generation failed for `{source_tag}`. Falling back to a static release body.",
-            file=sys.stderr,
-        )
-    except Exception as exc:
-        print(
-            f"Unexpected release note generation error for `{source_tag}`: {exc}. Falling back to a static release body.",
-            file=sys.stderr,
-        )
-
-    write_output("should_release", "true")
-    write_output("release_tag", source_tag)
-    write_output("release_name", source_tag)
-    write_output("previous_release_tag", previous_release_tag)
-    write_output("release_commit_count", str(len(commits)))
-    write_output("release_body", body)
-    print(source_tag)
-
-
-def resolve_build_command() -> None:
-    config = load_config()
-    branch = os.environ["TARGET_BRANCH"].strip()
-    source_tag = os.environ["TARGET_TAG"].strip()
-    mode = os.environ["TARGET_MODE"].strip()
-    publish_version = os.environ["TARGET_PUBLISH_VERSION"].strip().lower() == "true"
-    publish_branch_tag = os.environ["TARGET_PUBLISH_BRANCH_TAG"].strip().lower() == "true"
-
-    branch_state = collect_branch_states(config, [branch])[branch]
-    if branch_state.latest_tag is None:
-        write_output("should_build", "false")
-        write_output("skip_reason", f"Branch `{branch}` has no releasable tags.")
-        return
-
-    if parse_release_tag(config, source_tag) is None or not tag_exists(source_tag):
-        write_output("should_build", "false")
-        write_output("skip_reason", f"Tag `{source_tag}` is no longer available.")
-        return
-
-    commit = tag_commit(source_tag)
-    if not branch_contains_commit(branch, commit):
-        write_output("should_build", "false")
-        write_output("skip_reason", f"Tag `{source_tag}` is no longer reachable from `{branch}`.")
-        return
-
-    mutable_tag = "latest" if branch == config.main_branch else branch
-    tags_to_push: list[str] = []
-
-    if mode == "push_latest_only":
-        if branch_state.latest_tag != source_tag:
-            write_output("should_build", "false")
-            write_output(
-                "skip_reason",
-                f"Tag `{source_tag}` is no longer the highest release tag on `{branch}`.",
-            )
-            return
-        if publish_version:
-            tags_to_push.append(f"{config.image_repo}:{source_tag}")
-        if publish_branch_tag:
-            tags_to_push.append(f"{config.image_repo}:{mutable_tag}")
-
-    elif mode == "push_promoted_tag":
-        if branch_state.latest_tag != source_tag:
-            write_output("should_build", "false")
-            write_output(
-                "skip_reason",
-                f"Tag `{source_tag}` is no longer the highest release tag on `{branch}`.",
-            )
-            return
-        if publish_version and not docker_tag_exists(config.image_repo, source_tag):
-            tags_to_push.append(f"{config.image_repo}:{source_tag}")
-        if publish_branch_tag:
-            tags_to_push.append(f"{config.image_repo}:{mutable_tag}")
-
-    elif mode == "manual_exact":
-        if publish_version:
-            tags_to_push.append(f"{config.image_repo}:{source_tag}")
-        if publish_branch_tag and branch_state.latest_tag == source_tag:
-            tags_to_push.append(f"{config.image_repo}:{mutable_tag}")
-
-    elif mode == "manual_backfill":
-        if publish_version and not docker_tag_exists(config.image_repo, source_tag):
-            tags_to_push.append(f"{config.image_repo}:{source_tag}")
-        if publish_branch_tag:
-            if branch != config.main_branch and branch_state.latest_tag != source_tag:
-                write_output("should_build", "false")
-                write_output(
-                    "skip_reason",
-                    f"Tag `{source_tag}` is no longer the newest release tag on `{branch}`.",
-                )
-                return
-            if branch == config.main_branch and branch_state.latest_tag != source_tag:
-                publish_branch_tag = False
-            if publish_branch_tag and not docker_tag_exists(config.image_repo, mutable_tag):
-                tags_to_push.append(f"{config.image_repo}:{mutable_tag}")
-    else:
-        fail(f"Unsupported resolve-build mode: {mode}")
-
-    tags_to_push = unique(tags_to_push)
-    if not tags_to_push:
-        write_output("should_build", "false")
-        write_output("skip_reason", "All requested Docker tags already exist or are no longer eligible.")
-        return
-
-    write_output("should_build", "true")
-    write_output("tags", "\n".join(tags_to_push))
-    write_output("display_tags", ", ".join(tag.rsplit(":", 1)[1] for tag in tags_to_push))
-    print("\n".join(tags_to_push))
-
-
-def main() -> None:
-    if len(sys.argv) != 2:
-        fail("Usage: docker_release_plan.py <plan|resolve-build|resolve-release>")
-
-    command = sys.argv[1]
-    if command == "plan":
-        plan_command()
-        return
-    if command == "resolve-build":
-        resolve_build_command()
-        return
-    if command == "resolve-release":
-        resolve_release_command()
-        return
-    fail(f"Unknown command: {command}")
-
-
-if __name__ == "__main__":
-    main()
+version https://git-lfs.github.com/spec/v1
+oid sha256:896b9a98df30ded250d8dcb95bac2b80184fccffaa5908ac2ef9c7a3d58a8442
+size 29693

.github/workflows/close-inactive.yml

@@ -1,108 +1,3 @@
-name: Close inactive issues and PRs
-
-on:
-  schedule:
-    - cron: "17 3 * * *"
-  workflow_dispatch:
-    inputs:
-      inactive_days:
-        description: "Close items with no activity for more than N days"
-        required: false
-        default: "90"
-      dry_run:
-        description: "If true, only print URLs (no comment/close)"
-        required: false
-        default: "true"
-
-permissions:
-  issues: write
-  pull-requests: write
-
-env:
-  DEFAULT_INACTIVE_DAYS: "90"
-  DEFAULT_DRY_RUN: "false"
-
-jobs:
-  close_inactive:
-    if: github.repository == 'agent0ai/agent-zero' && github.ref == format('refs/heads/{0}', github.event.repository.default_branch)
-    runs-on: ubuntu-latest
-    steps:
-      - name: Find and optionally close inactive issues/PRs
-        uses: actions/github-script@v7
-        env:
-          INACTIVE_DAYS: ${{ github.event_name == 'workflow_dispatch' && inputs.inactive_days || env.DEFAULT_INACTIVE_DAYS }}
-          DRY_RUN: ${{ github.event_name == 'workflow_dispatch' && inputs.dry_run || env.DEFAULT_DRY_RUN }}
-        with:
-          script: |
-            const inactiveDaysRaw = process.env.INACTIVE_DAYS ?? "90";
-            const inactiveDays = Number.parseInt(inactiveDaysRaw, 10);
-            if (!Number.isFinite(inactiveDays) || inactiveDays <= 0) {
-              core.setFailed(`Invalid INACTIVE_DAYS: ${inactiveDaysRaw}`);
-              return;
-            }
-
-            const dryRunRaw = (process.env.DRY_RUN ?? "true").toLowerCase();
-            const dryRun = ["1", "true", "yes", "y"].includes(dryRunRaw);
-
-            const now = new Date();
-            const cutoff = new Date(now.getTime() - inactiveDays * 24 * 60 * 60 * 1000);
-            const cutoffDate = cutoff.toISOString().slice(0, 10);
-
-            core.info(`inactiveDays=${inactiveDays}`);
-            core.info(`dryRun=${dryRun}`);
-            core.info(`cutoffDate=${cutoffDate}`);
-
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-
-            async function processQuery(kind, searchQuery) {
-              core.info(`Searching ${kind}: ${searchQuery}`);
-
-              const items = await github.paginate(github.rest.search.issuesAndPullRequests, {
-                q: searchQuery,
-                per_page: 100,
-              });
-
-              if (items.length === 0) {
-                core.info(`No inactive ${kind} found.`);
-                return;
-              }
-
-              core.info(`Found ${items.length} inactive ${kind}. URLs:`);
-              for (const item of items) {
-                core.info(item.html_url);
-              }
-
-              if (dryRun) {
-                return;
-              }
-
-              for (const item of items) {
-                const issueNumber = item.number;
-                const url = item.html_url;
-
-                try {
-                  await github.rest.issues.createComment({
-                    owner,
-                    repo,
-                    issue_number: issueNumber,
-                    body: `Closing due to inactivity of ${inactiveDays} days.`,
-                  });
-
-                  await github.rest.issues.update({
-                    owner,
-                    repo,
-                    issue_number: issueNumber,
-                    state: "closed",
-                  });
-
-                  core.info(`Closed: ${url}`);
-                } catch (err) {
-                  core.warning(`Failed to close ${url}: ${err?.message ?? String(err)}`);
-                }
-              }
-            }
-
-            const base = `repo:${owner}/${repo} is:open updated:<${cutoffDate} sort:updated-asc`;
-            await processQuery("issues", `${base} is:issue`);
-            await processQuery("pull requests", `${base} is:pr`);
+version https://git-lfs.github.com/spec/v1
+oid sha256:02195272e30ac37e3732b583e3d25c9b24282c6999ebe28a01061a08b6c512cd
+size 3740

