A large model-based chatbot builder that can quickly integrate AI models (including ChatGPT, Claude, Gemini) into various software applications (such as Telegram, Gmail, Slack, and websites).
This report summarizes scanner evidence for zhayujie/bot-on-anything, a Python project with 4,223 GitHub stars. SynthScan examined 7,195 lines of code across 57 source files, recording 111 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 18.3 (Elevated pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).
Are imports declared and package/API names verified? 23 finding(s).
Are wrappers, guards, and repeated structures necessary? 71 finding(s).
Which changes need focused human review? 111 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 111 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | app.py | 21 | except Exception as e: | CODE |
| LOW | app.py | 65 | except Exception as e: | CODE |
| MEDIUM | app.py | 13 | def start_process(channel_type, config_path): | CODE |
| MEDIUM | app.py | 26 | def main(): | CODE |
| LOW | plugins/README.md | 77 | except Exception as e: | CODE |
| LOW | plugins/plugin_manager.py | 21 | except Exception as e: | CODE |
| LOW | plugins/selector/selector.py | 17 | except Exception as e: | CODE |
| LOW | channel/dingtalk/dingtalk_channel.py | 42 | except Exception as e: | CODE |
| LOW | channel/dingtalk/dingtalk_channel.py | 234 | except Exception as e: | CODE |
| LOW | channel/dingtalk/dingtalk_channel.py | 296 | except Exception as e: | CODE |
| LOW | channel/discord/discord_channel.py | 71 | except Exception as e: | CODE |
| LOW | channel/discord/discord_channel.py | 107 | except Exception as e: | CODE |
| LOW | channel/feishu/feishu_channel.py | 50 | except Exception as e: | CODE |
| LOW | channel/wechat/wechat_com_channel.py | 75 | except Exception as e: | CODE |
| MEDIUM | channel/wechat/wechat_com_channel.py | 66 | def _do_send(self, query, reply_user_id): | CODE |
| LOW | channel/wechat/wechat_channel.py | 186 | except Exception as e: | CODE |
| LOW | channel/wechat/wechat_channel.py | 211 | except Exception as e: | CODE |
| MEDIUM | channel/wechat/wechat_channel.py | 169 | def _do_send(self, query, reply_user_id): | CODE |
| MEDIUM | channel/wechat/wechat_channel.py | 189 | def _do_send_img(self, query, context): | CODE |
| LOW | channel/http/auth.py | 41 | except Exception as e: | CODE |
| LOW | channel/http/http_channel.py | 37 | except Exception as e: | CODE |
| LOW | channel/telegram/telegram_channel.py | 69 | except Exception as e: | CODE |
| MEDIUM | channel/telegram/telegram_channel.py | 46 | def _do_send_img(self, msg, reply_user_id): | CODE |
| LOW | channel/gmail/gmail_channel.py | 95 | except Exception as e: | CODE |
| MEDIUM | channel/gmail/gmail_channel.py | 96 | print("Error: {}".format(e)) | CODE |
| LOW | common/functions.py | 22 | except Exception as e: | CODE |
| LOW | common/sensitive_word.py | 10 | except Exception as e: | CODE |
| MEDIUM | model/linkai/link_ai_bot.py | 310 | def create_img(self, query, retry_count=0, api_key=None): | CODE |
| MEDIUM | model/linkai/link_ai_bot.py | 335 | def _fetch_knowledge_search_suffix(self, response) -> str: | CODE |
| MEDIUM | model/linkai/link_ai_bot.py | 353 | def _fetch_agent_suffix(self, response): | CODE |
| MEDIUM | model/linkai/link_ai_bot.py | 383 | def _process_url(self, text): | CODE |
| LOW | model/linkai/link_ai_bot.py | 154 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 292 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 330 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 349 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 379 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 389 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 416 | except Exception as e: | CODE |
| LOW | model/linkai/link_ai_bot.py | 431 | except Exception as e: | CODE |
| LOW | model/google/bard_model.py | 17 | except Exception as e: | CODE |
| MEDIUM | model/google/bard_model.py | 13 | def __init__(self): | CODE |
| LOW | model/google/bard_bot.py | 37 | except Exception as e: | CODE |
| LOW | model/google/bard_bot.py | 66 | except Exception as e: | CODE |
| LOW⚡ | model/bing/new_bing_model.py | 28 | except Exception as e: | CODE |
| LOW⚡ | model/bing/new_bing_model.py | 38 | except Exception as e: | CODE |
| LOW⚡ | model/bing/new_bing_model.py | 46 | except Exception as e: | CODE |
| LOW | model/bing/new_bing_model.py | 100 | except Exception as e: | CODE |
