repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/googlesearch_server/src/base.py | .py | import logging
import os
import tempfile
import magic
import traceback
from pathlib import Path
from urllib.parse import urlparse
import requests
from pydantic import BaseModel, Field
from typing import Any, Literal
class DocumentMetadata(BaseModel):
"""Metadata extracted from document processing."""
file... | 224 | 7,922 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/media_server/src/image.py | .py | import base64
import json
import logging
import os
import time
import traceback
from io import BytesIO
from pathlib import Path
from typing import Any, Union
import pytesseract
from PIL import Image, ImageEnhance, ImageFilter
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from mcp.server import ... | 561 | 18,194 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/media_server/src/video.py | .py | import base64
import json
import logging
import os
import time
import traceback
from concurrent.futures import ThreadPoolExecutor, as_completed
from pathlib import Path
from typing import Union
import cv2
import numpy as np
from dotenv import load_dotenv
from mcp.server import FastMCP
from mcp.types import TextConten... | 987 | 32,225 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/media_server/src/audio.py | .py | import json
import logging
import os
import subprocess
import time
import traceback
from pathlib import Path
from typing import Any, Union, Literal
from openai import OpenAI
from pydantic.fields import FieldInfo
from mcp.server import FastMCP
from mcp.types import TextContent
from pydantic import Field, BaseModel
from... | 668 | 23,090 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/browseruse_server/src/main.py | .py | import asyncio
import logging
import os
import sys
import traceback
from typing import Union
from browser_use import Agent, BrowserSession
from browser_use.llm import ChatOpenAI
from dotenv import load_dotenv
from fastmcp.server.server import FastMCP
from mcp.types import TextContent
from pydantic import Field
loggin... | 100 | 3,378 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/wayback_server/src/wayback.py | .py | import json
import logging
import time
import traceback
from datetime import datetime
from pathlib import Path
from typing import Any, Union, Literal
import chardet
import pandas as pd
import requests
from bs4 import BeautifulSoup
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from waybackpy impo... | 616 | 20,810 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/download_server/src/download.py | .py | import json
import logging
import shutil
import time
import traceback
from datetime import datetime
from pathlib import Path
from typing import Union
from urllib.parse import urlparse
import requests
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from mcp.server import FastMCP
from mcp.types impo... | 511 | 16,027 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/download_server/src/base.py | .py | import logging
import os
import tempfile
import magic
import traceback
from pathlib import Path
from urllib.parse import urlparse
import requests
from pydantic import BaseModel, Field
from typing import Any, Literal
class DocumentMetadata(BaseModel):
"""Metadata extracted from document processing."""
file_... | 225 | 7,982 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/docx_server.py | .py | import json
import logging
import time
import traceback
import zipfile
from pathlib import Path
from typing import Any, Union, Literal
from docx import Document
from docx.document import Document as DocumentType
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from mcp.server import FastMCP
from m... | 784 | 27,911 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/csv_server.py | .py | import json
import logging
import time
import traceback
from pathlib import Path
from typing import Any, Union, Literal
import chardet
import pandas as pd
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from mcp.server import FastMCP
from mcp.types import TextContent
from pydantic import Field
f... | 447 | 14,957 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/pdf_server.py | .py | import asyncio
import json
import logging
import os
import sys
import traceback
import filetype
from pathlib import Path
from typing import Literal, Union, Any
import requests
from datalab_sdk.models import ConversionResult, ConvertOptions, OCROptions
from dotenv import load_dotenv
from mcp.server import FastMCP
from... | 259 | 8,796 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/pptx_server.py | .py | import json
import logging
import time
import traceback
import zipfile
from pathlib import Path
from typing import Any, Union, Literal
from dotenv import load_dotenv
from pptx import Presentation
from pptx.presentation import Presentation as PresentationType
from pydantic.fields import FieldInfo
from mcp.server impo... | 631 | 22,096 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/txt_server.py | .py | import json
import logging
import time
import traceback
from pathlib import Path
from typing import Any, Union, Literal
import chardet
from dotenv import load_dotenv
from pydantic.fields import FieldInfo
from mcp.server import FastMCP
from mcp.types import TextContent
from pydantic import Field
from base import (
... | 722 | 24,987 |
ai-agent-book | chapter9/gaia-experience/AWorld/env/gaia-mcp-server/mcp_servers/documents_server/src/base.py | .py | import logging
import os
import tempfile
import traceback
from pathlib import Path
from urllib.parse import urlparse
import requests
from pydantic import BaseModel, Field
from typing import Any, Literal
class DocumentMetadata(BaseModel):
"""Metadata extracted from document processing."""
file_name: str = ... | 226 | 7,991 |
ai-agent-book | chapter9/self-modifying-agent/test_candidate_sandbox.py | .py | import unittest
from unittest.mock import patch
from candidate_sandbox import MAX_SOURCE_BYTES, SandboxError, _docker_command, run_in_sandbox
class CandidateSandboxConfigurationTest(unittest.TestCase):
def test_docker_command_enforces_isolation_and_resource_limits(self):
command = _docker_command("sandbo... | 45 | 1,697 |
ai-agent-book | chapter9/self-modifying-agent/test_real_evidence.py | .py | import hashlib
import json
from pathlib import Path
ROOT = Path(__file__).parent
def test_canonical_real_coding_agent_evidence_closes_all_gates():
evidence = json.loads((ROOT / "validation" / "latest.json").read_text(encoding="utf-8"))
expected_sha = (ROOT / "validation" / "latest.sha256").read_text(encodin... | 26 | 1,402 |
ai-agent-book | chapter9/self-modifying-agent/evolution.py | .py | """Auditable self-modification and trusted release gates for Experiment 8-5."""