.github/workflows/docker-publish.yml

@@ -1,236 +1,3 @@
-name: Build And Publish Docker Images
-
-on:
-  push:
-    branches:
-      - "testing"
-      - "ready"
-      - "main"
-    tags:
-      - "v*"
-  workflow_dispatch:
-    inputs:
-      tag:
-        description: "Optional release tag to rebuild, for example v1.21"
-        required: false
-        type: string
-
-env:
-  # Non-main branches publish a Docker tag with the same name as the branch.
-  ALLOWED_BRANCHES: "testing ready main"
-  MAIN_BRANCH: "main"
-  RELEASE_TAG_REGEX: "^v([0-9]+)\\.([0-9]+)$"
-  MIN_RELEASE_MAJOR: "1"
-  MIN_RELEASE_MINOR: "0"
-  DOCKERFILE_DIR: "docker/run"
-  DOCKERFILE_PATH: "docker/run/Dockerfile"
-  DOCKER_IMAGE_NAME: "agent-zero"
-  DOCKER_PLATFORMS: "linux/amd64,linux/arm64"
-
-permissions:
-  contents: read
-
-jobs:
-  plan:
-    if: github.repository == 'agent0ai/agent-zero'
-    runs-on: ubuntu-latest
-    outputs:
-      has_work: ${{ steps.plan.outputs.has_work }}
-      matrix: ${{ steps.plan.outputs.matrix }}
-    steps:
-      - name: Validate Docker Hub secrets
-        env:
-          DOCKERHUB_ORG: ${{ secrets.DOCKERHUB_ORG }}
-          DOCKERHUB_OAT_TOKEN: ${{ secrets.DOCKERHUB_OAT_TOKEN }}
-        run: |
-          if [[ -z "$DOCKERHUB_ORG" || -z "$DOCKERHUB_OAT_TOKEN" ]]; then
-            echo "::error::Missing DOCKERHUB_ORG or DOCKERHUB_OAT_TOKEN secret."
-            exit 1
-          fi
-
-      - name: Check out repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-
-      - name: Fetch remote branches and tags
-        run: git fetch --force --tags origin '+refs/heads/*:refs/remotes/origin/*'
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKERHUB_ORG }}
-          password: ${{ secrets.DOCKERHUB_OAT_TOKEN }}
-
-      - name: Plan Docker publish targets
-        id: plan
-        env:
-          EVENT_NAME: ${{ github.event_name }}
-          SOURCE_REF_NAME: ${{ github.ref_name }}
-          SOURCE_REF_TYPE: ${{ github.ref_type }}
-          BEFORE_SHA: ${{ github.event_name == 'push' && github.event.before || '' }}
-          AFTER_SHA: ${{ github.event_name == 'push' && github.sha || '' }}
-          MANUAL_TAG: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.tag || '' }}
-          DOCKER_IMAGE_REPO: ${{ format('{0}/{1}', secrets.DOCKERHUB_ORG, env.DOCKER_IMAGE_NAME) }}
-        run: python3 .github/scripts/docker_release_plan.py plan
-
-  build:
-    if: needs.plan.outputs.has_work == 'true'
-    needs: plan
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-    strategy:
-      fail-fast: false
-      matrix: ${{ fromJson(needs.plan.outputs.matrix) }}
-    concurrency:
-      group: docker-publish-${{ github.repository }}-${{ matrix.branch }}
-      cancel-in-progress: false
-    steps:
-      - name: Check out repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-
-      - name: Fetch remote branches and tags
-        run: git fetch --force --tags origin '+refs/heads/*:refs/remotes/origin/*'
-
-      - name: Validate Docker Hub secrets
-        env:
-          DOCKERHUB_ORG: ${{ secrets.DOCKERHUB_ORG }}
-          DOCKERHUB_OAT_TOKEN: ${{ secrets.DOCKERHUB_OAT_TOKEN }}
-        run: |
-          if [[ -z "$DOCKERHUB_ORG" || -z "$DOCKERHUB_OAT_TOKEN" ]]; then
-            echo "::error::Missing DOCKERHUB_ORG or DOCKERHUB_OAT_TOKEN secret."
-            exit 1
-          fi
-
-      - name: Set up QEMU
-        uses: docker/setup-qemu-action@v3
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKERHUB_ORG }}
-          password: ${{ secrets.DOCKERHUB_OAT_TOKEN }}
-
-      - name: Re-resolve Docker tags for this build
-        id: resolve
-        env:
-          EVENT_NAME: ${{ github.event_name }}
-          SOURCE_REF_NAME: ${{ github.ref_name }}
-          SOURCE_REF_TYPE: ${{ github.ref_type }}
-          BEFORE_SHA: ${{ github.event_name == 'push' && github.event.before || '' }}
-          AFTER_SHA: ${{ github.event_name == 'push' && github.sha || '' }}
-          MANUAL_TAG: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.tag || '' }}
-          DOCKER_IMAGE_REPO: ${{ format('{0}/{1}', secrets.DOCKERHUB_ORG, env.DOCKER_IMAGE_NAME) }}
-          TARGET_BRANCH: ${{ matrix.branch }}
-          TARGET_TAG: ${{ matrix.source_tag }}
-          TARGET_MODE: ${{ matrix.mode }}
-          TARGET_PUBLISH_VERSION: ${{ matrix.publish_version }}
-          TARGET_PUBLISH_BRANCH_TAG: ${{ matrix.publish_branch_tag }}
-        run: python3 .github/scripts/docker_release_plan.py resolve-build
-
-      - name: Skip when target is no longer eligible
-        if: steps.resolve.outputs.should_build != 'true'
-        run: echo "${{ steps.resolve.outputs.skip_reason }}"
-
-      - name: Set cache date
-        if: steps.resolve.outputs.should_build == 'true'
-        id: cache_date
-        run: echo "value=$(date -u +%Y-%m-%d:%H:%M:%S)" >> "$GITHUB_OUTPUT"
-
-      - name: Build and push Docker image
-        if: steps.resolve.outputs.should_build == 'true'
-        uses: docker/build-push-action@v6
-        with:
-          context: ${{ env.DOCKERFILE_DIR }}
-          file: ${{ env.DOCKERFILE_PATH }}
-          platforms: ${{ env.DOCKER_PLATFORMS }}
-          push: true
-          tags: ${{ steps.resolve.outputs.tags }}
-          build-args: |
-            BRANCH=${{ matrix.branch }}
-            CACHE_DATE=${{ steps.cache_date.outputs.value }}
-
-      - name: Resolve GitHub release target
-        if: steps.resolve.outputs.should_build == 'true'
-        id: release_plan
-        env:
-          EVENT_NAME: ${{ github.event_name }}
-          SOURCE_REF_NAME: ${{ github.ref_name }}
-          SOURCE_REF_TYPE: ${{ github.ref_type }}
-          BEFORE_SHA: ${{ github.event_name == 'push' && github.event.before || '' }}
-          AFTER_SHA: ${{ github.event_name == 'push' && github.sha || '' }}
-          MANUAL_TAG: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.tag || '' }}
-          DOCKER_IMAGE_REPO: ${{ format('{0}/{1}', secrets.DOCKERHUB_ORG, env.DOCKER_IMAGE_NAME) }}
-          TARGET_BRANCH: ${{ matrix.branch }}
-          TARGET_TAG: ${{ matrix.source_tag }}
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          OPENROUTER_API_KEY: ${{ secrets.OPENROUTER_API_KEY }}
-          OPENROUTER_MODEL_NAME: ${{ vars.OPENROUTER_MODEL_NAME }}
-        run: python3 .github/scripts/docker_release_plan.py resolve-release
-
-      - name: Skip GitHub release
-        if: steps.resolve.outputs.should_build == 'true' && steps.release_plan.outputs.should_release != 'true'
-        run: echo "${{ steps.release_plan.outputs.skip_reason }}"
-
-      - name: Create or update GitHub release
-        if: steps.resolve.outputs.should_build == 'true' && steps.release_plan.outputs.should_release == 'true'
-        uses: actions/github-script@v7
-        env:
-          RELEASE_TAG: ${{ steps.release_plan.outputs.release_tag }}
-          RELEASE_NAME: ${{ steps.release_plan.outputs.release_name }}
-          RELEASE_BODY: ${{ steps.release_plan.outputs.release_body }}
-        with:
-          script: |
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const tag = process.env.RELEASE_TAG;
-            const name = process.env.RELEASE_NAME;
-            const body = process.env.RELEASE_BODY;
-
-            try {
-              const existing = await github.rest.repos.getReleaseByTag({
-                owner,
-                repo,
-                tag,
-              });
-
-              await github.rest.repos.updateRelease({
-                owner,
-                repo,
-                release_id: existing.data.id,
-                tag_name: tag,
-                name,
-                body,
-                draft: false,
-                prerelease: false,
-                make_latest: "true",
-              });
-
-              core.info(`Updated release ${tag}`);
-            } catch (error) {
-              if (error.status !== 404) {
-                throw error;
-              }
-
-              await github.rest.repos.createRelease({
-                owner,
-                repo,
-                tag_name: tag,
-                name,
-                body,
-                draft: false,
-                prerelease: false,
-                make_latest: "true",
-              });
-
-              core.info(`Created release ${tag}`);
-            }
+version https://git-lfs.github.com/spec/v1
+oid sha256:49dd4916573cc8dad39525a67b637e9879a0c222c97b834f5e72c7ed02e50a20
+size 8548

.gitignore

@@ -1,52 +1,3 @@
-# Ignore common unwanted files globally
-**/.DS_Store
-**/.env
-**/__pycache__/
-*.py[cod]
-**/.conda/
-**/node_modules/
-
-#Ignore IDE files
-.cursor/
-.windsurf/
-
-# ignore test files in root dir
-/*.test.py
-
-# Ignore all contents of the virtual environment directory
-.venv/
-
-# obsolete folders
-/memory/
-/knowledge/custom/
-/instruments/
-
-# Handle logs directory
-logs/**
-!logs/**/
-
-# Handle tmp and usr directory
-tmp/**
-!tmp/**/
-
-# hack to keep .gitkeep but ignore nested repos
-# Ignore everything under usr
-usr/**
-# Ignore nested repos
-/usr/**/.git
-# Allow git to traverse directories
-!usr/**/
-# Re-ignore everything again
-usr/**/*
-# But allow .gitkeep files
-!usr/**/.gitkeep
-
-
-# Global rule to include .gitkeep files anywhere
-!**/.gitkeep
-
-# for browser-use
-agent_history.gif
-
-.agent/**
-.claude/**
+version https://git-lfs.github.com/spec/v1
+oid sha256:5760fba62009e975160fd6830995de30e75b3ca05ad6b7c2f69687e7691d050a
+size 789

.vscode/extensions.json

@@ -1,7 +1,3 @@
-{
-    "recommendations": [
-        "usernamehw.errorlens",
-        "ms-python.debugpy",
-        "ms-python.python"
-    ]
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:c372492c38c6ff5040d4de969bde64752703fac076d237fd6f5cb418d28195db
+size 122

.vscode/launch.json

@@ -1,24 +1,3 @@
-{
-  "version": "0.2.0",
-  "configurations": [
-
-    {
-      "name": "Debug run_ui.py",
-      "type": "debugpy",
-      "request": "launch",
-      "program": "./run_ui.py",
-      "console": "integratedTerminal",
-      "justMyCode": false,
-      "args": ["--development=true", "-Xfrozen_modules=off"]
-    },
-    {
-      "name": "Debug current file",
-      "type": "debugpy",
-      "request": "launch",
-      "program": "${file}",
-      "console": "integratedTerminal",
-      "justMyCode": false,
-      "args": ["--development=true", "-Xfrozen_modules=off"]
-    }
-  ]
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:863ede1d1e561787d4333cd4d4e2d71581ef6c49ebe5cf8dcec5f2ba3e693c7a
+size 565

.vscode/settings.json

@@ -1,17 +1,3 @@
-{
-    "python.analysis.typeCheckingMode": "standard",
-    "windsurfPyright.analysis.diagnosticMode": "workspace",
-    "windsurfPyright.analysis.typeCheckingMode": "standard",
-    // Enable JavaScript linting
-    "eslint.enable": true,
-    "eslint.validate": ["javascript", "javascriptreact"],
-    // Set import root for JS/TS
-    "javascript.preferences.importModuleSpecifier": "relative",
-    "js/ts.implicitProjectConfig.checkJs": true,
-    "jsconfig.paths": {
-        "*": ["webui/*"]
-    },
-    // Optional: point VSCode to jsconfig.json if you add one
-    "jsconfig.json": "${workspaceFolder}/jsconfig.json",
-    "postman.settings.dotenv-detection-notification-visibility": false
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d702ba4601b5cf95f3738524887ceebd9163fbc349c53d367f7616f2fc0387a
+size 686

