hermes - 💡(How to fix) Fix [Bug]: Local Multimodal/Vision failure: Agent fails to format image payloads correctly for local OpenAI-compatible endpoints (LM Studio)

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Error Message

Operating System

26.5 (25F71)

Python Version

No response

Hermes Version

lartest

Additional Logs / Traceback (optional)

Root Cause

In both cases, instead of formatting the multimodal payload using the standard OpenAI vision format ({"type": "image_url", "image_url": {"url": "data:image/..."}}), the agent either treats the image as a plain text string filename or gets stuck because the local endpoint cannot receive the tool's visual output. This renders all vision-related capabilities completely broken when hooked up to local providers.

Fix Action

Fix / Workaround

2026-05-20 10:44:28,386 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24898 (_call):6206435328 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:44:28,397 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=40631 out=3354 total=43985 latency=373.8s
2026-05-20 10:44:28,540 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.01s): {"success": false, "error": "Skill name is required."}
2026-05-20 10:44:28,580 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-24933 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:48:04,920 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24933 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:48:04,931 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=44014 out=2858 total=46872 latency=216.4s
2026-05-20 10:48:04,936 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.00s): {"success": false, "error": "SKILL.md must start with YAML frontmatter (---). See existing skills for format."}
2026-05-20 10:48:04,974 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-24997 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:51:33,606 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24997 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:51:33,611 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=46915 out=3039 total=49954 latency=208.7s
2026-05-20 10:51:33,777 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_manage completed (0.04s, 526 chars)
2026-05-20 10:51:33,798 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25025 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:53:39,733 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25025 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:53:39,740 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=50087 out=1797 total=51884 latency=125.9s
2026-05-20 10:53:39,773 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.03s): {"success": false, "error": "Skill '' not found. Create it first with action='create'."}
2026-05-20 10:53:39,813 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25044 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:17,805 WARNING agent.chat_completion_helpers: Streaming failed after partial delivery, not retrying: Model reloaded.
2026-05-20 10:54:17,808 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25044 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:17,810 WARNING [20260520_101822_4a28c7] agent.chat_completion_helpers: Partial stream dropped tool call(s) ['skill_manage'] after 118 chars of text; surfaced warning to user: Model reloaded.
2026-05-20 10:54:17,828 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=5/16 budget=5/16 tool_turns=16 last_msg_role=assistant response_len=116 session=20260520_101822_4a28c7
2026-05-20 10:54:17,830 INFO [20260520_101822_4a28c7] run_agent: OpenAI client closed (agent_close, shared=True, tcp_force_closed=0) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:25,946 INFO [20260520_101822_4a28c7] agent.conversation_loop: conversation turn: session=20260520_101822_4a28c7 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=28 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 分析下这张图片  [Attached files: Screenshot_...'
2026-05-20 10:54:25,960 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25063 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:44,151 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25063 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:44,152 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #26: model=qwen/qwen3.5-9b provider=lmstudio in=39607 out=63 total=39670 latency=258.2s
2026-05-20 10:58:44,279 ERROR [20260520_101822_4a28c7] tools.computer_use.tool: computer_use capture failed
Traceback (most recent call last):
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 254, in handle_computer_use
    return _dispatch(backend, action, args)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 319, in _dispatch
    cap = backend.capture(mode=mode, app=args.get("app"))
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 352, in capture
    lw_out = self._session.call_tool("list_windows", {"on_screen_only": True})
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 275, in call_tool
    return self._bridge.run(self._call_tool_async(name, args), timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 194, in run
    return fut.result(timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 456, in result
    return self.__get_result()
           ^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 401, in __get_result
    raise self._exception
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 270, in _call_tool_async
    result = await self._session.call_tool(name, args)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/client/session.py", line 383, in call_tool
    result = await self.send_request(
             ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/shared/session.py", line 306, in send_request
    raise McpError(response_or_error.error)
mcp.shared.exceptions.McpError: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry.
