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Repository 指南 · 概覽 · v1

huggingface / smolagents

“🤗 smolagents: a barebones library for agents that think in code.” — 作者自述

  • AI Agents
  • Python
  • Apache-2.0 · 開源授權
原始 repository
huggingface/smolagents
來源平台
GitHub
擁有者 / 組織
huggingface
授權
Apache-2.0 · 開源授權
分析的版本
30bb1161095dbae2271e6bc3cc4c219cc3897a57
最後驗證

原始專案有更新,但本指南引用的程式碼沒有變動。預設分支已前進到 c30b115286e0,2026-10-03 檢查。版本差異比對了 6 個變動的檔案,本指南引用的程式碼區域都沒有變動。本頁描述的仍是版本 30bb1161095d;整個 repository 的統計數字(檔案數、呼叫次數等)指的是那個版本。

本頁中文由負責的 AI 編輯依英文正式版本 v1 翻譯;程式碼名稱、路徑、行號與數字都經確定性檢查,與英文版一致。陳述與依據表保留英文原文,因為那是獨立驗證者核對過的紀錄。看英文原文

huggingface/smolagents:Repository 概覽

本頁用語說明
Entrypoint record(進入點記錄)
分析器標記為「程式可能從這裡開始執行」的檔案。附有 __main__ guard 摘錄時,表示檔案裡有 if __name__ == "__main__": 區塊,摘錄顯示它呼叫了什麼;沒有摘錄時,只是依檔名判斷。
Bounded static execution path(有界靜態執行路徑)
不執行程式、直接從原始碼重建出的呼叫鏈,走到固定步數就停。它說明在紙面上能追到多遠,不代表實際執行時會發生什麼。
Unresolved boundary(未解析邊界)
靜態路徑停下的地方:下一個呼叫進入外部函式庫,或不執行就無法確定。這是本次分析的邊界,不是 repository 的缺陷。
Static relations(靜態關係)
在原始碼中找到的呼叫與 import。「external or unresolved」表示指向分析範圍以外。
Module role(模組角色)
分析器依呼叫進出次數推論的檔案標籤(例如 core、entry/orchestration、leaf)。它描述的是在呼叫圖中的位置,不是作者的設計意圖。
Test-like files(類測試檔案)
名稱或位置看起來像測試的檔案。本次分析只計數,不執行。
Observed · inferred · author-claimed · unresolved
每句話的依據:直接讀自分析的檔案;由分析器從檔案推論;repository 作者自述(metadata、README);或本次分析無法確定。
Verified(已驗證)
本頁有兩種用法。在分析器的記錄裡(「verified provenance」「verified entrypoint」),它表示這筆記錄是直接從分析的檔案讀到的,也就是本指南所說的 observed;以進入點來說,就是檔案裡確實有 __main__ guard 的文字。分析器在 2026-10-04 修正後,只有 cli.py、main.py 這類像進入點的檔名、沒有 guard 的檔案,會記為 inferred(推測);在那之前分析的指南仍把這類檔案標成 verified,它依然只是對檔案用途的推測。它不代表程式被執行或測試過。「最後驗證」是這份指南最後一次通過本實驗室檢查的日期,檢查對象是所標示版本的分析記錄,不是對 repository 本身的審查。

smolagents 是一個 Python 程式碼庫,GitHub 的描述稱它為「a barebones library for agents that think in code」(一個讓 agent 用程式碼思考的極簡函式庫;維護者的說法)。採用 Apache-2.0 授權;分析了 185 個檔案,分布在 src、examples、docs 和 tests。腳本從各檔案自己的 __main__ 守衛開始;靜態呼叫圖以 local_python_executor.py、models.py 和 agents.py 為中心。以下發現只來自靜態分析;執行時的行為沒有確定。