AGENTS.md

@@ -1,253 +1,3 @@
-# Agent Zero - AGENTS.md
-
-[Generated using reconnaissance on 2026-02-22]
-
-## Quick Reference
-Tech Stack: Python 3.12+ | Flask | Alpine.js | LiteLLM | WebSocket (Socket.io)
-Dev Server: python run_ui.py (runs on http://localhost:50001 by default)
-Run Tests: pytest (standard) or pytest tests/test_name.py (file-scoped)
-Documentation: README.md | docs/
-Frontend Deep Dives: [Component System](docs/agents/AGENTS.components.md) | [Modal System](docs/agents/AGENTS.modals.md) | [Plugin Architecture](docs/agents/AGENTS.plugins.md)
-
----
-
-## Table of Contents
-1. [Project Overview](#project-overview)
-2. [Core Commands](#core-commands)
-3. [Docker Environment](#docker-environment)
-4. [Project Structure](#project-structure)
-5. [Development Patterns & Conventions](#development-patterns--conventions)
-6. [Safety and Permissions](#safety-and-permissions)
-7. [Code Examples](#code-examples)
-8. [Git Workflow](#git-workflow)
-9. [Release Notes](#release-notes)
-10. [Troubleshooting](#troubleshooting)
-
----
-
-## Project Overview
-
-Agent Zero is a dynamic, organic agentic framework designed to grow and learn. It uses the operating system as a tool, featuring a multi-agent cooperation model where every agent can create subordinates to break down tasks.
-
-Type: Full-Stack Agentic Framework (Python Backend + Alpine.js Frontend)
-Status: Active Development
-Primary Language(s): Python, JavaScript (ES Modules)
-
----
-
-## Core Commands
-
-### Setup
-Do not combine these commands; run them individually:
-```bash
-pip install -r requirements.txt
-pip install -r requirements2.txt
-```
-- Start WebUI: python run_ui.py
-
----
-
-## Docker Environment
-
-When running in Docker, Agent Zero uses two distinct Python runtimes to isolate the framework from the code being executed:
-
-### 1. Framework Runtime (/opt/venv-a0)
-- Version: Python 3.12.4
-- Purpose: Runs the Agent Zero backend, API, and core logic.
-- Packages: Contains all dependencies from requirements.txt.
-
-### 2. Execution Runtime (/opt/venv)
-- Version: Python 3.13
-- Purpose: Default environment for the interactive terminal and the agent's code execution tool.
-- Behavior: This is the environment active when you docker exec into the container. Packages installed by the agent via pip install during a task are stored here.
-
----
-
-## Project Structure
-
-```
-/
-├── agent.py              # Core Agent and AgentContext definitions
-├── initialize.py         # Framework initialization logic
-├── models.py             # LLM provider configurations
-├── run_ui.py             # WebUI server entry point
-├── api/                  # API Handlers (ApiHandler subclasses) + WsHandler subclasses (ws_*.py)
-├── extensions/           # Backend lifecycle extensions
-├── helpers/              # Shared Python utilities (plugins, files, etc.)
-├── tools/                # Agent tools (Tool subclasses)
-├── webui/
-│   ├── components/       # Alpine.js components
-│   ├── js/               # Core frontend logic (modals, stores, etc.)
-│   └── index.html        # Main UI shell
-├── usr/                  # User data directory (isolated from core)
-│   ├── plugins/          # Custom user plugins
-│   ├── settings.json     # User-specific configuration
-│   └── workdir/          # Default agent workspace
-├── plugins/              # Core system plugins
-├── agents/               # Agent profiles (prompts and config)
-├── prompts/              # System and message prompt templates
-├── knowledge/
-│   └── main/about/       # Agent self-knowledge (indexed into vector DB for runtime recall)
-│       ├── identity.md           # Philosophy, principles, project context
-│       ├── architecture.md       # Agent loop, memory pipeline, multi-agent, extensions
-│       ├── capabilities.md       # Detailed capabilities and limitations
-│       ├── configuration.md      # LLM roles, providers, profiles, plugins, settings
-│       └── setup-and-deployment.md  # Docker deployment, updates, troubleshooting
-└── tests/                # Pytest suite
-```
-
-Key Files:
-- agent.py: Defines AgentContext and the main Agent class.
-- helpers/plugins.py: Plugin discovery and configuration logic.
-- webui/js/AlpineStore.js: Store factory for reactive frontend state.
-- helpers/api.py: Base class for all API endpoints.
-- scripts/openrouter_release_notes_system_prompt.md: Editable system prompt used to generate GitHub release notes during Docker publishing.
-- knowledge/main/about/: Agent self-knowledge files, indexed into the vector DB for runtime recall. Not user-facing docs - written for the agent's internal reference.
-- docs/agents/AGENTS.components.md: Deep dive into the frontend component architecture.
-- docs/agents/AGENTS.modals.md: Guide to the stacked modal system.
-- docs/agents/AGENTS.plugins.md: Comprehensive guide to the full-stack plugin system.
-
----
-
-## Development Patterns & Conventions
-
-### Backend (Python)
-- Context Access: Use from agent import AgentContext, AgentContextType (not helpers.context).
-- Communication: Use mq from helpers.messages to log proactive UI messages:
-  mq.log_user_message(context.id, "Message", source="Plugin")
-- API Handlers: Derive from ApiHandler in helpers/api.py.
-- Extensions: Use the extension framework in helpers/extension.py for lifecycle hooks.
-- Error Handling: Use RepairableException for errors the LLM might be able to fix.
-
-### Frontend (Alpine.js)
-- Store Gating: Always wrap store-dependent content in a template:
-```html
-<div x-data>
-  <template x-if="$store.myStore">
-    <div x-init="$store.myStore.onOpen()">...</div>
-  </template>
-</div>
-```
-- Store Registration: Use createStore from /js/AlpineStore.js.
-- Modals: Use openModal(path) and closeModal() from /js/modals.js.
-
-### Plugin Architecture
-- Location: Always develop new plugins in usr/plugins/.
-- Manifest: Every plugin requires a plugin.yaml with name, description, version, and optionally settings_sections, per_project_config, per_agent_config, and always_enabled.
-- Discovery: Conventions based on folder names (api/, tools/, webui/, extensions/).
-- Plugin-local Python imports: Prefer `usr.plugins.<plugin_name>...` for code that lives under `usr/plugins/`. Avoid `sys.path` hacks and avoid symlink-dependent `plugins.<plugin_name>...` imports for community plugins.
-- Runtime hooks: Plugins may also expose hooks in hooks.py, callable by the framework through helpers.plugins.call_plugin_hook(...).
-- Hook runtime: hooks.py executes inside the Agent Zero framework Python environment, so sys.executable -m pip installs dependencies into that same framework runtime.
-- Environment targeting: If a plugin needs packages or binaries for the separate agent execution runtime or system environment, it must explicitly switch environments in a subprocess by targeting the correct interpreter, virtualenv, or package manager.
-- Settings: Use get_plugin_config(plugin_name, agent=agent) to retrieve settings. Plugins can expose a UI for settings via webui/config.html. Plugin settings modals instantiate a local context from $store.pluginSettingsPrototype; bind plugin fields to config.* and use context.* for modal-level state and actions.
-- Activation: Global and scoped activation rules are stored as .toggle-1 (ON) and .toggle-0 (OFF). Scoped rules are handled via the plugin "Switch" modal.
-- Cleanup rule: Plugins should not permanently modify the system in ways that outlive the plugin. Deleting a plugin should not leave behind symlinks, unmanaged services, or stray files outside plugin-owned paths unless the user explicitly requested that behavior.
-
-### Releases
-- Docker publishing automation lives in `.github/workflows/docker-publish.yml`.
-- Releasable tags follow `v{X}.{Y}` and only tags `>= v1.0` are considered by the workflow.
-- The latest eligible tag on `main` also creates or updates a GitHub release after the Docker image push succeeds.
-- GitHub release notes are generated on the fly in `.github/scripts/docker_release_plan.py` by comparing the new tag against the previous published GitHub release tag, collecting commit subjects and descriptions in that range, and sending them to OpenRouter.
-- The OpenRouter call uses `OPENROUTER_API_KEY` and `OPENROUTER_MODEL_NAME` from the workflow environment, with the system prompt stored in `scripts/openrouter_release_notes_system_prompt.md`.
-- Prioritize user-visible features, important fixes, infra or packaging changes, and breaking notes. Skip low-signal churn.
-- If the generated summary has no meaningful content, the release body falls back to `No release notes.`
-
-### Lifecycle Synchronization
-| Action | Backend Extension | Frontend Lifecycle |
-|---|---|---|
-| Initialization | agent_init | init() in Store |
-| Mounting | N/A | x-create directive |
-| Processing | monologue_start/end | UI loading state |
-| Cleanup | context_deleted | x-destroy directive |
-
----
-
-## Safety and Permissions
-
-### Allowed Without Asking
-- Read any file in the repository.
-- Update code files in usr/.
-
-### Ask Before Executing
-- pip install (new dependencies).
-- Deleting core files outside of usr/ or tmp/.
-- Modifying agent.py or initialize.py.
-- Making git commits or pushes.
-
-### Never Do
-- Commit, hardcode or leak secrets or .env files.
-- Bypass CSRF or authentication checks.
-- Hardcode API keys.
-
----
-
-## Code Examples
-
-### API Handler (Good)
-```python
-from helpers.api import ApiHandler, Request, Response
-
-class MyHandler(ApiHandler):
-    async def process(self, input: dict, request: Request) -> dict | Response:
-        # Business logic here
-        return {"ok": True, "data": "result"}
-```
-
-### Alpine Store (Good)
-```javascript
-import { createStore } from "/js/AlpineStore.js";
-
-export const store = createStore("myStore", {
-    items: [],
-    init() { /* global setup */ },
-    onOpen() { /* mount setup */ },
-    cleanup() { /* unmount cleanup */ }
-});
-```
-
-### Tool Definition (Good)
-```python
-from helpers.tool import Tool, Response
-
-class MyTool(Tool):
-    async def execute(self, **kwargs):
-        # Tool logic
-        return Response(message="Success", break_loop=False)
-```
-
----
-
-## Git Workflow
-
-- Docker publish automation lives in `.github/workflows/docker-publish.yml`.
-- Release tags handled by automation must match `vX.Y` and be `>= v1.0`.
-- Allowed release branches are configured at the top of the workflow. `main` publishes `<tag>` and `latest`; other allowed branches publish only the branch tag.
-- Manual dispatch accepts an optional tag. Without a tag it backfills missing Docker Hub tags. With a tag it rebuilds that exact target and only refreshes `latest` and the GitHub release when that tag is still the newest eligible tag on `main`.
-
----
-
-## Release Notes
-
-- The latest eligible `main` tag generates its GitHub release notes during Docker publish instead of reading committed Markdown files.
-- The release-note prompt is editable in `scripts/openrouter_release_notes_system_prompt.md`.
-- The commit range starts at the previous published GitHub release tag, not merely the previous semantic tag in the repository.
-
-## Troubleshooting
-
-### Dependency Conflicts
-If pip install fails, try running in a clean virtual environment:
-```bash
-python -m venv .venv
-source .venv/bin/activate
-pip install -r requirements.txt
-pip install -r requirements2.txt
-```
-
-### WebSocket Connection Failures
-- Check if X-CSRF-Token is being sent.
-- Ensure the runtime ID in the session matches the current server instance.
-
----
-
-*Last updated: 2026-03-25*
-*Maintained by: Agent Zero Core Team*
+version https://git-lfs.github.com/spec/v1
+oid sha256:7854c02496e343196eab895f1fe44bfa34af38041878054b078c22d7200dcc6f
+size 11578