2026-05-20 10:58:44,284 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool computer_use returned error (0.07s): {"error": "capture failed: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry."}
2026-05-20 10:58:44,302 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25240 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:55,313 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25240 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:55,314 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #27: model=qwen/qwen3.5-9b provider=lmstudio in=39739 out=88 total=39827 latency=11.0s
2026-05-20 10:58:55,325 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool browser_vision returned error (0.00s): {"error": "No browser session. Call browser_navigate first.", "success": false}
2026-05-20 10:58:55,356 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25247 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:04,503 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25247 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:04,504 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #28: model=qwen/qwen3.5-9b provider=lmstudio in=39861 out=74 total=39935 latency=9.2s
2026-05-20 10:59:04,514 ERROR [20260520_101822_4a28c7] tools.computer_use.tool: computer_use capture failed
Traceback (most recent call last):
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 254, in handle_computer_use
    return _dispatch(backend, action, args)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 319, in _dispatch
    cap = backend.capture(mode=mode, app=args.get("app"))
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 352, in capture
    lw_out = self._session.call_tool("list_windows", {"on_screen_only": True})
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 275, in call_tool
    return self._bridge.run(self._call_tool_async(name, args), timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 194, in run
    return fut.result(timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 456, in result
    return self.__get_result()
           ^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 401, in __get_result
    raise self._exception
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 270, in _call_tool_async
    result = await self._session.call_tool(name, args)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/client/session.py", line 383, in call_tool
    result = await self.send_request(
             ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/shared/session.py", line 306, in send_request
    raise McpError(response_or_error.error)
mcp.shared.exceptions.McpError: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry.
2026-05-20 10:59:04,519 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool computer_use returned error (0.01s): {"error": "capture failed: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry."}
2026-05-20 10:59:04,543 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25254 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:15,878 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25254 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:15,879 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #29: model=qwen/qwen3.5-9b provider=lmstudio in=40004 out=83 total=40087 latency=11.3s
2026-05-20 10:59:15,888 INFO [20260520_101822_4a28c7] tools.terminal_tool: Creating new local environment for task default...
2026-05-20 10:59:16,124 INFO [20260520_101822_4a28c7] tools.environments.base: Session snapshot created (session=09e5fef37d8b, cwd=/Users/xbaby/Sites/AIwork)
2026-05-20 10:59:16,125 INFO [20260520_101822_4a28c7] tools.terminal_tool: local environment ready for task default
2026-05-20 10:59:16,384 INFO [20260520_101822_4a28c7] agent.tool_executor: tool terminal completed (0.50s, 45 chars)
2026-05-20 10:59:16,405 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25268 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:23,950 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25268 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:23,951 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #30: model=qwen/qwen3.5-9b provider=lmstudio in=40118 out=59 total=40177 latency=7.6s
2026-05-20 10:59:23,958 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool process returned error (0.00s): {"error": "session_id is required for wait"}
2026-05-20 10:59:23,996 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25272 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:32,323 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25272 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:32,324 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #31: model=qwen/qwen3.5-9b provider=lmstudio in=40203 out=70 total=40273 latency=8.3s
2026-05-20 10:59:35,426 INFO [20260520_101822_4a28c7] agent.tool_executor: tool terminal completed (3.09s, 58 chars)
2026-05-20 10:59:35,461 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25280 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:43,333 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25280 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:43,334 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #32: model=qwen/qwen3.5-9b provider=lmstudio in=40311 out=60 total=40371 latency=7.9s
2026-05-20 10:59:44,161 INFO [20260520_101822_4a28c7] agent.tool_executor: tool computer_use completed (0.82s, 99971 chars)
2026-05-20 10:59:44,193 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25289 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:03,402 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25289 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:03,404 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #33: model=qwen/qwen3.5-9b provider=lmstudio in=41351 out=89 total=41440 latency=19.2s