from __future__ import annotations
import ast
from collections import defaultdict
import difflib
import hashlib
from pathlib import Path
from typing import Any, Dict, Iterable
from candidate_sandbox import MAX_SOURCE_BYTES, SandboxError,... | 323 | 12,865 |
ai-agent-book | chapter9/self-modifying-agent/sandbox_runner.py | .py | """Container entrypoint. Never import this module in the trusted host process."""
from __future__ import annotations
from contextlib import redirect_stderr, redirect_stdout
import inspect
import json
import sys
from typing import Any
MAX_REQUEST_BYTES = 1024 * 1024
SANDBOX_CHECKS = (
"public_api_compatible",
... | 162 | 5,414 |
ai-agent-book | chapter9/self-modifying-agent/test_evolution.py | .py | import json
import tempfile
import unittest
from pathlib import Path
import uuid
from evolution import (
behavior_metrics, diagnose, generate_candidate, generate_rejected_control,
release_manifest, validate_candidate,
)
ROOT = Path(__file__).parent
class SelfModificationTest(unittest.TestCase):
@classm... | 155 | 7,608 |
ai-agent-book | chapter9/self-modifying-agent/demo.py | .py | """Run the complete offline self-modification release flow."""
from __future__ import annotations
import argparse
import json
from pathlib import Path
from evolution import diagnose, generate_candidate, release_manifest, validate_candidate, write_candidate
ROOT = Path(__file__).parent
def main() -> None:
par... | 51 | 2,066 |
ai-agent-book | chapter9/self-modifying-agent/llm_generator.py | .py | """Real API Coding Agent used by the Experiment 8-5 campaign."""
from __future__ import annotations
import hashlib
import json
import os
import re
import time
from typing import Any, Dict
from openai import OpenAI
from evolution import candidate_from_source
def _extract_json(text: str) -> dict[str, Any]:
clea... | 134 | 5,107 |
ai-agent-book | chapter9/self-modifying-agent/run_experiment_8_5.py | .py | #!/usr/bin/env python3
"""Run the real Coding-Agent self-modification campaign for Experiment 8-5."""
from __future__ import annotations
import argparse
from datetime import datetime, timezone
import hashlib
import json
from pathlib import Path
import shutil
from typing import Any
from candidate_sandbox import sandb... | 248 | 10,639 |
ai-agent-book | chapter9/self-modifying-agent/candidate_sandbox.py | .py | """Fail-closed Docker boundary for model-generated policy code."""
from __future__ import annotations
from functools import lru_cache
import hashlib
import json
import os
from pathlib import Path
import subprocess
import threading
from typing import Any, Iterable
import uuid
ROOT = Path(__file__).resolve().parent
D... | 206 | 7,139 |
ai-agent-book | chapter9/self-modifying-agent/stable/retry_policy.py | .py | """Stable version 1.0.0. It intentionally contains the reproduced bug."""
VERSION = "1.0.0"
MAX_RETRIES = 3
CIRCUIT_BREAKER_THRESHOLD = 5
NON_RETRYABLE_CODES = {"AUTH_DENIED", "INVALID_ARGUMENT"}
def should_retry(error_code, retryable, attempt):
"""Return whether another tool call should be attempted."""
ret... | 17 | 530 |
ai-agent-book | chapter9/self-modifying-agent/validation/real_20260729T171118Z/candidates/deterministic/retry_policy.py | .py | """Stable version 1.0.0. It intentionally contains the reproduced bug."""
VERSION = "1.1.0-candidate"
MAX_RETRIES = 3
CIRCUIT_BREAKER_THRESHOLD = 5
NON_RETRYABLE_CODES = {"AUTH_DENIED", "INVALID_ARGUMENT", "PAYMENT_DECLINED"}
def should_retry(error_code, retryable, attempt):
"""Return whether another tool call s... | 21 | 778 |
ai-agent-book | chapter9/self-modifying-agent/validation/real_20260729T171118Z/candidates/real_llm/retry_policy.py | .py | VERSION = "1.0.1"
MAX_RETRIES = 3
CIRCUIT_BREAKER_THRESHOLD = 5
NON_RETRYABLE_CODES = {"AUTH_DENIED", "INVALID_ARGUMENT", "PAYMENT_DECLINED"}
def should_retry(error_code, retryable, attempt):
"""Return whether another tool call should be attempted."""
if not retryable or error_code in NON_RETRYABLE_CODES:
... | 19 | 655 |
ai-agent-book | chapter9/self-modifying-agent/validation/real_20260729T171118Z/candidates/rejected_control/retry_policy.py | .py | """Stable version 1.0.0. It intentionally contains the reproduced bug."""
VERSION = "1.0.1-rejected"
MAX_RETRIES = 3
CIRCUIT_BREAKER_THRESHOLD = 5
NON_RETRYABLE_CODES = {"AUTH_DENIED", "INVALID_ARGUMENT"}
def should_retry(error_code, retryable, attempt):
"""Incorrect over-broad fix retained as a rejected candida... | 19 | 666 |
ai-agent-book | chapter9/self-modifying-agent/validation/real_20260802T043954Z/candidates/real_llm/retry_policy.py | .py | """Candidate version 1.0.1-rc.1 with permanent-failure handling."""