這個 repository 是什麼

GitHub 的描述稱這個專案為「smolagents: a barebones library for agents that think in code」:這是維護者的用語,來自 repository metadata,不是分析確認的結論。metadata 裡的首頁是 https://huggingface.co/docs/smolagents 。程式碼幾乎全是 Python:約 988,225 個語言位元組,Makefile 只有 326 個位元組。LICENSE 檔案和平台 metadata 一致,都是 Apache-2.0。被分析的快照有 185 個檔案,分布在 docs(81)、examples(34)、src(21)、tests(28)、.github(10),根目錄另有 11 個。metadata 記錄了 2026-05-29 發布的 v1.26.0 release,以及截至 2026-09-14 的 29,313 個 star。

執行怎麼開始

沒有單一的啟動器記錄;記錄到的八個 Python __main__ 守衛摘錄各不相同:六個呼叫 main(),examples/open_deep_research/app.py 記錄到的守衛呼叫 demo.launch(),examples/smolagents_benchmark/run.py 記錄到的摘錄則是一段解析參數的區塊。有這種守衛的八個檔案是:src/smolagents/cli.py、src/smolagents/vision_web_browser.py、examples/structured_output_tool.py、examples/open_deep_research/app.py、examples/open_deep_research/run.py、examples/open_deep_research/run_gaia.py、examples/plan_customization/plan_customization.py 和 examples/smolagents_benchmark/run.py。另外兩個檔案 examples/async_agent/main.py 和 examples/server/main.py,依檔名啟發式規則被標記為可能的可執行進入點。記錄到的靜態流程很早就停在外部邊界:examples/open_deep_research/run.py 的守衛呼叫 main(),它有一條記錄到的有界路徑停在未解析的 load_dotenv 邊界,分析器的流程記錄另外顯示 main -> parse_args -> 未解析的 parser.parse_args;examples/open_deep_research/app.py 的守衛路徑包含 create_agent 和 GradioUI 呼叫,最後停在 demo.launch(),全都是外部或未解析;examples/async_agent/main.py 會到達 Route 和 Starlette 這些名稱,同樣沒有解析。分析器的摘要特別挑出 examples/structured_output_tool.py,當作看起來的主要起點。

Repository 結構與相連的模組

分析器把 docs、src 和 tests 當作類似子系統的頂層目錄;examples 和 .github 構成其餘的配置。依已解析的靜態呼叫次數,連結最多的模組是 src/smolagents/local_python_executor.py,有 195 個呼入和 190 個呼出。分析器依呼叫次數加上是否屬於進入點,把這類模組標為「service/core candidate」:這是推論,不是執行時的證據。接下來是 src/smolagents/models.py(60 入/66 出)、src/smolagents/utils.py(56 入/8 出)和 src/smolagents/agents.py(16 入/80 出);agents.py 以呼出為主的樣貌,暗示它會廣泛呼叫整個程式碼庫。在範例中,examples/open_deep_research/scripts/mdconvert.py 連結最多(30 入/29 出);在測試樹裡,tests/test_agents.py 達到 89 入/89 出。

依賴與測試

只有範例裡的兩個 requirements.txt 清單檔有依賴記錄:examples/async_agent 有四筆(smolagents、starlette、anyio、uvicorn),examples/open_deep_research 有 39 筆,從 anthropic >=0.37.1、transformers >=4.46.0 和 torch >=2.2.2,一路到 pandas、Pillow、pypdf,以及許多處理檔案格式或特定領域的函式庫。有幾筆記錄完全沒有版本,torch 和 python-pptx 在 open_deep_research 的清單檔裡各出現兩次。pyproject.toml 的依賴表沒有被解析,所以核心套件本身的依賴在這裡無法確定。安裝、執行與建置的推論並不完整,安裝指令也沒有驗證。tests 目錄樹有 28 個類測試檔案,包括 tests/conftest.py。tests/test_agents.py 連結很密集(89 入/89 出),並定義了 FakeToolCallModel 和 FakeCodeModel 這類假的模型替身。