2026-05-20 11:00:03,427 INFO [20260520_101822_4a28c7] tools.web_tools: Web search via ddgs: 'analyze image visual content description' (limit: 1)
2026-05-20 11:00:04,074 INFO primp: response: https://en.wikipedia.org/w/api.php?action=opensearch&profile=fuzzy&limit=1&search=analyze%20image%20visual%20content%20description 200
2026-05-20 11:00:04,077 INFO primp: response: https://grokipedia.com/api/typeahead?query=analyze+image+visual+content+description&limit=1 200
2026-05-20 11:00:04,727 INFO primp: response: https://search.yahoo.com/search;_ylt=xbC9VtBtAX488ZNrIoeX03LT;_ylu=R5Syi3-XiCMwU78oMEgH9yGNzB2I7FlF6Ok8F8P_Y81iAoA?p=analyze+image+visual+content+description 200
2026-05-20 11:00:05,398 INFO [20260520_101822_4a28c7] plugins.web.ddgs.provider: DDGS search 'analyze image visual content description': 1 results (limit 1)
2026-05-20 11:00:05,400 INFO [20260520_101822_4a28c7] agent.tool_executor: tool web_search completed (1.98s, 577 chars)
2026-05-20 11:00:05,428 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25302 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:18,531 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25302 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:18,533 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #34: model=qwen/qwen3.5-9b provider=lmstudio in=41589 out=92 total=41681 latency=13.1s
2026-05-20 11:00:18,539 INFO [20260520_101822_4a28c7] tools.web_tools: Web search via ddgs: 'vision API qwen image analysis endpoint' (limit: 1)
2026-05-20 11:00:19,132 INFO primp: response: https://en.wikipedia.org/w/api.php?action=opensearch&profile=fuzzy&limit=1&search=vision%20API%20qwen%20image%20analysis%20endpoint 200
2026-05-20 11:00:19,148 INFO primp: response: https://grokipedia.com/api/typeahead?query=vision+API+qwen+image+analysis+endpoint&limit=1 200
2026-05-20 11:00:24,158 INFO [20260520_101822_4a28c7] ddgs.ddgs: Error in engine startpage: TimeoutException(TimeoutError('error sending request for url (https://www.startpage.com/)', 'https://www.startpage.com/'))
2026-05-20 11:00:26,291 INFO primp: response: https://www.mojeek.com/search?q=vision+API+qwen+image+analysis+endpoint 200
2026-05-20 11:00:26,472 INFO [20260520_101822_4a28c7] plugins.web.ddgs.provider: DDGS search 'vision API qwen image analysis endpoint': 1 results (limit 1)
2026-05-20 11:00:26,474 INFO [20260520_101822_4a28c7] agent.tool_executor: tool web_search completed (7.94s, 395 chars)
2026-05-20 11:00:26,513 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25321 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,621 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25321 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,623 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #35: model=qwen/qwen3.5-9b provider=lmstudio in=41811 out=322 total=42133 latency=38.1s
2026-05-20 11:01:04,662 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=10/90 budget=10/90 tool_turns=21 last_msg_role=assistant response_len=509 session=20260520_101822_4a28c7
2026-05-20 11:01:04,704 INFO run_agent: OpenAI client created (agent_init, shared=True) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,772 INFO agent.auxiliary_client: Auxiliary auto-detect: using main provider lmstudio (qwen/qwen3.5-9b)
2026-05-20 11:01:04,850 INFO agent.model_metadata: Could not detect context length for model 'qwen/qwen3.5-9b' at http://127.0.0.1:1234/v1/ — defaulting to 256,000 tokens (probe-down). Set model.context_length in config.yaml to override.
2026-05-20 11:01:04,852 INFO [20260520_101822_4a28c7] agent.conversation_loop: conversation turn: session=20260520_101822_4a28c7 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=48 msg='Review the conversation above and update the skill library. Be ACTIVE — most ses...'
2026-05-20 11:01:04,871 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25350 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:04:54,211 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25350 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:04:54,214 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=42932 out=275 total=43207 latency=229.4s
2026-05-20 11:04:54,325 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skills_list completed (0.06s, 18066 chars)
2026-05-20 11:04:54,338 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25419 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:05:30,559 INFO tools.terminal_tool: Cleaned up inactive environment for task: default
2026-05-20 11:05:54,312 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25419 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:05:54,316 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=47859 out=136 total=47995 latency=60.0s
2026-05-20 11:05:54,365 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_view completed (0.05s, 10377 chars)
2026-05-20 11:05:54,389 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25425 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:15,421 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25425 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:15,423 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=51470 out=849 total=52319 latency=141.0s
2026-05-20 11:08:15,427 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool patch returned error (0.00s): {"error": "Background review denied non-whitelisted tool: patch. Only memory/skill tools are allowed."}
2026-05-20 11:08:15,454 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25464 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:53,644 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25464 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:53,646 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=52358 out=297 total=52655 latency=38.2s
2026-05-20 11:08:53,677 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_manage completed (0.03s, 122 chars)