VERSION = "1.0.1-rc.1"
MAX_RETRIES = 3
CIRCUIT_BREAKER_THRESHOLD = 5
NON_RETRYABLE_CODES = {"AUTH_DENIED", "INVALID_ARGUMENT"}
def should_retry(error_code, retryable, attempt):
"""Return whether another tool call should be attempted."""
if n... | 21 | 757 |
ai-agent-book | chapter9/trajectory-verifier/test_llm_judge_null_fields.py | .py | """Regression: OpenAIQualityJudge must tolerate an explicit JSON null for
score / confidence / evidence in the model's response — dict.get(key, default)
only applies the default when the key is ABSENT, so a null value returns None and
float(None) / iterating None crash the whole trajectory evaluation."""
import json
im... | 100 | 3,994 |
ai-agent-book | chapter9/trajectory-verifier/evidence_client.py | .py | """Credential-free real chat-completion capture for Experiment 8-1."""
from __future__ import annotations
import os
import time
from typing import Any
from openai import OpenAI
BACKENDS = {
"openrouter": ("OPENROUTER_API_KEY", "https://openrouter.ai/api/v1", "openai/gpt-4o-mini"),
"moonshot": ("MOONSHOT_AP... | 86 | 3,419 |
ai-agent-book | chapter9/trajectory-verifier/test_claim_action_order.py | .py | import unittest
from types import SimpleNamespace
from customer_service_env import _derive_claims_and_promises, run_case
from verifier import TrajectoryVerifier
def response(content="", calls=()):
tool_calls = [
SimpleNamespace(
id=f"call-{index}",
function=SimpleNamespace(name=na... | 120 | 5,111 |
ai-agent-book | chapter9/trajectory-verifier/test_empty_dimensions_score.py | .py | """
TrajectoryVerifier.evaluate must handle empty dimensions list without raising ZeroDivisionError.
"""
from unittest.mock import MagicMock
from verifier import TrajectoryVerifier
def test_trajectory_verifier_handles_empty_dimensions():
verifier = TrajectoryVerifier()
verifier.result_verifier.evaluate = Magi... | 18 | 683 |
ai-agent-book | chapter9/trajectory-verifier/consistency_checker.py | .py | """Trajectory consistency checker for chapter 8.
Detects ungrounded claims, contradictions, hallucinated tool results, and
unsupported conclusions in agent trajectories. Purely heuristic and
deterministic: no network calls, no LLM dependency.
A trajectory is a list of step dictionaries. Each step may contain:
... | 380 | 14,880 |
ai-agent-book | chapter9/trajectory-verifier/test_real_campaign.py | .py | import unittest
from run_experiment_8_1 import build_evidence
class FakeClient:
provider = "fake"
model = "fake-model"
base_url = "https://invalid.test/v1"
credential_source_env = "FAKE_KEY"
api_turns = [{"kind": "customer_service_agent"}, {"kind": "quality_judge"}]
def usage_summary(self):
... | 37 | 1,244 |
ai-agent-book | chapter9/trajectory-verifier/calibration.py | .py | """Calibration helpers for comparing the verifier with expert labels."""
from __future__ import annotations
from typing import Any, Dict, Iterable
from verifier import FAIL, _item_get
def calibration_report(
trajectories: Iterable[Dict[str, Any]], reports: Iterable[Dict[str, Any]]
) -> Dict[str, Any]:
pair... | 51 | 2,194 |
ai-agent-book | chapter9/trajectory-verifier/run_experiment_8_1.py | .py | #!/usr/bin/env python3
"""Canonical real campaign for manuscript Experiment 8-1."""
from __future__ import annotations
import argparse
import hashlib
import json
import platform
import subprocess
import sys
from datetime import datetime, timezone
from pathlib import Path
from calibration import calibration_report
fr... | 153 | 8,257 |
ai-agent-book | chapter9/trajectory-verifier/verifier.py | .py | """Three-layer trajectory verifier used by Experiment 8-1.
Environment and policy conclusions stay deterministic. Only the two open-
ended language dimensions are delegated to a quality Judge.
"""
from __future__ import annotations
from dataclasses import asdict, dataclass
from typing import Any, Dict, Iterable, Li... | 352 | 13,665 |
ai-agent-book | chapter9/trajectory-verifier/customer_service_env.py | .py | """Stateful synthetic customer-service sandbox used to collect real LLM trajectories.
The customers and orders are fictional. The Agent and quality Judge are real
provider calls; order state, policy enforcement, and tool results are local
environment truth and are therefore independently checkable.
"""
from __future... | 278 | 11,994 |
ai-agent-book | chapter9/trajectory-verifier/demo.py | .py | """Run Experiment 8-1 without an API key."""
from __future__ import annotations
import argparse
import json
from pathlib import Path
from calibration import calibration_report
from verifier import TrajectoryVerifier, diagnostic_utility, scalar_baseline
ROOT = Path(__file__).parent
def main() -> None:
parser ... | 46 | 1,734 |
ai-agent-book | chapter9/trajectory-verifier/llm_judge.py | .py | """Real OpenAI Responses API judge for Experiment 8-1."""
from __future__ import annotations
import json
import re
from typing import Any, Dict, Iterable
try:
from dotenv import load_dotenv
load_dotenv()
except ImportError:
pass
from verifier import DimensionResult, FAIL, PASS, UNCERTAIN
def _json_obj... | 120 | 5,366 |
ai-agent-book | chapter9/trajectory-verifier/test_derive_claims_promises_null_result.py | .py | import unittest
from customer_service_env import _derive_claims_and_promises
class TestDeriveClaimsPromisesNullResult(unittest.TestCase):
def test_derive_claims_and_promises_tolerates_non_dict_result(self):
"""Contract: _derive_claims_and_promises handles tool calls with None or non-dict result fields.