第一輪的閱讀順序

可行的第一輪讀法:(1) README.md 和 pyproject.toml(兩者都被分析器標為專案層級的重要檔案),看自我描述與打包 metadata;(2) LICENSE,裡面是 Apache-2.0 的條文;(3) src/smolagents/agents.py 裡的 agent 類別(MultiStepAgent、ToolCallingAgent、CodeAgent),連同 src/smolagents/tools.py 裡的工具層(Tool、tool decorator、ToolCollection、load_tool);(4) 連結最多的模組 src/smolagents/local_python_executor.py;(5) 一個可執行的範例,examples/open_deep_research/run.py 或 examples/structured_output_tool.py,對照它的 __main__ 守衛來讀;(6) 最後看看靜態路徑停在哪些未解析的外部邊界。

值得注意的符號

值得早點打開的符號:src/smolagents/agents.py 定義了 MultiStepAgent、ToolCallingAgent 和 CodeAgent,以及 RunResult 和 PromptTemplates。src/smolagents/models.py 以 ChatMessage、ChatMessageToolCall 和 ChatMessageStreamDelta 為中心,並用 agglomerate_stream_deltas 合併串流的 delta。src/smolagents/tools.py 對外提供 Tool 類別、一個 tool decorator、ToolCollection、load_tool 和 launch_gradio_demo。src/smolagents/local_python_executor.py 提供 safer_eval、safer_func、check_safer_result、InterpreterError、ExecutionTimeoutError 和一個 timeout 輔助函式。這些名稱暗示這是一個刻意受限的程式碼執行層:這是從命名推論的,不是資安評估。src/smolagents/remote_executors.py 定義了 RemotePythonExecutor,以及 E2BExecutor、DockerExecutor、ModalExecutor 和 BlaxelExecutor。examples/open_deep_research/scripts/mdconvert.py 定義了 DocumentConverter,以及處理 HTML、PDF、DOCX、XLSX、PPTX、YouTube 和 Wikipedia 內容的轉換器。src/smolagents/utils.py 收集了 agent 的錯誤型別(AgentError、AgentMaxStepsError),以及 parse_json_blob 和 extract_code_from_text。

這次分析的限制

以上所有內容都來自靜態分析;沒有執行任何程式碼,也沒有驗證任何安裝指令。在記錄到的 7,633 條靜態關係中,6,888 條是外部或未解析,745 條在本地解析。反射、執行期依賴注入、動態 import、monkey-patching、產生的程式碼、框架在執行期的接線和動態分派,分析器都沒有解析。依賴記錄只涵蓋 requirements 形式的清單檔(pyproject.toml 的依賴表沒有被解析),所以核心套件的依賴在這裡不明。README 陳述的擷取是逐行進行的,可能抓到程式碼行,所以任何來自 README 的陳述最多只能當作作者自述。這些 agent 實際執行時會做什麼,這份分析資料無法確定。

這次分析無法確定的事

這些是撰寫模型對分析記錄自己的說明。lim_3、exec_* 或 claim_… 這類識別碼指的是那次分析裡的記錄;陳述與依據表引用的也是同一批記錄。

  • 大小寫不同的 'readme.md' 被排除在重要檔案之外,因為這個路徑不在被分析的清單裡,所以這份分析資料對 README 的涵蓋可能不完整。
  • 核心的 src/smolagents 套件沒有任何依賴記錄,因為 pyproject.toml 的依賴表沒有被解析;它執行時需要什麼,在這裡不明。
  • 7,633 條靜態關係中有 6,888 條是外部或未解析,所以邊界上的行為(模型 API、Starlette、Gradio、遠端執行器)無法追蹤。
  • 列出的執行路徑全都停在未解析邊界;create_agent、GradioUI 或 demo.launch 在執行時做什麼,無法確定。
  • 分析器的摘要把 examples/structured_output_tool.py 當作主要起點,但有十個檔案帶著進入點標記;函式庫使用者的主要路徑無法確定。
陳述與依據 — 40 條陳述,40 條經獨立驗證者確認(英文原文)

上面每一句都是一條陳述,各自引用分析裡的依據編號。編號是這次分析內部的;表格列出每條陳述靠的是什麼、依據有多強。

Every substantive statement above is a claim bound to grounding IDs of the analyzed revision. Global grounding IDs are namespaced by the analysis run.