2026-05-20 11:08:53,697 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25468 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:09:40,460 WARNING agent.chat_completion_helpers: Streaming failed after partial delivery, not retrying: Model unloaded.
2026-05-20 11:09:40,462 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25468 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:09:40,462 WARNING [20260520_101822_4a28c7] agent.chat_completion_helpers: Partial stream dropped tool call(s) ['skill_manage'] after 118 chars of text; surfaced warning to user: Model unloaded.
2026-05-20 11:09:40,472 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=5/16 budget=5/16 tool_turns=25 last_msg_role=assistant response_len=116 session=20260520_101822_4a28c7
2026-05-20 11:09:40,473 INFO [20260520_101822_4a28c7] run_agent: OpenAI client closed (agent_close, shared=True, tcp_force_closed=0) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:10:18,463 INFO run_agent: OpenAI client created (agent_init, shared=True) thread=Thread-25498 (_run_agent_streaming):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:10:20,974 INFO agent.auxiliary_client: Auxiliary auto-detect: using main provider lmstudio (qwen/qwen3.5-9b)
2026-05-20 11:10:21,074 INFO agent.model_metadata: Could not detect context length for model 'qwen/qwen3.5-9b' at http://127.0.0.1:1234/v1/ — defaulting to 256,000 tokens (probe-down). Set model.context_length in config.yaml to override.
2026-05-20 11:10:21,079 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=0 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 图片里有什么  [Attached files: Screenshot_2...'
2026-05-20 11:10:21,163 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25504 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:11:58,158 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25504 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:11:58,160 INFO [3c9762184303] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=19449 out=68 total=19517 latency=97.0s
2026-05-20 11:11:58,167 WARNING [3c9762184303] agent.tool_executor: Tool browser_vision returned error (0.00s): {"error": "No browser session. Call browser_navigate first.", "success": false}
2026-05-20 11:11:58,189 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25569 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:04,242 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25569 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:04,243 INFO [3c9762184303] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=19551 out=96 total=19647 latency=6.1s
2026-05-20 11:12:04,569 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.32s, 217417 chars)
2026-05-20 11:12:04,590 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25576 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:11,125 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25576 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:11,129 INFO [3c9762184303] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=19729 out=95 total=19824 latency=6.6s
2026-05-20 11:12:11,537 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.39s, 218915 chars)
2026-05-20 11:12:11,551 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25582 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:25,077 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25582 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:25,078 INFO [3c9762184303] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=20348 out=159 total=20507 latency=13.5s
2026-05-20 11:12:25,097 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=4/90 budget=4/90 tool_turns=3 last_msg_role=assistant response_len=290 session=3c9762184303
2026-05-20 11:12:27,330 INFO api.streaming: title_status session=3c9762184303 status=llm reason=llm title='分析图片附件内容' raw_preview=''
2026-05-20 11:12:53,026 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=8 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 图片里面有什么  [Attached files: Screenshot_...'
2026-05-20 11:12:53,037 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25618 (_call):6357872640 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:13:14,664 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25618 (_call):6357872640 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:13:14,666 INFO [3c9762184303] agent.conversation_loop: API call #5: model=qwen/qwen3.5-9b provider=lmstudio in=20432 out=210 total=20642 latency=21.6s
2026-05-20 11:13:14,690 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=1/90 budget=1/90 tool_turns=3 last_msg_role=assistant response_len=353 session=3c9762184303
2026-05-20 11:15:33,886 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=10 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 给屏幕截图并看下我的屏幕上的软件'
2026-05-20 11:15:33,894 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25668 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:43,021 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25668 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:43,025 INFO [3c9762184303] agent.conversation_loop: API call #6: model=qwen/qwen3.5-9b provider=lmstudio in=20629 out=66 total=20695 latency=9.1s
2026-05-20 11:15:43,541 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.45s, 218915 chars)
2026-05-20 11:15:43,562 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25673 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:56,630 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25673 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:56,633 INFO [3c9762184303] agent.conversation_loop: API call #7: model=qwen/qwen3.5-9b provider=lmstudio in=21219 out=160 total=21379 latency=13.1s
2026-05-20 11:15:56,653 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=2/90 budget=2/90 tool_turns=4 last_msg_role=assistant response_len=313 session=3c9762184303