| LOW | model/bing/new_bing_model.py | 118 | except Exception as e: | CODE |
| MEDIUM | model/bing/new_bing_model.py | 22 | def __init__(self): | CODE |
| MEDIUM | model/bing/new_bing_model.py | 110 | def create_img(self, query): | CODE |
| LOW | model/bing/jailbroken_sydney.py | 93 | except Exception as e: | CODE |
| LOW | model/openai/open_ai_model.py | 75 | except Exception as e: | CODE |
| LOW | model/openai/open_ai_model.py | 126 | except Exception as e: | CODE |
| LOW | model/openai/open_ai_model.py | 173 | except Exception as e: | CODE |
| MEDIUM | model/openai/open_ai_model.py | 51 | def reply_text(self, query, user_id, retry_count=0): | CODE |
| MEDIUM | model/openai/open_ai_model.py | 82 | def reply_text_stream(self, query, context, retry_count=0): | CODE |
| MEDIUM | model/openai/open_ai_model.py | 154 | def create_img(self, query, retry_count=0): | CODE |
| LOW | model/openai/chatgpt_model.py | 98 | except Exception as e: | CODE |
| LOW | model/openai/chatgpt_model.py | 140 | except Exception as e: | CODE |
| LOW | model/openai/chatgpt_model.py | 165 | except Exception as e: | CODE |
| 3 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | plugins/__init__.py | 2 | CODE | |
| LOW | plugins/__init__.py | 3 | CODE | |
| LOW | plugins/plugin_manager.py | 4 | CODE | |
| LOW | plugins/selector/selector.py | 5 | CODE | |
| LOW | plugins/createimg/createimg.py | 6 | CODE | |
| LOW | plugins/createimg/createimg.py | 8 | CODE | |
| LOW | channel/dingtalk/dingtalk_channel.py | 10 | CODE | |
| LOW | channel/dingtalk/dingtalk_channel.py | 10 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 3 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 4 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 5 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 6 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 8 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 10 | CODE | |
| LOW | channel/feishu/feishu_channel.py | 10 | CODE | |
| LOW | channel/wechat/wechat_mp_channel.py | 8 | CODE | |
| LOW | channel/wechat/wechat_channel.py | 11 | CODE | |
| LOW | channel/wechat/wechat_channel.py | 18 | CODE | |
| LOW | channel/http/auth.py | 6 | CODE | |
| LOW | channel/http/http_channel.py | 15 | CODE | |
| LOW | channel/slack/slack_channel.py | 5 | CODE | |
| LOW | channel/gmail/gmail_channel.py | 13 | CODE | |
| LOW | model/linkai/link_ai_bot.py | 5 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | plugins/createimg/createimg.py | 26 | CODE | |
| LOW | channel/channel_factory.py | 6 | CODE | |
| LOW | channel/feishu/store.py | 37 | CODE | |
| LOW | channel/http/auth.py | 80 | CODE | |
| LOW | channel/gmail/gmail_channel.py | 50 | CODE | |
| LOW | channel/gmail/gmail_channel.py | 102 | CODE | |
| LOW | model/model_factory.py | 7 | CODE | |
| LOW | model/linkai/link_ai_bot.py | 59 | CODE | |
| LOW | model/linkai/link_ai_bot.py | 223 | CODE | |
| LOW | model/linkai/link_ai_bot.py | 353 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | channel/discord/discord_channel.py | 83 | async def on_private_channel_delete(self, channel): | CODE |
| LOW | channel/discord/discord_channel.py | 87 | async def on_private_channel_create(self, channel): | CODE |
| LOW | channel/feishu/feishu_channel.py | 152 | def handle_request_url_verify(self, post_obj): | CODE |
| LOW | model/linkai/link_ai_bot.py | 335 | def _fetch_knowledge_search_suffix(self, response) -> str: | CODE |
| LOW | model/bing/new_bing_model.py | 133 | def build_source_attributions(self, answer, context): | CODE |
| LOW | model/bing/jailbroken_sydney.py | 34 | def get_messages_for_conversation(messages, parent_message_id): | CODE |
| LOW | model/openai/open_ai_model.py | 228 | def discard_exceed_conversation(session, max_tokens): | CODE |
| LOW | model/openai/chatgpt_model.py | 48 | def _supports_sampling_params(self, model): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | channel/qq/config.yml | 21 | # -1 为关闭心跳 | COMMENT |
| LOW | channel/qq/config.yml | 81 | COMMENT | |
| LOW | model/linkai/link_ai_bot.py | 161 | COMMENT | |
| LOW | model/linkai/link_ai_bot.py | 181 | # return messages | COMMENT |
| LOW | model/linkai/link_ai_bot.py | 201 | # with open(path, "rb") as file: | COMMENT |
| LOW | model/linkai/link_ai_bot.py | 481 | COMMENT | |
| LOW | model/linkai/link_ai_bot.py | 501 | # log.debug(f"[LinkAI] chat history, before tokens={total_tokens}, now tokens={tokens_cnt}") | COMMENT |