Claim Epistemic status Verifier Grounding (global IDs)
c1 Repository metadata describes the project as 'smolagents: a barebones library for agents that think in code' and gives the homepage https://huggingface.co/docs/smolagents; both are author claims carried in metadata. author_claimed supported analysis_c0e49dab7c5999ba:meta_description, analysis_c0e49dab7c5999ba:meta_homepage
c2 Platform metadata records Python as the primary language, with about 988,225 language bytes of Python and 326 bytes of Makefile. observed supported analysis_c0e49dab7c5999ba:meta_primary_language, analysis_c0e49dab7c5999ba:meta_language_bytes
c3 The license is Apache-2.0, with the GitHub-API detection and the repository's LICENSE file in agreement. observed supported analysis_c0e49dab7c5999ba:meta_license, analysis_c0e49dab7c5999ba:important_4
c4 The analyzed snapshot contains 185 files, distributed over docs (81 files), examples (34), src (21), tests (28), .github (10) and 11 at the root. inferred supported analysis_c0e49dab7c5999ba:summary_repository
c5 Platform metadata records the latest release as v1.26.0 published 2026-05-29, and 29,313 stargazers as of 2026-09-14. observed supported analysis_c0e49dab7c5999ba:meta_latest_release, analysis_c0e49dab7c5999ba:meta_stars
c6 Eight files contain a Python __main__ execution guard. Six of the eight recorded guard excerpts call main(); the recorded guard for examples/open_deep_research/app.py calls demo.launch(), and the recorded excerpt for examples/smolagents_benchmark/run.py is an args-parsing block beginning with args = parse_arguments(). observed supported analysis_c0e49dab7c5999ba:py_entry_c3be260bce7b, analysis_c0e49dab7c5999ba:py_entry_3c44d771157e, analysis_c0e49dab7c5999ba:py_entry_77730e8143f6, analysis_c0e49dab7c5999ba:py_entry_eb911c5c2fc4, analysis_c0e49dab7c5999ba:py_entry_9daffde399e1, analysis_c0e49dab7c5999ba:py_entry_66aae1c925b6, analysis_c0e49dab7c5999ba:py_entry_a424b56a044e, analysis_c0e49dab7c5999ba:py_entry_b2d8852474a5
c7 examples/async_agent/main.py and examples/server/main.py are recorded as likely executable entrypoints by filename heuristic, without a recorded __main__ guard excerpt. observed supported analysis_c0e49dab7c5999ba:entry_4, analysis_c0e49dab7c5999ba:entry_8
c8 The examples/open_deep_research/run.py __main__ guard calls main(); one recorded bounded execution path for run.py terminates at the unresolved load_dotenv boundary, and the analyzer's flow record separately shows main -> parse_args -> unresolved parser.parse_args. inferred supported analysis_c0e49dab7c5999ba:py_entry_9daffde399e1, analysis_c0e49dab7c5999ba:exec_908b95280793
c9 In examples/open_deep_research/app.py, the __main__ guard's bounded path includes create_agent, GradioUI and demo.launch(), each recorded as external/unresolved; the guard excerpt ends with demo.launch(). inferred supported analysis_c0e49dab7c5999ba:py_entry_eb911c5c2fc4, analysis_c0e49dab7c5999ba:exec_5beaf01e7396, analysis_c0e49dab7c5999ba:exec_6e6d72c98a2e, analysis_c0e49dab7c5999ba:exec_9cb721a97873
c10 The bounded paths for examples/async_agent/main.py reach the names Route and Starlette and terminate with reason unresolved_boundary. inferred supported analysis_c0e49dab7c5999ba:entry_4, analysis_c0e49dab7c5999ba:exec_fcb626546464, analysis_c0e49dab7c5999ba:exec_4295bbf65082