... | 25 | 974 |
ai-agent-book | chapter9/trajectory-verifier/test_verifier_null_fields.py | .py | """Regression tests: verifier module must tolerate null/None or non-dict values for trajectory fields."""
import pytest
from verifier import (
ProcessVerifier,
ResultVerifier,
TrajectoryVerifier,
diagnostic_utility,
FAIL,
PASS,
UNCERTAIN,
)
def test_process_verifier_tolerates_null_fields()... | 125 | 4,608 |
ai-agent-book | chapter9/trajectory-verifier/test_verifier.py | .py | import json
import unittest
from pathlib import Path
from calibration import calibration_report
from verifier import TrajectoryVerifier, diagnostic_utility, scalar_baseline
class VerifierTest(unittest.TestCase):
@classmethod
def setUpClass(cls):
path = Path(__file__).with_name("sample_trajectories.js... | 35 | 1,365 |
ai-agent-book | chapter9/trajectory-verifier/test_calibration_report_dimension_result.py | .py | import unittest
from calibration import calibration_report
from verifier import DimensionResult
class TestCalibrationReportDimensionResult(unittest.TestCase):
def test_calibration_report_supports_dimension_result_objects(self):
"""Contract: calibration_report handles report dimensions containing Dimensio... | 30 | 1,010 |
ai-agent-book | chapter9/self-evolving-tools/tool_manager.py | .py | """
工具库管理：create_tool（封装并持久化）、search_tools（检索复用）、以及被封装工具的执行。
这是 Alita 式「自我进化」的核心：
- Agent 用 code_interpreter 验证过某个方案后，调用 create_tool 把它固化成一个
「标准工具」——包含 name / description / JSON-Schema 参数 / Python 代码，持久化到 tool_library/。
- 下次遇到同类任务，Agent 应先 search_tools 命中已有工具并直接复用，而不是重新上网搜索、重新写代码。
"""
import json
import os
import s... | 211 | 9,417 |
ai-agent-book | chapter9/self-evolving-tools/test_normalize_schema_bare_object.py | .py | """normalize_schema must keep bare {"type":"object"} as an empty-object schema while preserving extra metadata."""
from tool_manager import normalize_schema
def test_bare_object_type_stays_empty_properties():
assert normalize_schema({"type": "object"}) == {
"type": "object",
"properties": {},
... | 59 | 1,626 |
ai-agent-book | chapter9/self-evolving-tools/test_web_search_num_results.py | .py | """web_search 对模型给出的异常 num_results（null / 非数字字符串）应兜底为默认值，
而不是抛 TypeError/ValueError 中断整个 Agent 循环。"""
import json
import base_tools
def _search_without_network(monkeypatch, num_results):
"""屏蔽真实网络与退避 sleep，只验证参数处理不崩溃。"""
def _fake_post(*a, **k):
raise RuntimeError("network disabled in test")
mon... | 37 | 1,573 |
ai-agent-book | chapter9/self-evolving-tools/test_tool_result_bad_json.py | .py | """Regression: malformed __TOOL_RESULT__ JSON must not raise JSONDecodeError."""
import tempfile
from pathlib import Path
from tool_manager import ToolLibrary
def test_malformed_tool_result_returns_error_dict():
lib = ToolLibrary(library_dir=Path(tempfile.mkdtemp()))
# Tool prints a broken marker line, then ... | 31 | 1,311 |
ai-agent-book | chapter9/self-evolving-tools/demo.py | .py | """
补充案例一键演示：`python demo.py`
演示两件事：
1) 进化：Agent 从零基础工具出发 —— 搜索 → 读文档 → 沙箱测试 → 封装工具 →
用新工具给出 NVIDIA(NVDA) 的真实股价与「相对一周前」的真实涨跌幅。
2) 复用：换一支股票(AAPL) 再问一次。Agent 应先 search_tools 命中已创建的工具并直接复用，
不再重新上网搜索、重新造轮子。程序会打印轨迹并自动校验「复用」是否成立。
在线路径（默认）需要真实联网 + 真实调用 OpenAI，请先配置 OPENAI_API_KEY。
若手头没有 API key / 无法联网，可用 `--off... | 281 | 13,980 |
ai-agent-book | chapter9/self-evolving-tools/base_tools.py | .py | """
五个基础工具中的「非工具库」部分：web_search / read_webpage / code_interpreter。
设计原则（对应补充案例“最小预定义，最大自我进化”）：
- 这里 **不包含任何领域工具**（没有 get_stock_price、没有 get_youtube_transcript ...）。
- Agent 只能靠 web_search 找开源库/API，read_webpage 读文档，
code_interpreter 在子进程沙箱里真实执行代码来验证方案是否可行。
- 所有输出都基于「真实网络结果 / 真实执行结果」，从而抑制大模型的幻觉。
"""
import json
impor... | 212 | 9,058 |
ai-agent-book | chapter9/self-evolving-tools/agent.py | .py | """
自我进化 Agent（Alita 式）。
只预定义五个基础工具：
web_search / read_webpage / code_interpreter / create_tool / search_tools
没有任何领域工具。Agent 必须：
分析任务 → 识别能力缺口 → web_search 找库/API → read_webpage 读文档
→ code_interpreter 沙箱测试 → create_tool 封装入库 → 用新工具完成任务。
再次遇到同类任务时，应先 search_tools 复用已有工具，而非重新搜索创建。
模型：OpenAI SDK，默认 gpt-5.6-... | 369 | 18,988 |
ai-agent-book | chapter9/self-evolving-tools/test_search_null_fields.py | .py | from tool_manager import ToolLibrary
import tempfile
from pathlib import Path
def test_search_null_name_or_description():
with tempfile.TemporaryDirectory() as tmpdir:
lib = ToolLibrary(library_dir=Path(tmpdir))
# Create a tool file manually with null description
p = Path(tmpdir) / "null_d... | 23 | 869 |
ai-agent-book | chapter9/hermes-self-evolution/run_experiment_8_6.py | .py | #!/usr/bin/env python3
"""Clone a pinned Hermes snapshot and let Hermes audit/update its own code.