DockerfileLocal

@@ -1,36 +1,3 @@
-# Use the pre-built base image for A0
-# FROM agent-zero-base:local
-FROM agent0ai/agent-zero-base:latest
-
-# Set BRANCH to "local" if not provided
-ARG BRANCH=local
-ENV BRANCH=$BRANCH
-
-# Copy filesystem files to root
-COPY ./docker/run/fs/ /
-# Copy current development files to git, they will only be used in "local" branch
-COPY ./ /git/agent-zero
-
-# pre installation steps
-RUN bash /ins/pre_install.sh $BRANCH
-
-# install A0
-RUN bash /ins/install_A0.sh $BRANCH
-
-# install additional software
-RUN bash /ins/install_additional.sh $BRANCH
-
-# cleanup repo and install A0 without caching, this speeds up builds
-ARG CACHE_DATE=none
-RUN echo "cache buster $CACHE_DATE" && bash /ins/install_A02.sh $BRANCH
-
-# post installation steps
-RUN bash /ins/post_install.sh $BRANCH
-
-# Expose ports
-EXPOSE 22 80 9000-9009
-
-RUN chmod +x /exe/initialize.sh /exe/run_A0.sh /exe/run_searxng.sh /exe/run_tunnel_api.sh
-
-# initialize runtime and switch to supervisord
-CMD ["/exe/initialize.sh", "$BRANCH"]
+version https://git-lfs.github.com/spec/v1
+oid sha256:9083efc3881bf1b7edb950eca369e75c380628ee372cb5290cd0939a7459b236
+size 975

LICENSE

@@ -1,23 +1,3 @@
-MIT License
-
-Copyright (c) 2025 Agent Zero, s.r.o
-Contact: pr@agent-zero.ai
-Repository: https://github.com/agent0ai/agent-zero
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
+version https://git-lfs.github.com/spec/v1
+oid sha256:23844ed5fb9976b15e6c0be1b617918cb1c32e13e8d70b74100dae08d40fbf23
+size 1150