c11 The analyzer's repository summary names examples/structured_output_tool.py as the apparent main starting place. inferred supported analysis_c0e49dab7c5999ba:summary_repository
c12 Top-level directories docs, src and tests are flagged as likely subsystems. observed supported analysis_c0e49dab7c5999ba:subsys_1, analysis_c0e49dab7c5999ba:subsys_2, analysis_c0e49dab7c5999ba:subsys_3
c13 src/smolagents/local_python_executor.py has the highest recorded static call degree (195 incoming, 190 outgoing); the 'service/core candidate' label derives from static call degree and entrypoint membership and is an inference, not runtime evidence. inferred supported analysis_c0e49dab7c5999ba:role_22
c14 src/smolagents/models.py (60 incoming / 66 outgoing), src/smolagents/utils.py (56 / 8) and src/smolagents/agents.py (16 / 80) are also labeled service/core candidates; agents.py is outgoing-heavy, suggesting it calls widely. inferred supported analysis_c0e49dab7c5999ba:role_24, analysis_c0e49dab7c5999ba:role_30, analysis_c0e49dab7c5999ba:role_18
c15 examples/open_deep_research/scripts/mdconvert.py shows 30 incoming / 29 outgoing calls, and tests/test_agents.py shows 89 incoming / 89 outgoing, the highest degree recorded in the tests tree. inferred supported analysis_c0e49dab7c5999ba:role_6, analysis_c0e49dab7c5999ba:role_32
c16 Dependency records come from requirements-style manifests only: four records list smolagents, starlette, anyio and uvicorn for examples/async_agent, and 39 records cover examples/open_deep_research, including anthropic >=0.37.1, transformers >=4.46.0, torch >=2.2.2, pandas, Pillow and pypdf. observed supported analysis_c0e49dab7c5999ba:dep_1, analysis_c0e49dab7c5999ba:dep_2, analysis_c0e49dab7c5999ba:dep_3, analysis_c0e49dab7c5999ba:dep_4, analysis_c0e49dab7c5999ba:dep_5, analysis_c0e49dab7c5999ba:dep_43, analysis_c0e49dab7c5999ba:dep_17, analysis_c0e49dab7c5999ba:dep_21, analysis_c0e49dab7c5999ba:dep_23, analysis_c0e49dab7c5999ba:dep_28, analysis_c0e49dab7c5999ba:dep_30, analysis_c0e49dab7c5999ba:lim_3
c17 Several open_deep_research records carry no version at all; torch appears twice (pinned >=2.2.2 and unpinned), and python-pptx appears under two spellings (python_pptx and python-pptx). observed supported analysis_c0e49dab7c5999ba:dep_28, analysis_c0e49dab7c5999ba:dep_41, analysis_c0e49dab7c5999ba:dep_25, analysis_c0e49dab7c5999ba:dep_40
c18 pyproject.toml dependency tables were not parsed by the analyzer, so the core package's own dependencies are not established by this packet. observed supported analysis_c0e49dab7c5999ba:lim_3
c19 Install, run and build inference is partial, and installation commands are not verified. observed supported analysis_c0e49dab7c5999ba:lim_2
c20 The repository contains 28 test-like files, including tests/conftest.py. observed supported analysis_c0e49dab7c5999ba:ev_tests_1
c21 tests/test_agents.py is the most connected test module, with 89 incoming and 89 outgoing static calls. inferred supported analysis_c0e49dab7c5999ba:role_32