The runner keeps credentials outside retained evidence. Normal working state is
written beneath ignored ``worktree/`` and ``.hermes-home/`` directories; the
curated manifest and patch are written to ``validation/<run-id>... | 191 | 6,534 |
ai-agent-book | chapter9/hermes-self-evolution/run_downstream_ablation.py | .py | """Downstream Ablation Engine for Hermes Self-Evolution.
Evaluates baseline vs. self-evolved agent code across synthetic and real task suites:
- Pass rate uplift measurement
- Execution latency change tracking
- Code quality scoring (AST metrics, complexity, readability)
- Regression rate analysis (tasks passed by bas... | 602 | 24,376 |
ai-agent-book | chapter9/hermes-self-evolution/run_acceptance_review.py | .py | #!/usr/bin/env python3
"""Run a fresh, read-only Hermes acceptance review of the candidate patch."""
from __future__ import annotations
import argparse
import os
from pathlib import Path
import re
import subprocess
import sys
ROOT = Path(__file__).resolve().parent
MODEL = "openai/gpt-5.6-luna"
SECRET_PATTERNS = (
... | 100 | 2,864 |
ai-agent-book | chapter9/hermes-self-evolution/run_review_pass.py | .py | #!/usr/bin/env python3
"""Continue the canonical Hermes session with independent review feedback."""
from __future__ import annotations
import os
from pathlib import Path
import re
import subprocess
import sys
import argparse
ROOT = Path(__file__).resolve().parent
RUN_ID = "exp8-6-hermes-gpt56luna-20260802-v1"
MODE... | 72 | 2,148 |
ai-agent-book | chapter9/hermes-self-evolution/finalize_evidence.py | .py | #!/usr/bin/env python3
"""Finalize and independently validate the retained Experiment 8-6 evidence."""
from __future__ import annotations
import hashlib
import json
from pathlib import Path
import re
import shutil
import subprocess
import tempfile
ROOT = Path(__file__).resolve().parent
RUN_ID = "exp8-6-hermes-gpt56... | 182 | 7,082 |
ai-agent-book | tests/test_epub_external_links.py | .py | from pathlib import Path
import shutil
import subprocess
import tempfile
import pytest
HAS_LUA = shutil.which("texlua") is not None or shutil.which("lua") is not None
pytestmark = pytest.mark.skipif(not HAS_LUA, reason="texlua or lua executable not found in PATH")
ROOT = Path(__file__).parents[1]
def run_lua_link(... | 91 | 3,558 |
ai-agent-book | tests/test_ch4_semantic_router_stop_words_query.py | .py | import sys
from pathlib import Path
import pytest
pytest.importorskip("numpy")
pytest.importorskip("sklearn")
# Add active-tool-selection to sys.path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "chapter4" / "active-tool-selection"))
from semantic_router import SemanticRouter
from tool_knowledge_b... | 59 | 2,253 |
ai-agent-book | tests/test_providers.py | .py | """Tests for the shared provider registry.
Focus is behaviour parity with the three per-chapter copies this module
replaces, plus the resolution rules that are easy to regress.
"""
import dataclasses
import pytest
from agentbook.providers import (
OPENROUTER_DEFAULT_MODEL,
PROVIDERS,
SUPPORTED_PROVIDERS... | 543 | 21,909 |
ai-agent-book | tests/test_ch8_safety_policy_gate.py | .py | import sys
from pathlib import Path
# Add module directory to path for imports
ch8_dir = Path(__file__).resolve().parent.parent / "chapter8" / "harness-safety-gate"
if str(ch8_dir) not in sys.path:
sys.path.insert(0, str(ch8_dir))
from safety_policy_gate import (
SafetyGateDecision,
SafetyPolicyGate,
... | 215 | 7,851 |
ai-agent-book | tests/test_ch6_score_prediction_unhashable_claims.py | .py | import sys
from pathlib import Path
HERE = Path(__file__).resolve().parent.parent
EVAL_DIR = HERE / "chapter6" / "public-health-reporting-eval"
if str(EVAL_DIR) not in sys.path:
sys.path.insert(0, str(EVAL_DIR))
from evaluator import score_prediction # noqa: E402
def test_score_prediction_unhashable_dict_claim... | 36 | 984 |
ai-agent-book | tests/test_ch5_pedo_live_security_eval.py | .py | """Unit tests for chapter5/permission-embedded-data-objects/run_live_security_eval.py."""