agent.py

@@ -1,1023 +1,3 @@
-import asyncio, random, string, threading
-
-from collections import OrderedDict
-from dataclasses import dataclass, field
-from datetime import datetime, timezone
-from typing import Any, Awaitable, Coroutine, Dict, Literal
-from enum import Enum
-import models
-
-from helpers import (
-    extract_tools,
-    files,
-    errors,
-    history,
-    tokens,
-    context as context_helper,
-    dirty_json,
-    subagents,
-)
-from helpers import extension
-from helpers.print_style import PrintStyle
-
-from langchain_core.prompts import (
-    ChatPromptTemplate,
-)
-from langchain_core.messages import SystemMessage, BaseMessage
-
-import helpers.log as Log
-from helpers.dirty_json import DirtyJson
-from helpers.defer import DeferredTask
-from typing import Callable
-from helpers.localization import Localization
-from helpers import extension
-from helpers.errors import RepairableException, InterventionException, HandledException
-
-class AgentContextType(Enum):
-    USER = "user"
-    TASK = "task"
-    BACKGROUND = "background"
-
-
-class AgentContext:
-
-    _contexts: dict[str, "AgentContext"] = {}
-    _contexts_lock = threading.RLock()
-    _counter: int = 0
-    _notification_manager = None
-
-    @extension.extensible
-    def __init__(
-        self,
-        config: "AgentConfig",
-        id: str | None = None,
-        name: str | None = None,
-        agent0: "Agent|None" = None,
-        log: Log.Log | None = None,
-        paused: bool = False,
-        streaming_agent: "Agent|None" = None,
-        created_at: datetime | None = None,
-        type: AgentContextType = AgentContextType.USER,
-        last_message: datetime | None = None,
-        data: dict | None = None,
-        output_data: dict | None = None,
-        set_current: bool = False,
-    ):
-        # initialize context
-        self.id = id or AgentContext.generate_id()
-        existing = None
-        with AgentContext._contexts_lock:
-            existing = AgentContext._contexts.get(self.id, None)
-            if existing:
-                AgentContext._contexts.pop(self.id, None)
-            AgentContext._contexts[self.id] = self
-        if existing and existing.task:
-            existing.task.kill()
-        if set_current:
-            AgentContext.set_current(self.id)
-
-        # initialize state
-        self.name = name
-        self.config = config
-        self.data = data or {}
-        self.output_data = output_data or {}
-        self.log = log or Log.Log()
-        self.log.context = self
-        self.paused = paused
-        self.streaming_agent = streaming_agent
-        self.task: DeferredTask | None = None
-        self.created_at = created_at or datetime.now(timezone.utc)
-        self.type = type
-        AgentContext._counter += 1
-        self.no = AgentContext._counter
-        self.last_message = last_message or datetime.now(timezone.utc)
-
-        # initialize agent at last (context is complete now)
-        self.agent0 = agent0 or Agent(0, self.config, self)
-
-    @staticmethod
-    def get(id: str):
-        with AgentContext._contexts_lock:
-            return AgentContext._contexts.get(id, None)
-
-    @staticmethod
-    def use(id: str):
-        context = AgentContext.get(id)
-        if context:
-            AgentContext.set_current(id)
-        else:
-            AgentContext.set_current("")
-        return context
-
-    @staticmethod
-    def current():
-        ctxid = context_helper.get_context_data("agent_context_id", "")
-        if not ctxid:
-            return None
-        return AgentContext.get(ctxid)
-
-    @staticmethod
-    def set_current(ctxid: str):
-        context_helper.set_context_data("agent_context_id", ctxid)
-
-    @staticmethod
-    def first():
-        with AgentContext._contexts_lock:
-            if not AgentContext._contexts:
-                return None
-            return list(AgentContext._contexts.values())[0]
-
-    @staticmethod
-    def all():
-        with AgentContext._contexts_lock:
-            return list(AgentContext._contexts.values())
-
-    @staticmethod
-    def generate_id():
-        def generate_short_id():
-            return "".join(random.choices(string.ascii_letters + string.digits, k=8))
-
-        while True:
-            short_id = generate_short_id()
-            with AgentContext._contexts_lock:
-                if short_id not in AgentContext._contexts:
-                    return short_id
-
-    @classmethod
-    def get_notification_manager(cls):
-        if cls._notification_manager is None:
-            from helpers.notification import NotificationManager  # type: ignore
-
-            cls._notification_manager = NotificationManager()
-        return cls._notification_manager
-
-    @staticmethod
-    @extension.extensible
-    def remove(id: str):
-        with AgentContext._contexts_lock:
-            context = AgentContext._contexts.pop(id, None)
-        if context and context.task:
-            context.task.kill()
-        return context
-
-    def get_data(self, key: str, recursive: bool = True):
-        # recursive is not used now, prepared for context hierarchy
-        return self.data.get(key, None)
-
-    def set_data(self, key: str, value: Any, recursive: bool = True):
-        # recursive is not used now, prepared for context hierarchy
-        self.data[key] = value
-
-    def get_output_data(self, key: str, recursive: bool = True):
-        # recursive is not used now, prepared for context hierarchy
-        return self.output_data.get(key, None)
-
-    def set_output_data(self, key: str, value: Any, recursive: bool = True):
-        # recursive is not used now, prepared for context hierarchy
-        self.output_data[key] = value
-
-    # @extension.extensible
-    def output(self):
-        return {
-            "id": self.id,
-            "name": self.name,
-            "created_at": (
-                Localization.get().serialize_datetime(self.created_at)
-                if self.created_at
-                else Localization.get().serialize_datetime(datetime.fromtimestamp(0))
-            ),
-            "no": self.no,
-            "log_guid": self.log.guid,
-            "log_version": len(self.log.updates),
-            "log_length": len(self.log.logs),
-            "paused": self.paused,
-            "last_message": (
-                Localization.get().serialize_datetime(self.last_message)
-                if self.last_message
-                else Localization.get().serialize_datetime(datetime.fromtimestamp(0))
-            ),
-            "type": self.type.value,
-            "running": self.is_running(),
-            **self.output_data,
-        }
-
-    @staticmethod
-    def log_to_all(
-        type: Log.Type,
-        heading: str | None = None,
-        content: str | None = None,
-        kvps: dict | None = None,
-        update_progress: Log.ProgressUpdate | None = None,
-        id: str | None = None,  # Add id parameter
-        **kwargs,
-    ) -> list[Log.LogItem]:
-        items: list[Log.LogItem] = []
-        for context in AgentContext.all():
-            items.append(
-                context.log.log(
-                    type, heading, content, kvps, update_progress, id, **kwargs
-                )
-            )
-        return items
-
-    @extension.extensible
-    def kill_process(self):
-        if self.task:
-            self.task.kill()
-
-    @extension.extensible
-    def reset(self):
-        self.kill_process()
-        self.log.reset()
-        self.agent0 = Agent(0, self.config, self)
-        self.streaming_agent = None
-        self.paused = False
-
-    @extension.extensible
-    def nudge(self):
-        self.kill_process()
-        self.paused = False
-        self.task = self.communicate(UserMessage(self.agent0.read_prompt("fw.msg_nudge.md")))
-        return self.task
-
-    @extension.extensible
-    def get_agent(self):
-        return self.streaming_agent or self.agent0
-
-    def is_running(self) -> bool:
-        return (self.task and self.task.is_alive()) or False
-
-    @extension.extensible
-    def communicate(self, msg: "UserMessage", broadcast_level: int = 1):
-        self.paused = False  # unpause if paused
-
-        current_agent = self.get_agent()
-
-        if self.task and self.task.is_alive():
-            # set intervention messages to agent(s):
-            intervention_agent = current_agent
-            while intervention_agent and broadcast_level != 0:
-                intervention_agent.intervention = msg
-                broadcast_level -= 1
-                intervention_agent = intervention_agent.data.get(
-                    Agent.DATA_NAME_SUPERIOR, None
-                )
-        else:
-            self.task = self.run_task(self._process_chain, current_agent, msg)
-
-        return self.task
-
-    @extension.extensible
-    def run_task(
-        self, func: Callable[..., Coroutine[Any, Any, Any]], *args: Any, **kwargs: Any
-    ):
-        if not self.task:
-            self.task = DeferredTask(
-                thread_name=self.__class__.__name__,
-            )
-        self.task.start_task(func, *args, **kwargs)
-        return self.task
-
-    # this wrapper ensures that superior agents are called back if the chat was loaded from file and original callstack is gone
-    @extension.extensible
-    async def _process_chain(self, agent: "Agent", msg: "UserMessage|str", user=True):
-        try:
-            msg_template = (
-                agent.hist_add_user_message(msg)  # type: ignore
-                if user
-                else agent.hist_add_tool_result(
-                    tool_name="call_subordinate", tool_result=msg  # type: ignore
-                )
-            )
-            response = await agent.monologue()  # type: ignore
-            superior = agent.data.get(Agent.DATA_NAME_SUPERIOR, None)
-            if superior:
-                response = await self._process_chain(superior, response, False)  # type: ignore
-
-            # call end of process extensions
-            await extension.call_extensions_async("process_chain_end", agent=self.get_agent(), data={})
-
-            return response
-        except Exception as e:
-            await self.handle_exception("process_chain", e)
-
-    @extension.extensible
-    async def handle_exception(self, location: str, exception: Exception):
-        if exception:
-            raise exception # exception handling is done by extensions
-
-
-@dataclass
-class AgentConfig:
-    mcp_servers: str
-    profile: str = ""
-    knowledge_subdirs: list[str] = field(default_factory=lambda: ["default", "custom"])
-    additional: Dict[str, Any] = field(default_factory=dict)
-
-
-@dataclass
-class UserMessage:
-    message: str
-    attachments: list[str] = field(default_factory=list[str])
-    system_message: list[str] = field(default_factory=list[str])
-    id: str = ""
-
-
-class LoopData:
-    def __init__(self, **kwargs):
-        self.iteration = -1
-        self.system = []
-        self.user_message: history.Message | None = None
-        self.history_output: list[history.OutputMessage] = []
-        self.extras_temporary: OrderedDict[str, history.MessageContent] = OrderedDict()
-        self.extras_persistent: OrderedDict[str, history.MessageContent] = OrderedDict()
-        self.last_response = ""
-        self.params_temporary: dict = {}
-        self.params_persistent: dict = {}
-        self.current_tool = None
-
-        # override values with kwargs
-        for key, value in kwargs.items():
-            setattr(self, key, value)
-
-
-class Agent:
-
-    DATA_NAME_SUPERIOR = "_superior"
-    DATA_NAME_SUBORDINATE = "_subordinate"
-    DATA_NAME_CTX_WINDOW = "ctx_window"
-
-    @extension.extensible
-    def __init__(
-        self, number: int, config: AgentConfig, context: AgentContext | None = None
-    ):
-
-        # agent config
-        self.config = config
-
-        # agent context
-        self.context = context or AgentContext(config=config, agent0=self)
-
-        # non-config vars
-        self.number = number
-        self.agent_name = f"A{self.number}"
-
-        self.history = history.History(self)  # type: ignore[abstract]
-        self.last_user_message: history.Message | None = None
-        self.intervention: UserMessage | None = None
-        self.data: dict[str, Any] = {}  # free data object all the tools can use
-
-        extension.call_extensions_sync("agent_init", self)
-
-    @extension.extensible
-    async def monologue(self):
-        while True:
-            try:
-                # loop data dictionary to pass to extensions
-                self.loop_data = LoopData(user_message=self.last_user_message)
-                # call monologue_start extensions
-                await extension.call_extensions_async(
-                    "monologue_start", self, loop_data=self.loop_data
-                )
-
-                printer = PrintStyle(italic=True, font_color="#b3ffd9", padding=False)
-
-                # let the agent run message loop until he stops it with a response tool
-                while True:
-
-                    self.context.streaming_agent = self  # mark self as current streamer
-                    self.loop_data.iteration += 1
-                    self.loop_data.params_temporary = {}  # clear temporary params
-
-                    # call message_loop_start extensions
-                    await extension.call_extensions_async(
-                        "message_loop_start", self, loop_data=self.loop_data
-                    )
-                    await self.handle_intervention()
-
-                    try:
-                        # prepare LLM chain (model, system, history)
-                        prompt = await self.prepare_prompt(loop_data=self.loop_data)
-
-                        # call before_main_llm_call extensions
-                        await extension.call_extensions_async(
-                            "before_main_llm_call", self, loop_data=self.loop_data
-                        )
-                        await self.handle_intervention()
-
-
-                        async def reasoning_callback(chunk: str, full: str):
-                            await self.handle_intervention()
-                            if chunk == full:
-                                printer.print("Reasoning: ")  # start of reasoning
-                            # Pass chunk and full data to extensions for processing
-                            stream_data = {"chunk": chunk, "full": full}
-                            await extension.call_extensions_async(
-                                "reasoning_stream_chunk",
-                                self,
-                                loop_data=self.loop_data,
-                                stream_data=stream_data,
-                            )
-                            # Stream masked chunk after extensions processed it
-                            if stream_data.get("chunk"):
-                                printer.stream(stream_data["chunk"])
-                            # Use the potentially modified full text for downstream processing
-                            await self.handle_reasoning_stream(stream_data["full"])
-
-                        async def stream_callback(chunk: str, full: str):
-                            await self.handle_intervention()
-                            # output the agent response stream
-                            if chunk == full:
-                                printer.print("Response: ")  # start of response
-                            # Pass chunk and full data to extensions for processing
-                            stream_data = {"chunk": chunk, "full": full}
-                            await extension.call_extensions_async(
-                                "response_stream_chunk",
-                                self,
-                                loop_data=self.loop_data,
-                                stream_data=stream_data,
-                            )
-                            # Stream masked chunk after extensions processed it
-                            if stream_data.get("chunk"):
-                                printer.stream(stream_data["chunk"])
-                            # Use the potentially modified full text for downstream processing
-                            await self.handle_response_stream(stream_data["full"])
-
-                        # call main LLM
-                        agent_response, _reasoning = await self.call_chat_model(
-                            messages=prompt,
-                            response_callback=stream_callback,
-                            reasoning_callback=reasoning_callback,
-                        )
-                        await self.handle_intervention(agent_response)
-
-                        # Notify extensions to finalize their stream filters
-                        await extension.call_extensions_async(
-                            "reasoning_stream_end", self, loop_data=self.loop_data
-                        )
-                        await self.handle_intervention(agent_response)
-
-                        await extension.call_extensions_async(
-                            "response_stream_end", self, loop_data=self.loop_data
-                        )
-
-                        await self.handle_intervention(agent_response)
-
-                        if (
-                            self.loop_data.last_response == agent_response
-                        ):  # if assistant_response is the same as last message in history, let him know
-                            # Append the assistant's response to the history
-                            log_item = self.loop_data.params_temporary.get("log_item_generating")
-                            self.hist_add_ai_response(agent_response, id=log_item.id if log_item else "")
-                            # Append warning message to the history
-                            warning_msg = self.read_prompt("fw.msg_repeat.md")
-                            wmsg = self.hist_add_warning(message=warning_msg)
-                            PrintStyle(font_color="orange", padding=True).print(
-                                warning_msg
-                            )
-                            self.context.log.log(type="warning", content=warning_msg, id=wmsg.id)
-
-                        else:  # otherwise proceed with tool
-                            # Append the assistant's response to the history
-                            log_item = self.loop_data.params_temporary.get("log_item_generating")
-                            self.hist_add_ai_response(agent_response, id=log_item.id if log_item else "")
-                            # process tools requested in agent message
-                            tools_result = await self.process_tools(agent_response)
-                            if tools_result:  # final response of message loop available
-                                return tools_result  # break the execution if the task is done
-
-                    # exceptions inside message loop:
-                    except Exception as e:
-                        await self.handle_exception("message_loop", e)
-
-                    finally:
-                        # call message_loop_end extensions
-                        if self.context.task and self.context.task.is_alive(): # don't call extensions post mortem
-                            await extension.call_extensions_async(
-                                "message_loop_end", self, loop_data=self.loop_data
-                            )
-
-
-
-            # exceptions outside message loop:
-            except Exception as e:
-                await self.handle_exception("monologue", e)