c22 tests/test_agents.py defines fake model stand-ins such as FakeToolCallModel and FakeCodeModel. observed supported analysis_c0e49dab7c5999ba:py_class_596a0842c3a0, analysis_c0e49dab7c5999ba:py_class_ded274272d1f
c23 Start with README.md and pyproject.toml (both analyzer-flagged project-level important files), then LICENSE; the license text is Apache-2.0. inferred supported analysis_c0e49dab7c5999ba:important_1, analysis_c0e49dab7c5999ba:important_3, analysis_c0e49dab7c5999ba:important_4, analysis_c0e49dab7c5999ba:meta_license
c24 The agent classes MultiStepAgent, ToolCallingAgent and CodeAgent live in src/smolagents/agents.py; src/smolagents/tools.py provides the Tool class, a tool decorator, ToolCollection and load_tool. observed supported analysis_c0e49dab7c5999ba:py_class_377b3e5cef4b, analysis_c0e49dab7c5999ba:py_class_cda34bde19d5, analysis_c0e49dab7c5999ba:py_class_7318d423d2f8, analysis_c0e49dab7c5999ba:py_class_576e2cf1f52c, analysis_c0e49dab7c5999ba:py_func_7108d785c130, analysis_c0e49dab7c5999ba:py_class_caabc5d0564f, analysis_c0e49dab7c5999ba:py_func_c0e6ee7fa306
c25 src/smolagents/local_python_executor.py is the most connected module by static call degree; a runnable example to read next to its guard is examples/open_deep_research/run.py or examples/structured_output_tool.py, both flagged important and guard-bearing. inferred supported analysis_c0e49dab7c5999ba:role_22, analysis_c0e49dab7c5999ba:important_9, analysis_c0e49dab7c5999ba:important_5, analysis_c0e49dab7c5999ba:py_entry_9daffde399e1, analysis_c0e49dab7c5999ba:py_entry_77730e8143f6
c26 Static paths terminate at unresolved external boundaries and most relations are external/unresolved, so a final pass should inspect those call sites. inferred supported analysis_c0e49dab7c5999ba:lim_1, analysis_c0e49dab7c5999ba:exec_908b95280793, analysis_c0e49dab7c5999ba:relation_counts
c27 src/smolagents/agents.py defines MultiStepAgent, ToolCallingAgent, CodeAgent, RunResult and PromptTemplates. observed supported analysis_c0e49dab7c5999ba:py_class_377b3e5cef4b, analysis_c0e49dab7c5999ba:py_class_cda34bde19d5, analysis_c0e49dab7c5999ba:py_class_7318d423d2f8, analysis_c0e49dab7c5999ba:py_class_db4058c4567f, analysis_c0e49dab7c5999ba:py_class_a07a2790aaac
c28 src/smolagents/models.py defines ChatMessage, ChatMessageToolCall, ChatMessageStreamDelta and agglomerate_stream_deltas, which merges stream deltas. observed supported analysis_c0e49dab7c5999ba:py_class_5b888cb21cd8, analysis_c0e49dab7c5999ba:py_class_0f28b35dbb5a, analysis_c0e49dab7c5999ba:py_class_4708b1fa76d7, analysis_c0e49dab7c5999ba:py_func_b16efd283a42
c29 src/smolagents/tools.py defines the Tool class, a tool decorator, ToolCollection, load_tool and launch_gradio_demo. observed supported analysis_c0e49dab7c5999ba:py_class_576e2cf1f52c, analysis_c0e49dab7c5999ba:py_func_7108d785c130, analysis_c0e49dab7c5999ba:py_class_caabc5d0564f, analysis_c0e49dab7c5999ba:py_func_c0e6ee7fa306, analysis_c0e49dab7c5999ba:py_func_6150df2f7414
c30 src/smolagents/local_python_executor.py defines safer_eval, safer_func, check_safer_result, InterpreterError, ExecutionTimeoutError and a timeout helper. observed supported analysis_c0e49dab7c5999ba:py_func_6bdbdb9d9f7f, analysis_c0e49dab7c5999ba:py_func_0089e39298c4, analysis_c0e49dab7c5999ba:py_func_5ee95b854eaf, analysis_c0e49dab7c5999ba:py_class_5b51c766057d, analysis_c0e49dab7c5999ba:py_class_7c71ed817ffa, analysis_c0e49dab7c5999ba:py_func_d616c395bc6f