from pathlib import Path
import sys
from typing import Any
import pytest
# Ensure chapter5/permission-embedded-data-objects is in sys.path
ch5_dir = Path(__file__).resolve().parent.parent / "chapter5" / "permission-embedded-data... | 760 | 30,868 |
ai-agent-book | tests/test_resolve_backend_whitespace_model.py | .py | from agentbook.providers.resolution import resolve_backend
def test_resolve_backend_whitespace_model_uses_default():
backend = resolve_backend("ollama", model=" ")
assert backend.model == "qwen3:8b"
| 7 | 211 |
ai-agent-book | tests/test_ch10_orchestrator_non_dict_tool_arguments.py | .py | import sys, os
from unittest.mock import MagicMock
sys.path.insert(0, os.path.abspath("chapter10/multi-role-transfer"))
from orchestrator import MultiRoleOrchestrator
def test_orchestrator_non_dict_tool_call_arguments_handled():
mock_client = MagicMock()
# Mock tool call with arguments parsing to a list [1,... | 38 | 1,248 |
ai-agent-book | tests/test_ch10_multi_role_transfer_unhashable_target.py | .py | import json
import sys
from pathlib import Path
from types import SimpleNamespace
import pytest
ch10_mrt = Path(__file__).resolve().parent.parent / "chapter10" / "multi-role-transfer"
if str(ch10_mrt) not in sys.path:
sys.path.insert(0, str(ch10_mrt))
tools_backup = sys.modules.pop("tools", None)
from orchestrato... | 57 | 1,883 |
ai-agent-book | tests/test_ch4_notification_dispatcher.py | .py | """Unit tests for chapter4/collaboration-tools/src/notification_dispatcher.py."""
import asyncio
import logging
from pathlib import Path
import sys
import pytest
# Ensure chapter4/collaboration-tools/src is in sys.path
ch4_src = (Path(__file__).resolve().parent.parent / "chapter4" / "collaboration-tools" / "src").res... | 770 | 29,326 |
ai-agent-book | tests/test_ch6_cost_efficiency_analyzer.py | .py | """
Tests for CostEfficiencyAnalyzer (实验 6-9 成本效率分析).
Covers trajectory parsing, per-turn metrics, cost calculation, efficiency
scoring, turn classification, recommendations, and edge cases (empty, single
turn, all-wasteful, all-cached). Fully offline — no model calls, no network.
"""
from __future__ import annotation... | 477 | 19,713 |
ai-agent-book | tests/test_mkdocs_pandoc_strip.py | .py | import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "scripts"))
from mkdocs_pandoc_strip import on_page_markdown
def test_pandoc_strip_preserves_code_blocks_and_inline_code():
"""Prove that code blocks and inline code containing Pandoc-like attribute patterns
(e... | 74 | 2,653 |
ai-agent-book | tests/test_site_i18n.py | .py | import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "scripts"))
from site_i18n import canonical_nav_labels
def test_canonical_nav_labels_preserves_colons_in_quoted_strings():
"""Prove that double-quoted and single-quoted nav labels containing colons
(e.g., "第1章:... | 63 | 2,129 |
ai-agent-book | tests/test_ch4_expanded_catalog_limit_null.py | .py | import sys, os
sys.path.insert(0, os.path.abspath("chapter4/perception-tools/src"))
from expanded_catalog import _limit
def test_expanded_catalog_limit_null_option_handled():
# Options dict with "limit": None (e.g. parsed from JSON '{"limit": null}')
limit = _limit({"limit": None}, default=10)
assert lim... | 15 | 471 |
ai-agent-book | tests/test_ch8_hermes_downstream_ablation.py | .py | """Unit tests for chapter8/hermes-self-evolution/run_downstream_ablation.py."""
from pathlib import Path
import sys
import time
import math
import pytest
# Ensure chapter8/hermes-self-evolution is in sys.path
ch8_dir = Path(__file__).resolve().parent.parent / "chapter8" / "hermes-self-evolution"
if str(ch8_dir) not i... | 481 | 16,344 |
ai-agent-book | tests/test_ch9_qwen2_acoustic_events.py | .py | import pytest
pytest.importorskip("librosa")
import importlib
import sys
from pathlib import Path
ch9_streaming = Path(__file__).resolve().parent.parent / "chapter9" / "streaming-speech"
if str(ch9_streaming) not in sys.path:
sys.path.insert(0, str(ch9_streaming))
import qwen2_streaming # noqa: E402
importlib.re... | 56 | 1,981 |
ai-agent-book | tests/test_ch7_multilingual_reasoning_sft.py | .py | import sys, os
from unittest.mock import MagicMock
sys.path.insert(0, os.path.abspath("chapter7/MultilingualReasoning"))
from gpt_oss_20b_sft import format_chat_template
def test_format_chat_template_handles_non_list_messages():
mock_tokenizer = MagicMock()
mock_tokenizer.apply_chat_template.return_value = "... | 18 | 673 |
ai-agent-book | tests/test_ch2_prompt_injection_robustness.py | .py | """Unit tests for chapter2/prompt-injection/robustness_evaluator.py.
Verifies the PromptInjectionRobustnessEvaluator across positive, negative,
boundary, and edge cases using deterministic mock response functions — no
network or live API calls.