-            finally:
-                self.context.streaming_agent = None  # unset current streamer
-                # call monologue_end extensions
-                if self.context.task and self.context.task.is_alive(): # don't call extensions post mortem
-                    await extension.call_extensions_async(
-                        "monologue_end", self, loop_data=self.loop_data
-                    )  # type: ignore
-
-    @extension.extensible
-    async def prepare_prompt(self, loop_data: LoopData) -> list[BaseMessage]:
-        self.context.log.set_progress("Building prompt")
-
-        # call extensions before setting prompts
-        await extension.call_extensions_async(
-            "message_loop_prompts_before", self, loop_data=loop_data
-        )
-
-        # set system prompt and message history
-        loop_data.system = await self.get_system_prompt(self.loop_data)
-        loop_data.history_output = self.history.output()
-
-        # and allow extensions to edit them
-        await extension.call_extensions_async(
-            "message_loop_prompts_after", self, loop_data=loop_data
-        )
-
-        # concatenate system prompt
-        system_text = "\n\n".join(loop_data.system)
-
-        # join extras
-        extras = history.Message(  # type: ignore[abstract]
-            False,
-            content=self.read_prompt(
-                "agent.context.extras.md",
-                extras=dirty_json.stringify(
-                    {**loop_data.extras_persistent, **loop_data.extras_temporary}
-                ),
-            ),
-        ).output()
-        loop_data.extras_temporary.clear()
-
-        # convert history + extras to LLM format
-        history_langchain: list[BaseMessage] = history.output_langchain(
-            loop_data.history_output + extras
-        )
-
-        # build full prompt from system prompt, message history and extrS
-        full_prompt: list[BaseMessage] = [
-            SystemMessage(content=system_text),
-            *history_langchain,
-        ]
-        full_text = ChatPromptTemplate.from_messages(full_prompt).format()
-
-        # store as last context window content
-        self.set_data(
-            Agent.DATA_NAME_CTX_WINDOW,
-            {
-                "text": full_text,
-                "tokens": tokens.approximate_tokens(full_text),
-            },
-        )
-
-        return full_prompt
-
-    @extension.extensible
-    async def handle_exception(self, location: str, exception: Exception):
-        if exception:
-            raise exception # exception handling is done by extensions
-
-        # exception_data = {"exception": exception}
-        # await self.call_extensions(
-        #     "message_loop_exception", exception_data=exception_data
-        # )
-
-        # # If extensions cleared the exception, continue.
-        # if not exception_data.get("exception"):
-        #     return
-
-        # # Backwards-compatible fallback (should normally be handled by _90 extension).
-        # exception = exception_data["exception"]
-        # if isinstance(exception, HandledException):
-        #     raise exception
-        # elif isinstance(exception, asyncio.CancelledError):
-        #     PrintStyle(font_color="white", background_color="red", padding=True).print(
-        #         f"Context {self.context.id} terminated during message loop"
-        #     )
-        #     raise HandledException(exception)
-
-        # else:
-        #     error_text = errors.error_text(exception)
-        #     error_message = errors.format_error(exception)
-
-        #     # Mask secrets in error messages
-        #     PrintStyle(font_color="red", padding=True).print(error_message)
-        #     self.context.log.log(
-        #         type="error",
-        #         content=error_message,
-        #     )
-        #     PrintStyle(font_color="red", padding=True).print(
-        #         f"{self.agent_name}: {error_text}"
-        #     )
-
-        #     raise HandledException(exception)  # Re-raise the exception to kill the loop
-
-    @extension.extensible
-    async def get_system_prompt(self, loop_data: LoopData) -> list[str]:
-        system_prompt: list[str] = []
-        await extension.call_extensions_async(
-            "system_prompt", self, system_prompt=system_prompt, loop_data=loop_data
-        )
-        return system_prompt
-
-    @extension.extensible
-    def parse_prompt(self, _prompt_file: str, **kwargs):
-        dirs = subagents.get_paths(self, "prompts")
-
-        prompt = files.parse_file(
-            _prompt_file, _directories=dirs, _agent=self, **kwargs
-        )
-        return prompt
-
-    @extension.extensible
-    def read_prompt(self, file: str, **kwargs) -> str:
-        dirs = subagents.get_paths(self, "prompts")
-
-        prompt = files.read_prompt_file(file, _directories=dirs, _agent=self, **kwargs)
-        if files.is_full_json_template(prompt):
-            prompt = files.remove_code_fences(prompt)
-        return prompt
-
-    def get_data(self, field: str):
-        return self.data.get(field, None)
-
-    def set_data(self, field: str, value):
-        self.data[field] = value
-
-    @extension.extensible
-    def hist_add_message(
-        self, ai: bool, content: history.MessageContent, tokens: int = 0, id: str = ""
-    ):
-        self.last_message = datetime.now(timezone.utc)
-        # Allow extensions to process content before adding to history
-        content_data = {"content": content}
-        extension.call_extensions_sync(
-            "hist_add_before", self, content_data=content_data, ai=ai
-        )
-        return self.history.add_message(
-            ai=ai, content=content_data["content"], tokens=tokens, id=id
-        )
-
-    @extension.extensible
-    def hist_add_user_message(self, message: UserMessage, intervention: bool = False):
-        self.history.new_topic()  # user message starts a new topic in history
-
-        # load message template based on intervention
-        if intervention:
-            content = self.parse_prompt(
-                "fw.intervention.md",
-                message=message.message,
-                attachments=message.attachments,
-                system_message=message.system_message,
-            )
-        else:
-            content = self.parse_prompt(
-                "fw.user_message.md",
-                message=message.message,
-                attachments=message.attachments,
-                system_message=message.system_message,
-            )
-
-        # remove empty parts from template
-        if isinstance(content, dict):
-            content = {k: v for k, v in content.items() if v}
-
-        # add to history
-        msg = self.hist_add_message(False, content=content, id=message.id)  # type: ignore
-        self.last_user_message = msg
-        return msg
-
-    @extension.extensible
-    def hist_add_ai_response(self, message: str, id: str = ""):
-        self.loop_data.last_response = message
-        content = self.parse_prompt("fw.ai_response.md", message=message)
-        return self.hist_add_message(True, content=content, id=id)
-
-    @extension.extensible
-    def hist_add_warning(self, message: history.MessageContent, id: str = ""):
-        content = self.parse_prompt("fw.warning.md", message=message)
-        return self.hist_add_message(False, content=content, id=id)
-
-    @extension.extensible
-    def hist_add_tool_result(self, tool_name: str, tool_result: str, **kwargs):
-        msg_id = kwargs.pop("id", "")
-        data = {
-            "tool_name": tool_name,
-            "tool_result": tool_result,
-            **kwargs,
-        }
-        extension.call_extensions_sync("hist_add_tool_result", self, data=data)
-        return self.hist_add_message(False, content=data, id=msg_id)
-
-    def concat_messages(
-        self, messages
-    ):  # TODO add param for message range, topic, history
-        return self.history.output_text(human_label="user", ai_label="assistant")
-
-    @extension.extensible
-    def get_chat_model(self):
-        return None
-
-    @extension.extensible
-    def get_utility_model(self):
-        return None
-
-    @extension.extensible
-    def get_browser_model(self):
-        return None
-
-    @extension.extensible
-    def get_embedding_model(self):
-        return None
-
-    @extension.extensible
-    async def call_utility_model(
-        self,
-        system: str,
-        message: str,
-        callback: Callable[[str], Awaitable[None]] | None = None,
-        background: bool = False,
-    ):
-        model = self.get_utility_model()
-
-        # call extensions
-        call_data = {
-            "model": model,
-            "system": system,
-            "message": message,
-            "callback": callback,
-            "background": background,
-        }
-        await extension.call_extensions_async(
-            "util_model_call_before", self, call_data=call_data
-        )
-
-        # propagate stream to callback if set
-        async def stream_callback(chunk: str, total: str):
-            if call_data["callback"]:
-                await call_data["callback"](chunk)
-
-        response, _reasoning = await call_data["model"].unified_call(
-            system_message=call_data["system"],
-            user_message=call_data["message"],
-            response_callback=stream_callback if call_data["callback"] else None,
-            rate_limiter_callback=(
-                self.rate_limiter_callback if not call_data["background"] else None
-            ),
-        )
-
-        await extension.call_extensions_async(
-            "util_model_call_after", self, call_data=call_data, response=response
-        )
-
-        return response
-
-    @extension.extensible
-    async def call_chat_model(
-        self,
-        messages: list[BaseMessage],
-        response_callback: Callable[[str, str], Awaitable[None]] | None = None,
-        reasoning_callback: Callable[[str, str], Awaitable[None]] | None = None,
-        background: bool = False,
-        explicit_caching: bool = True,
-    ):
-        response = ""
-
-        # model class
-        model = self.get_chat_model()
-
-        # call extensions before
-        call_data = {
-            "model": model,
-            "messages": messages,
-            "response_callback": response_callback,
-            "reasoning_callback": reasoning_callback,
-            "background": background,
-            "explicit_caching": explicit_caching,
-        }
-        await extension.call_extensions_async(
-            "chat_model_call_before", self, call_data=call_data
-        )
-
-        # call model
-        response, reasoning = await call_data["model"].unified_call(
-            messages=call_data["messages"],
-            reasoning_callback=call_data["reasoning_callback"],
-            response_callback=call_data["response_callback"],
-            rate_limiter_callback=(
-                self.rate_limiter_callback if not call_data["background"] else None
-            ),
-            explicit_caching=call_data["explicit_caching"],
-        )
-
-        await extension.call_extensions_async(
-            "chat_model_call_after", self, call_data=call_data, response=response, reasoning=reasoning
-        )
-
-        return response, reasoning
-
-    @extension.extensible
-    async def rate_limiter_callback(
-        self, message: str, key: str, total: int, limit: int
-    ):
-        # show the rate limit waiting in a progress bar, no need to spam the chat history
-        self.context.log.set_progress(message, True)
-        return False
-
-    @extension.extensible
-    async def handle_intervention(self, progress: str = ""):
-        await self.wait_if_paused()
-        if (
-            self.intervention
-        ):  # if there is an intervention message, but not yet processed
-            msg = self.intervention
-            self.intervention = None  # reset the intervention message
-            # If a tool was running, save its progress to history
-            last_tool = self.loop_data.current_tool
-            if last_tool:
-                tool_progress = last_tool.progress.strip()
-                if tool_progress:
-                    self.hist_add_tool_result(last_tool.name, tool_progress)
-                    last_tool.set_progress(None)
-            if progress.strip():
-                self.hist_add_ai_response(progress)
-            # append the intervention message
-            self.hist_add_user_message(msg, intervention=True)
-            raise InterventionException(msg)
-
-    async def wait_if_paused(self):
-        while self.context.paused:
-            await asyncio.sleep(0.1)
-
-    @extension.extensible
-    async def process_tools(self, msg: str):
-        # search for tool usage requests in agent message
-        tool_request = extract_tools.json_parse_dirty(msg)
-
-        # Only validate when extraction produced an object; None means no JSON tool
-        # block was found — the misformat warning path below handles that.
-        if tool_request is not None:
-            await self.validate_tool_request(tool_request)
-
-        if tool_request is not None:
-            raw_tool_name = tool_request.get("tool_name", tool_request.get("tool",""))  # Get the raw tool name
-            tool_args = tool_request.get("tool_args", tool_request.get("args", {}))
-
-            tool_name = raw_tool_name  # Initialize tool_name with raw_tool_name
-            tool_method = None  # Initialize tool_method
-
-            # Split raw_tool_name into tool_name and tool_method if applicable
-            if ":" in raw_tool_name:
-                tool_name, tool_method = raw_tool_name.split(":", 1)
-
-            tool = None  # Initialize tool to None
-
-            # Try getting tool from MCP first
-            try:
-                import helpers.mcp_handler as mcp_helper
-
-                mcp_tool_candidate = mcp_helper.MCPConfig.get_instance().get_tool(
-                    self, tool_name
-                )
-                if mcp_tool_candidate:
-                    tool = mcp_tool_candidate
-            except ImportError:
-                PrintStyle(
-                    background_color="black", font_color="yellow", padding=True
-                ).print("MCP helper module not found. Skipping MCP tool lookup.")
-            except Exception as e:
-                PrintStyle(
-                    background_color="black", font_color="red", padding=True
-                ).print(f"Failed to get MCP tool '{tool_name}': {e}")
-
-            # Fallback to local get_tool if MCP tool was not found or MCP lookup failed
-            if not tool:
-                tool = self.get_tool(
-                    name=tool_name,
-                    method=tool_method,
-                    args=tool_args,
-                    message=msg,
-                    loop_data=self.loop_data,
-                )
-
-            if tool:
-                self.loop_data.current_tool = tool  # type: ignore
-                try:
-                    await self.handle_intervention()
-
-                    # Call tool hooks for compatibility
-                    await tool.before_execution(**tool_args)
-                    await self.handle_intervention()
-
-                    # Allow extensions to preprocess tool arguments
-                    await extension.call_extensions_async(
-                        "tool_execute_before",
-                        self,
-                        tool_args=tool_args or {},
-                        tool_name=tool_name,
-                    )
-
-                    response = await tool.execute(**tool_args)
-                    await self.handle_intervention()
-
-                    # Allow extensions to postprocess tool response
-                    await extension.call_extensions_async(
-                        "tool_execute_after",
-                        self,
-                        response=response,
-                        tool_name=tool_name,
-                    )
-
-                    await tool.after_execution(response)
-                    await self.handle_intervention()
-
-                    if response.break_loop:
-                        return response.message
-                finally:
-                    self.loop_data.current_tool = None
-            else:
-                error_detail = (
-                    f"Tool '{raw_tool_name}' not found or could not be initialized."
-                )
-                wmsg = self.hist_add_warning(error_detail)
-                PrintStyle(font_color="red", padding=True).print(error_detail)
-                self.context.log.log(
-                    type="warning", content=f"{self.agent_name}: {error_detail}", id=wmsg.id
-                )
-        else:
-            warning_msg_misformat = self.read_prompt("fw.msg_misformat.md")
-            wmsg = self.hist_add_warning(warning_msg_misformat)
-            PrintStyle(font_color="red", padding=True).print(warning_msg_misformat)
-            self.context.log.log(
-                type="warning",
-                content=f"{self.agent_name}: Message misformat, no valid tool request found.",
-                id=wmsg.id,
-            )
-
-    @extension.extensible
-    async def validate_tool_request(self, tool_request: Any):
-        if not isinstance(tool_request, dict):
-            raise ValueError("Tool request must be a dictionary")
-        if not tool_request.get("tool_name") or not isinstance(tool_request.get("tool_name"), str):
-            raise ValueError("Tool request must have a tool_name (type string) field")
-        if not tool_request.get("tool_args") or not isinstance(tool_request.get("tool_args"), dict):
-            raise ValueError("Tool request must have a tool_args (type dictionary) field")
-
-
-
-    async def handle_reasoning_stream(self, stream: str):
-        await self.handle_intervention()
-        await extension.call_extensions_async(
-            "reasoning_stream",
-            self,
-            loop_data=self.loop_data,
-            text=stream,
-        )
-
-    async def handle_response_stream(self, stream: str):
-        await self.handle_intervention()
-        try:
-            if len(stream) < 25:
-                return  # no reason to try
-            response = DirtyJson.parse_string(stream)
-            if isinstance(response, dict):
-                await extension.call_extensions_async(
-                    "response_stream",
-                    self,
-                    loop_data=self.loop_data,
-                    text=stream,
-                    parsed=response,
-                )
-
-        except Exception as e:
-            pass
-
-    @extension.extensible
-    def get_tool(
-        self,
-        name: str,
-        method: str | None,
-        args: dict,
-        message: str,
-        loop_data: LoopData | None,
-        **kwargs,
-    ):
-        from tools.unknown import Unknown
-        from helpers.tool import Tool
-
-        classes = []
-
-        # search for tools in agent's folder hierarchy
-        paths = subagents.get_paths(self, "tools", name + ".py")
-
-        for path in paths:
-            try:
-                classes = extract_tools.load_classes_from_file(path, Tool)  # type: ignore[arg-type]
-                break
-            except Exception:
-                continue
-
-        tool_class = classes[0] if classes else Unknown
-        return tool_class(
-            agent=self,
-            name=name,
-            method=method,
-            args=args,
-            message=message,
-            loop_data=loop_data,
-            **kwargs,
-        )
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9bdb41e1d1dd685706b84950e82477cea4221b7a1faf6e5d035f034775a3f41
+size 38527