c31 Names like safer_eval and check_safer_result suggest a restricted code-execution layer; this is an inference from naming, not a security assessment. inferred supported analysis_c0e49dab7c5999ba:py_func_6bdbdb9d9f7f, analysis_c0e49dab7c5999ba:py_func_5ee95b854eaf, analysis_c0e49dab7c5999ba:py_class_7c71ed817ffa
c32 src/smolagents/remote_executors.py defines RemotePythonExecutor alongside E2BExecutor, DockerExecutor, ModalExecutor and BlaxelExecutor. observed supported analysis_c0e49dab7c5999ba:py_class_3d69d3ad9ac2, analysis_c0e49dab7c5999ba:py_class_eaa889a0309f, analysis_c0e49dab7c5999ba:py_class_8c5125503b78, analysis_c0e49dab7c5999ba:py_class_a0955aac8677, analysis_c0e49dab7c5999ba:py_class_5713a7f1e564
c33 examples/open_deep_research/scripts/mdconvert.py defines DocumentConverter and converters named for HTML, PDF, DOCX, XLSX, PPTX, YouTube and Wikipedia content. observed supported analysis_c0e49dab7c5999ba:py_class_94be754f88ca, analysis_c0e49dab7c5999ba:py_class_74db8770821e, analysis_c0e49dab7c5999ba:py_class_08181637f0a3, analysis_c0e49dab7c5999ba:py_class_d768a4b8facd, analysis_c0e49dab7c5999ba:py_class_dcf693fcc130, analysis_c0e49dab7c5999ba:py_class_eda67d9c6fa0, analysis_c0e49dab7c5999ba:py_class_d41b888b7080, analysis_c0e49dab7c5999ba:py_class_dba8499c7b6e
c34 src/smolagents/utils.py defines agent error types such as AgentError and AgentMaxStepsError plus parse_json_blob and extract_code_from_text. observed supported analysis_c0e49dab7c5999ba:py_class_f7a7463ce7af, analysis_c0e49dab7c5999ba:py_class_bd6a1ac2e2fd, analysis_c0e49dab7c5999ba:py_func_9c31752fa99c, analysis_c0e49dab7c5999ba:py_func_1ce389011439
c35 The analysis is static only; nothing was executed and installation commands are not verified. observed supported analysis_c0e49dab7c5999ba:lim_1, analysis_c0e49dab7c5999ba:lim_2
c36 7,633 static relations were recorded: 6,888 are external or unresolved and 745 are local. observed supported analysis_c0e49dab7c5999ba:relation_counts
c37 Reflection, runtime dependency injection, dynamic imports, monkey-patching, generated code, framework runtime wiring and dynamic dispatch are not resolved by this static analysis. observed supported analysis_c0e49dab7c5999ba:lim_1
c38 Dependency records come only from requirements-style manifests (pyproject.toml dependency tables are not parsed), and install/run/build inference is partial. observed supported analysis_c0e49dab7c5999ba:lim_3, analysis_c0e49dab7c5999ba:lim_2
c39 README claim extraction is line-based and may capture code lines; README-derived statements are author claims at best. observed supported analysis_c0e49dab7c5999ba:lim_4
c40 How the agents behave at runtime is not established by this packet; static analysis cannot cover dynamic dispatch, reflection, generated code or framework runtime behavior. unresolved supported analysis_c0e49dab7c5999ba:claim_7c9925f9c8f4, analysis_c0e49dab7c5999ba:lim_1

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