"""
from __future__ import annotations
import sys
from pathlib import Pa... | 271 | 11,189 |
ai-agent-book | tests/test_ch6_rate_ramp_benchmark.py | .py | """Unit tests for chapter6/model-benchmark/rate_ramp_benchmark.py."""
from pathlib import Path
import sys
# Ensure chapter6/model-benchmark is in sys.path
ch6_dir = Path(__file__).resolve().parent.parent / "chapter6" / "model-benchmark"
if str(ch6_dir) not in sys.path:
sys.path.insert(0, str(ch6_dir))
from rate_... | 262 | 10,360 |
ai-agent-book | tests/test_ch3_bm25_zero_avgdl.py | .py | import pytest
import os
import sys
sys.path.insert(0, os.path.abspath("chapter3/sparse-embedding"))
from collections import Counter
from bm25_engine import InvertedIndex, BM25
def test_bm25_calculate_term_score_zero_avgdl():
"""Prove that calculating term score when avgdl is 0 handles division by zero safely.""... | 32 | 925 |
ai-agent-book | tests/test_ch3_document_store_stale_metadata.py | .py | import pytest
import sys
from pathlib import Path
ch3_retrieval = Path(__file__).resolve().parent.parent / "chapter3" / "retrieval-pipeline"
if str(ch3_retrieval) not in sys.path:
sys.path.insert(0, str(ch3_retrieval))
from document_store import DocumentStore # noqa: E402
def test_add_document_clears_stale_met... | 47 | 1,738 |
ai-agent-book | tests/test_ch7_evaluate_multilingual.py | .py | """Unit tests for chapter7/MultilingualReasoning/evaluate_multilingual.py."""
from pathlib import Path
import sys
import warnings
# Ensure chapter7/MultilingualReasoning is in sys.path
ch7_dir = Path(__file__).resolve().parent.parent / "chapter7" / "MultilingualReasoning"
if str(ch7_dir) not in sys.path:
sys.path... | 296 | 11,590 |
ai-agent-book | tests/test_ch3_bm25_reindex_doc.py | .py | import pytest
"""Regression test: re-indexing an existing doc_id in InvertedIndex must clear old terms and not inflate total_documents."""
import os
import sys
sys.path.insert(0, os.path.abspath("chapter3/sparse-embedding"))
from bm25_engine import InvertedIndex, BM25 # noqa: E402
def test_reindex_maintains_doc_co... | 50 | 1,768 |
ai-agent-book | tests/test_ch3_hybrid_structured_retriever.py | .py | """Unit tests for chapter3/structured-index/hybrid_retriever.py (HybridStructuredRetriever)."""
import importlib.util
import os
import sys
from pathlib import Path
import pytest
pytest.importorskip("numpy")
import numpy as np
# Dynamic import for hyphenated module path
_module_path = (
Path(__file__).resolve().p... | 385 | 15,015 |
ai-agent-book | tests/test_ch1_search_codegen_null_response.py | .py | import importlib.util
import os
import sys
from pathlib import Path
import pytest
from unittest.mock import MagicMock
_module_path = (
Path(__file__).resolve().parent.parent / "chapter1" / "search-codegen" / "agent.py"
)
_spec = importlib.util.spec_from_file_location("search_codegen_agent", _module_path)
_module =... | 49 | 1,792 |
ai-agent-book | tests/test_ch10_bilingual_consistency_auditor.py | .py | """Unit tests for chapter10/book-translation/consistency_auditor.py."""
from pathlib import Path
import sys
# Ensure chapter10/book-translation is in sys.path
ch10_dir = (Path(__file__).resolve().parent.parent / "chapter10" / "book-translation").resolve()
if str(ch10_dir) not in sys.path:
sys.path.insert(0, str(c... | 299 | 11,889 |
ai-agent-book | tests/test_ch8_verifier_string_expression_issues.py | .py | import sys
import os
sys.path.insert(0, os.path.abspath("chapter8/trajectory-verifier"))
from verifier import HeuristicQualityJudge, FAIL
def test_heuristic_quality_judge_string_expression_issues():
"""Contract: HeuristicQualityJudge supports string items in quality_facts.expression_issues without throwing Attr... | 34 | 1,019 |
ai-agent-book | tests/test_docs_experiment_status_links.py | .py | """Regression tests for docs/EXPERIMENT_STATUS.md ledger links.
Closes the class where ledger bullet-list entries used literal ``+- `` prefixes
that render as text instead of Markdown list items, and where linked ledger
files could drift out of existence.
"""
from __future__ import annotations
import re
from pathlib... | 35 | 1,310 |
ai-agent-book | tests/test_gen_star_history_iso_formats.py | .py | import sys
from datetime import datetime, timezone
from pathlib import Path
import pytest
pytest.importorskip("matplotlib")
sys.path.insert(0, str(Path(__file__).parent.parent / "scripts"))
from gen_star_history import build_series, parse_iso_timestamp
def test_parse_iso_timestamp_supports_various_iso_formats():
... | 45 | 1,348 |
ai-agent-book | tests/test_ch10_field_spec_validate_none.py | .py | import pytest
import sys
from pathlib import Path
ch10_dir = Path(__file__).resolve().parent.parent / "chapter10" / "autonomous-phone-registration"
if str(ch10_dir) not in sys.path:
sys.path.insert(0, str(ch10_dir))
from models import FieldSpec
def test_validate_none_value_when_required():
field = FieldSpec... | 55 | 1,664 |
ai-agent-book | tests/test_core_clean_site_links.py | .py | import pytest
import tempfile
from pathlib import Path
from scripts.clean_site_files import rendered_links, linked_json_files, clean
def test_rendered_links_extracts_src_and_href_from_all_asset_tags():
html_text = """
<script src="config.json"></script>
<link href="style.json" rel="stylesheet">
<iframe src="fram... | 67 | 2,191 |
ai-agent-book | tests/test_git_revision_dates.py | .py | """Regression tests for Git dates in the assembled online-reading site."""