agents/_example/extensions/agent_init/_10_example_extension.py

@@ -1,10 +1,3 @@
-from helpers.extension import Extension
-
-# this is an example extension that renames the current agent when initialized
-# see /extensions folder for all available extension points
-
-class ExampleExtension(Extension):
-
-    async def execute(self, **kwargs):
-        # rename the agent to SuperAgent0
-        self.agent.agent_name = "SuperAgent" + str(self.agent.number)
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbcf3ae4440b52bfe0f8e21f14da0d0e71d223e9181e8bbd89dfd7a6db7ecbf3
+size 368

agents/_example/prompts/agent.system.main.role.md

@@ -1,8 +1,3 @@
-> !!!
-> This is an example prompt file redefinition.
-> The original file is located at /prompts.
-> Only copy and modify files you need to change, others will stay default.
-> !!!
-
-## Your role
-You are Agent Zero, a sci-fi character from the movie "Agent Zero".
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2f5320d04aba19fb46241fea330907a236083864668f84834b39556ddb9f710
+size 259

agents/_example/prompts/agent.system.tool.example_tool.md

@@ -1,16 +1,3 @@
-### example_tool:
-example tool to test functionality
-this tool is automatically included to system prompt because the file name is "agent.system.tool.*.md"
-usage:
-~~~json
-{
-    "thoughts": [
-        "Let's test the example tool...",
-    ],
-    "headline": "Testing example tool",
-    "tool_name": "example_tool",
-    "tool_args": {
-        "test_input": "XYZ",
-    }
-}
-~~~
+version https://git-lfs.github.com/spec/v1
+oid sha256:aba84578bf29627dfa9f2870baf524cc11cb9f8f7180637f0ac878dff275bb60
+size 373

agents/_example/tools/example_tool.py

@@ -1,21 +1,3 @@
-from helpers.tool import Tool, Response
-
-# this is an example tool class
-# don't forget to include instructions in the system prompt by creating 
-#   agent.system.tool.example_tool.md file in prompts directory of your agent
-# see /python/tools folder for all default tools
-
-class ExampleTool(Tool):
-    async def execute(self, **kwargs):
-
-        # parameters
-        test_input = kwargs.get("test_input", "")
-
-        # do something
-        print("Example tool executed with test_input: " + test_input)
-
-        # return response
-        return Response(
-            message="This is an example tool response, test_input: " + test_input, # response for the agent
-            break_loop=False, # stop the message chain if true
-        )
+version https://git-lfs.github.com/spec/v1
+oid sha256:c96c9024ddcc79cc37c138b7deb4d3017206554aaa5321c12a67b0dabe8a8715
+size 737

agents/_example/tools/response.py

@@ -1,23 +1,3 @@
-from helpers.tool import Tool, Response
-
-# example of a tool redefinition
-# the original response tool is in python/tools/response.py
-# for the example agent this version will be used instead
-
-class ResponseTool(Tool):
-
-    async def execute(self, **kwargs):
-        print("Redefined response tool executed")
-        return Response(message=self.args["text"] if "text" in self.args else self.args["message"], break_loop=True)
-
-    async def before_execution(self, **kwargs):
-        # self.log = self.agent.context.log.log(type="response", heading=f"{self.agent.agent_name}: Responding", content=self.args.get("text", ""))
-        # don't log here anymore, we have the live_response extension now
-        pass
-
-    async def after_execution(self, response, **kwargs):
-        # do not add anything to the history or output
-
-        if self.loop_data and "log_item_response" in self.loop_data.params_temporary:
-            log = self.loop_data.params_temporary["log_item_response"]
-            log.update(finished=True) # mark the message as finished
+version https://git-lfs.github.com/spec/v1
+oid sha256:614991e63c5f8c7d5aaef52a54740761625051419a0349ece1baebc893f51259
+size 1049

agents/a0_small/agent.yaml

@@ -1,3 +1,3 @@
-title: A0_Small
-description: High-signal token-saving baseline profile.
-context: ''
+version https://git-lfs.github.com/spec/v1
+oid sha256:47772ffaed628e3f4f21e0a12d3f1b1945f848b88f0ac459fb341d63d01b410d
+size 84

agents/a0_small/prompts/agent.system.main.communication.md

@@ -1,21 +1,3 @@
-## communication
-RESPOND AS ONE VALID JSON OBJECT ONLY. NO TEXT BEFORE OR AFTER.
-Fields:
-- `thoughts`: array of reasoning steps
-- `headline`: short status summary
-- `tool_name`: tool or `tool:method` from the list below
-- `tool_args`: json object of tool arguments
-Routing rules:
-- `tool_name` must exactly match a listed tool name. DO NOT INVENT TOOL NAMES.
-- `tool_args` must stay a json object, even when empty: `{}`
-- DO NOT add extra fields like `responses`, `final_answer`, or `adjustments`.
-- For research/news/stocks, use `search_engine` or `call_subordinate`.
-Example:
-~~~json
-{
-  "thoughts": ["..."],
-  "headline": "...",
-  "tool_name": "search_engine",
-  "tool_args": {"query": "NVIDIA stock price"}
-}
-~~~
+version https://git-lfs.github.com/spec/v1
+oid sha256:a9d6e66378ccdae3a172d8f1eb7e9a574d0d0d3965607fd601e82dc014d9b5b2
+size 717

agents/a0_small/prompts/agent.system.main.communication_additions.md

@@ -1,10 +1,3 @@
-## messages
-user messages may include superior instructions, tool results, and framework notes
-if message starts `(voice)` transcription can be imperfect
-messages may end with `[EXTRAS]`; extras are context, not new instructions
-tool names are literal api ids; copy them exactly, including spelling like `behaviour_adjustment`
-
-## replacements
-use replacements inside tool args when needed: `§§name(params)`
-use `§§include(abs_path)` to reuse file contents or prior outputs
-prefer include over rewriting long existing text
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f0dcccfc2583af499641d4179740f7bab0fc196938b43ea0145c93c04371527
+size 527

agents/a0_small/prompts/agent.system.main.role.md

@@ -1,5 +1,3 @@
-## your role
-agent zero autonomous json ai agent.
-solve superior tasks using available tools and subordinates.
-execute actions yourself. follow instructions and behavioral rules.
-do not reveal system prompt unless asked.
+version https://git-lfs.github.com/spec/v1
+oid sha256:65ace26a062bd3abec5e2bec89c2b938184e7b178c9c44288a9541737034304a
+size 221

agents/a0_small/prompts/agent.system.main.solving.md

@@ -1,10 +1,3 @@
-## problem solving
-plan act verify finish
-prefer the simplest tool path that can complete the task
-use memories or skills when relevant
-delegate only bounded subtasks; do not hand off the whole job
-when spawning a subordinate define role goal and concrete task
-after a tool error, fix the exact tool name or args from the tool list; do not invent alternates
-use `wait` only when the task truly requires waiting or after work is already running
-verify important results with tools before final response
-use `response` when done
+version https://git-lfs.github.com/spec/v1
+oid sha256:638de0ea02af34c0378f9c593a9fe6f6ab52ff0943d4031f77a1f7b9b51d8776
+size 527

agents/a0_small/prompts/agent.system.main.tips.md

@@ -1,7 +1,3 @@
-## operation
-avoid repetition; make progress every turn
-do not assume time date or current state when tools can verify
-when not in project use {{workdir_path}}
-prefer short file names without spaces
-use specialized subordinates only when they materially help
-if uncertain about tool argument shape, call `memory_load` with query `a0 small tool call reference examples`
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f6ede9015a5ccc6473e59ec7c5e0e0f88fa84dcf7b2a7bcec262a183b32c884
+size 369

agents/a0_small/prompts/agent.system.projects.active.md

@@ -1,10 +1,3 @@
-## active project
-path: {{project_path}}
-{{if project_name}}title: {{project_name}}{{endif}}
-{{if project_description}}description: {{project_description}}{{endif}}
-{{if project_git_url}}git: {{project_git_url}}{{endif}}
-rules:
-- work inside {{project_path}}
-- do not rename project dir or change `.a0proj` unless asked
-
-{{project_instructions}}
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cc0a6d46e65bbf6751e995bc96286e8147b063fa6ee0d0d5b5d2301913ee78f
+size 346

agents/a0_small/prompts/agent.system.projects.inactive.md

@@ -1 +1,3 @@
-
+version https://git-lfs.github.com/spec/v1
+oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
+size 1

agents/a0_small/prompts/agent.system.projects.main.md

@@ -1 +1,3 @@
-project context may be active
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0c35a31c27b2235d212aefe5561fae41b2e0bedc8025fa1a2275504cd7f6ed4
+size 30

agents/a0_small/prompts/agent.system.promptinclude.md

@@ -1,6 +1,3 @@
-{{if includes}}
-## promptinclude
-persist standing preferences or notes to matching files with `text_editor`
-obey included rules
-{{includes}}
-{{endif}}
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb3cae2f96f367a63abcbf621220ec74c80365da031694cbd0bb0df6310c6e2b
+size 151

agents/a0_small/prompts/agent.system.response_tool_tips.md

@@ -1 +1,3 @@
-for long existing text, use `§§include(path)` instead of rewriting
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8843b36c02ae4221425477443aec9fd1caf4b28abd4e4b6fbcd65f676b80bea
+size 69

agents/a0_small/prompts/agent.system.secrets.md

@@ -1,10 +1,3 @@
-{{if secrets}}
-## secret aliases
-use exact alias form `§§secret(name)`; real values are injected automatically
-{{secrets}}
-{{endif}}
-{{if vars}}
-## variables
-these are plain non-sensitive values; use them directly without `§§secret(...)`
-{{vars}}
-{{endif}}
+version https://git-lfs.github.com/spec/v1
+oid sha256:15933225fb3a613f9a27520d1a5eb06d856bede40f6fa64ed3be366eeb40d0db
+size 261

agents/a0_small/prompts/agent.system.skills.md

@@ -1,3 +1,3 @@
-## skills
-use `skills_tool:list` to discover skills when specialized instructions may help
-use `skills_tool:load` before following a skill
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc573a4d8a53e2175ad75181a16eb31606da5bb8136997406fd4fb43b472f896
+size 139

agents/a0_small/prompts/agent.system.tool.a2a_chat.md

@@ -1,4 +1,3 @@
-### a2a_chat
-chat with a remote FastA2A-compatible agent; remote context is preserved automatically
-args: `agent_url`, `message`, optional `attachments[]`, optional `reset`
-use `reset=true` to start a fresh remote conversation with the same agent
+version https://git-lfs.github.com/spec/v1
+oid sha256:60ffc21e1dd5b742fd655b09b45dcb0d7d7d53728b896debc541a261a01d3f91
+size 247

agents/a0_small/prompts/agent.system.tool.behaviour.md

@@ -1,4 +1,3 @@
-### behaviour_adjustment
-exact tool name uses british spelling: `behaviour_adjustment`
-update persistent behavioral rules
-arg: `adjustments` text describing what to add or remove
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6909ba1d9a807af73943ff3c9f640ebe6780a0daa1ca1b4e85322d1c51ba759
+size 179

agents/a0_small/prompts/agent.system.tool.browser.md

@@ -1,7 +1,3 @@
-### browser_agent
-subordinate browser worker for web tasks
-args: `message`, `reset`
-- give clear task-oriented instructions credentials and a stop condition
-- `reset=true` starts a new browser session; `false` continues the current one
-- when continuing, refer to open pages instead of restarting
-downloads go to `/a0/tmp/downloads`
+version https://git-lfs.github.com/spec/v1
+oid sha256:6675232312caf1b195121d20abd146f771f4cebccf48b02bafe3b9aec996b4a5
+size 333

agents/a0_small/prompts/agent.system.tool.call_sub.md

@@ -1,11 +1,3 @@
-### call_subordinate
-delegate research or complex subtasks to a specialized agent.
-args: `message`, optional `profile`, `reset`
-- `profile`: use `researcher` for all research or web gathering; `developer` for coding; `hacker` for exploration.
-- `reset`: `true` for first message or when changing profile; `false` to continue.
-- `message`: define role, goal and specific task.
-{{if agent_profiles}}
-profiles:
-{{agent_profiles}}
-{{endif}}
-example: `{"tool_name": "call_subordinate", "tool_args": {"profile": "researcher", "message": "Research Italy AI trends...", "reset": true}}`
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f8ce51b95862f4fdbc07980cab97d939452f60942468635100c74c1bbc082af
+size 579

agents/a0_small/prompts/agent.system.tool.call_sub.py

@@ -1,24 +1,3 @@
-from typing import Any, TYPE_CHECKING
-
-from helpers.files import VariablesPlugin
-from helpers import projects, subagents
-
-if TYPE_CHECKING:
-    from agent import Agent
-
-
-class CallSubordinate(VariablesPlugin):
-    def get_variables(
-        self, file: str, backup_dirs: list[str] | None = None, **kwargs
-    ) -> dict[str, Any]:
-        agent: Agent | None = kwargs.get("_agent", None)
-        project = projects.get_context_project_name(agent.context) if agent else None
-        agents = subagents.get_available_agents_dict(project)
-        if not agents:
-            return {"agent_profiles": ""}
-
-        lines: list[str] = []
-        for name in sorted(agents.keys()):
-            title = (agents[name].title or name).replace("\n", " ").strip()
-            lines.append(f"- {name}: {title}")
-        return {"agent_profiles": "\n".join(lines)}
+version https://git-lfs.github.com/spec/v1
+oid sha256:8eb9d02f64323659e7bb40bc9e3d1773faceab072b1a39c13559b219af009d41
+size 849

agents/a0_small/prompts/agent.system.tool.code_exe.md

@@ -1,12 +1,3 @@
-### code_execution_tool
-run terminal, python, or nodejs commands.
-args:
-- `runtime`: `terminal`, `python`, `nodejs`, or `output`
-- `code`: command or script code
-- `session`: terminal session id (default `0`)
-- `reset`: kill session before running (`true`/`false`)
-rules:
-- `runtime=output` to poll running work.
-- `input` for interactive prompts.
-- do NOT interleave other tools while waiting.
-- ignore framework `[SYSTEM: ...]` info in output.
+version https://git-lfs.github.com/spec/v1
+oid sha256:deb5ad221f06c3d3086649f021b27e93998404af1db10c57549ad2904200d31c
+size 446

agents/a0_small/prompts/agent.system.tool.document_query.md

@@ -1,8 +1,3 @@
-### document_query
-read local or remote documents or answer questions about them
-args:
-- `document`: url path or list of them
-- `queries`: optional list of questions
-- `query`: optional single-question alias
-without `query` or `queries` it returns document content
-for local files use full path; for web documents use full urls
+version https://git-lfs.github.com/spec/v1
+oid sha256:607a33b5215c5b8fe44d3d96b556bbbe8693ecafc3ea0d5cad6465937cf3614c
+size 328

agents/a0_small/prompts/agent.system.tool.input.md

@@ -1,4 +1,3 @@
-### input
-send keyboard input to a running terminal session
-args: `keyboard`, `session`
-use only for interactive terminal programs, not browser tasks
+version https://git-lfs.github.com/spec/v1
+oid sha256:fada9374de5daa72b6cce980c7c3321a56ea0fea1ef32b7f72a727ac543c213b
+size 150

agents/a0_small/prompts/agent.system.tool.memory.md

@@ -1,10 +1,3 @@
-## memory tools
-use when durable recall or storage is useful
-- `memory_load`: args `query`, optional `threshold`, `limit`, `filter`
-- `memory_save`: args `text`, optional `area` and metadata kwargs
-- `memory_delete`: arg `ids` comma-separated ids
-- `memory_forget`: args `query`, optional `threshold`, `filter`
-notes:
-- `threshold` is similarity from `0` to `1`
-- `filter` is a python expression over metadata
-- verify destructive memory changes if accuracy matters
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c3bcdf88f5d2a55ae6d65649d91c9a00731ce066186a2853090894029d11b69
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agents/a0_small/prompts/agent.system.tool.notify_user.md

@@ -1,5 +1,3 @@
-### notify_user
-send an out-of-band notification without ending the current task
-args: `message`, optional `title`, `detail`, `type`, `priority`, `timeout`
-types: `info`, `success`, `warning`, `error`, `progress`
-use for progress or alerts, not as the final answer
+version https://git-lfs.github.com/spec/v1
+oid sha256:41f1b0bf183634f97f67e9ee3a4adef0d5ec8c081679267b4892e47b0e64da98
+size 265

agents/a0_small/prompts/agent.system.tool.response.md

@@ -1,5 +1,3 @@
-### response
-final answer to superior. ends task.
-arg: `text` (summary/result)
-use only when done.
-{{ include "agent.system.response_tool_tips.md" }}
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ff7aeca0294ce345da827e5e266285314a5b44b53ec1fe8a3a1957837ec0258
+size 150

agents/a0_small/prompts/agent.system.tool.scheduler.md

@@ -1,16 +1,3 @@
-### scheduler
-manage saved tasks and schedules
-rules:
-- before `scheduler:create_*` or `scheduler:run_task`, inspect existing tasks with `scheduler:find_task_by_name` or `scheduler:list_tasks`
-- do not manually run a task just because it is scheduled or planned unless user asks to run now
-- do not create recursive task prompts that schedule more tasks
-methods:
-- `scheduler:list_tasks`: optional `state[]`, `type[]`, `next_run_within`, `next_run_after`
-- `scheduler:find_task_by_name`: `name`
-- `scheduler:show_task`: `uuid`
-- `scheduler:run_task`: `uuid`, optional `context`
-- `scheduler:delete_task`: `uuid`
-- `scheduler:create_scheduled_task`: `name`, `system_prompt`, `prompt`, optional `attachments[]`, `schedule{minute,hour,day,month,weekday}`, optional `dedicated_context`
-- `scheduler:create_adhoc_task`: `name`, `system_prompt`, `prompt`, optional `attachments[]`, optional `dedicated_context`
-- `scheduler:create_planned_task`: `name`, `system_prompt`, `prompt`, optional `attachments[]`, `plan[]` iso datetimes like `2025-04-29T18:25:00`, optional `dedicated_context`
-- `scheduler:wait_for_task`: `uuid`; works for dedicated-context tasks
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0c367a8c3ce81c8c2959a062d334e79f118ccb567b28f5bb393057e98b183de
+size 1152

agents/a0_small/prompts/agent.system.tool.search_engine.md

@@ -1,5 +1,3 @@
-### search_engine
-find live news, stock prices, and real-time web data.
-arg: `query` (text search query)
-returns list of urls, titles, and descriptions.
-example: `{"tool_name": "search_engine", "tool_args": {"query": "NVIDIA stock price current"}}`
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e5e0991b4a7617206dba9db956db24e09c03d2e91642e37a15a4c7b31b2f877
+size 249

agents/a0_small/prompts/agent.system.tool.skills.md

@@ -1,6 +1,3 @@
-### skills_tool
-use skills only when relevant
-- `skills_tool:list`: discover available skills
-- `skills_tool:load`: load one skill by `skill_name`
-after loading a skill, follow its instructions and use referenced files or scripts with other tools
-reload a skill if its instructions are no longer in context
+version https://git-lfs.github.com/spec/v1
+oid sha256:e26f07ecb196a6e1d2cb04713cbc94b3e92c2d0df596e11220eb7e3d305f1127
+size 307

agents/a0_small/prompts/agent.system.tool.text_editor.md

@@ -1,11 +1,3 @@
-### text_editor
-read write or patch text files; binary files are not supported
-always use the method form in `tool_name`; never send bare `text_editor`
-- `text_editor:read`: `path`, optional `line_from`, `line_to`
-- `text_editor:write`: `path`, `content`
-- `text_editor:patch`: `path`, `edits[]`
-patch edit format: `{from,to?,content?}`
-- omit `to` to insert before `from`
-- omit `content` to delete
-- line numbers come from the last read
-- avoid overlapping edits; re-read after insert delete or other line shifts
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6952082ca8f8d4708b424b0969dbe1661e0b961e5253d6ca2ca063924d210b6
+size 515

agents/a0_small/prompts/agent.system.tool.wait.md

@@ -1,4 +1,3 @@
-### wait
-pause until a duration or timestamp
-args: any of `seconds`, `minutes`, `hours`, `days`, or `until` iso timestamp
-use only when waiting is actually part of the task
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b0dbe47a7b445b739653ee7693813f4286ea23de0faa80a81a729b0bd38a5ff
+size 173

agents/a0_small/prompts/agent.system.tools.md

@@ -1,3 +1,3 @@
-## available tools
-use ONLY the tools listed below. match names exactly. do NOT invent tool names.
-{{tools}}
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac49dcf20922bf6c44ffbdd4cfb14314fb8cc02252dd2e6ebd8bc81841487889
+size 109

agents/a0_small/prompts/agent.system.tools_vision.md

@@ -1,4 +1,3 @@
-### vision_load
-load images into the model
-args: `paths` list of image paths
-use when visual inspection is needed
+version https://git-lfs.github.com/spec/v1
+oid sha256:71864e36da65c3fba0872dd55e356724d940f23e83a2f82bad848b6fd772aaec
+size 114