import os
from pathlib import Path
import subprocess
import sys
from types import SimpleNamespace
sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "scripts"))
from site_source_paths import ( # noqa: E402
git_commit_range,
... | 184 | 6,040 |
ai-agent-book | tests/test_ch9_validate_evidence_none_case.py | .py | import pytest
import json
import sys
from pathlib import Path
ch9_e2e = Path(__file__).resolve().parent.parent / "chapter9" / "end-to-end-speech"
if str(ch9_e2e) not in sys.path:
sys.path.insert(0, str(ch9_e2e))
from validate_evidence import validate
def test_validate_handles_none_case_arms(tmp_path):
evide... | 22 | 626 |
ai-agent-book | tests/test_ch6_bradley_terry_single_model.py | .py | import pytest
pytest.importorskip("pandas")
import sys
from pathlib import Path
import pandas as pd
HERE = Path(__file__).resolve().parent.parent
ELO_DIR = HERE / "chapter6" / "elo-leaderboard"
if str(ELO_DIR) not in sys.path:
sys.path.insert(0, str(ELO_DIR))
from bradley_terry import compute_mle_elo # noqa: E4... | 56 | 1,657 |
ai-agent-book | tests/test_ch8_assistant_text_null_content.py | .py | import pytest
import sys
import os
sys.path.insert(0, os.path.abspath("chapter8/trajectory-verifier"))
from verifier import _assistant_text, ProcessVerifier, PASS
def test_assistant_text_handles_null_content():
"""Contract: _assistant_text does not output literal 'None' for assistant tool-call messages with con... | 33 | 1,055 |
ai-agent-book | tests/test_ch5_sandbox_evaluator.py | .py | """Unit tests for chapter5/coding-agent/sandbox_evaluator.py.
Covers the static risk analysis, risk classification, sandbox configuration
checking, dimension scoring, batch evaluation, and recommendation generation
of ``CodeSandboxEvaluator``. No code is executed by the evaluator, so these
tests are deterministic and ... | 397 | 16,190 |
ai-agent-book | tests/test_mkdocs_pandoc_strip_null.py | .py | import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "scripts"))
from mkdocs_pandoc_strip import on_page_markdown
def test_mkdocs_pandoc_strip_none_input():
"""Prove that on_page_markdown handles None input without raising TypeError."""
result = on_page_markdown(N... | 19 | 535 |
ai-agent-book | tests/test_ch3_retrieval_stage_evaluator.py | .py | """Unit tests for chapter3/retrieval-pipeline/stage_evaluator.py.
Covers the atomic metric primitives (precision@k, recall@k, NDCG@k, MRR),
single-stage evaluation, multi-stage pipeline evaluation, marginal improvement,
diminishing-returns detection, best-combination selection, and the boundary /
edge cases (empty res... | 431 | 18,489 |
ai-agent-book | tests/test_ch5_grep_tool_file_filters.py | .py | import sys
from pathlib import Path
import pytest
ch5_tools_dir = Path(__file__).resolve().parent.parent / "chapter5" / "coding-agent"
if str(ch5_tools_dir) not in sys.path:
sys.path.insert(0, str(ch5_tools_dir))
from tools.grep_tool import GrepTool # noqa: E402
from system_state import SystemState # noqa: E402... | 82 | 2,408 |
ai-agent-book | tests/test_ch4_chess_game_over_status.py | .py | import pytest
pytest.importorskip("chess")
"""
Regression test suite for chess get_game_status covering rule-based draws,
stalemate, insufficient material, checkmate, and game in progress.
"""
import asyncio
import sys
from pathlib import Path
import chess
sys.path.insert(
0,
str(
Path(__file__).resol... | 106 | 3,040 |
ai-agent-book | tests/test_build_site_assets.py | .py | from pathlib import Path
import subprocess
def run_cleanup(site: Path) -> None:
helper = Path(__file__).parents[1] / "scripts" / "clean_site_files.py"
subprocess.run(["python3", str(helper), str(site)], check=True)
def test_cleanup_preserves_rendered_json_links_only(tmp_path):
site = tmp_path / "site"
... | 68 | 2,019 |
ai-agent-book | tests/test_ch8_verifier_diagnostic_utility.py | .py | import pytest
import os
import sys
sys.path.insert(0, os.path.abspath("chapter8/trajectory-verifier"))
from verifier import DimensionResult, FAIL, PASS, diagnostic_utility
def test_diagnostic_utility_with_dimension_result_objects():
dim1 = DimensionResult(
dimension="task_resolution",
layer="env... | 78 | 2,241 |
ai-agent-book | tests/test_ch8_trajectory_consistency_checker.py | .py | import os
import sys
sys.path.insert(0, os.path.abspath("chapter8/trajectory-verifier"))
import pytest
from consistency_checker import (
ConsistencyReport,
ConsistencyViolation,
TrajectoryConsistencyChecker,
VIOLATION_CONTRADICTION,
VIOLATION_HALLUCINATED,
VIOLATION_UNGROUNDED,
VIOLATION_... | 406 | 15,600 |
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