Code Example

cat << EOF | curl http://localhost:55888/api/v1/chat -H "Content-Type: application/json" -d @-
{
  "model": "qwen/qwen3.5-9b",
  "input": [
    {
      "type": "text",
      "content": "请分析这张图片里的人像特征。"
    },
    {
      "type": "image",
      "image": "data:image/png;base64,$(base64 -i '/Users/xbaby/Sites/AIwork/images/Screenshot 2026-05-04 at 13.16.19_Closeup.png' | tr -d '\n')"
    }
  ]
}
EOF

### Actual Behavior

Actual broken payload captured from logs:
Currently, the uploader just glues the filename as a plain text string, leaving the local model completely "blind":
{
  "role": "user",
  "content": "图片里有什么\n\n[Attached files: Screenshot_2026-05-04_at_13.16.19_Closeup.png]"
}

### Affected Component

CLI (interactive chat)

### Messaging Platform (if gateway-related)

_No response_

### Debug Report

---

### Operating System

26.5 (25F71)

### Python Version

_No response_

### Hermes Version

lartest

### Additional Logs / Traceback (optional)
RAW_BUFFERClick to expand / collapse

Bug Description

Description: When using Hermes Agent with a local vision-capable model (specifically qwen/qwen3.5-9b hosted via LM Studio), the agent fails to handle images correctly. This happens in two scenarios:

When a user uploads a local file attachment.

When the computer_use tool (via cua-driver) captures a screenshot.

In both cases, instead of formatting the multimodal payload using the standard OpenAI vision format ({"type": "image_url", "image_url": {"url": "data:image/..."}}), the agent either treats the image as a plain text string filename or gets stuck because the local endpoint cannot receive the tool's visual output. This renders all vision-related capabilities completely broken when hooked up to local providers.

Steps to Reproduce: Host a multi-modal model locally using LM Studio (e.g., Qwen 3.5 9B Vision).

Configure Hermes Agent to use this local server as the base URL (/v1/chat/completions).

Scenario A: Attach a local image file and ask "What is in this image?".

Scenario B: Ask the agent to use computer_use to take a screenshot ({"action": "capture", "mode": "som"}).

Actual Behavior: For Scenario A: The agent strips/ignores the image binary and just glues the filename as plain text into the user prompt:

JSON { "role": "user", "content": "图片里有什么\n\n[Attached files: Screenshot_2026-05-04_at_13.16.19_Closeup.png]" } The local LLM only sees the text string, becomes "blind" to the pixels, and loops trying to find a way to read it.

For Scenario B: The computer_use tool successfully fires and captures the screen, but when feeding the result back into the local model, the pipeline breaks down because it doesn't translate the return image buffer into a supported local multimodal JSON array format.

Expected Behavior: The agent should detect that the model/provider supports vision (or just respect standard OpenAI multi-modal specs) and automatically convert both attached files and tool-captured screenshots into proper Base64 data arrays before hitting the /v1/chat/completions endpoint.

Environment Logs: Here is the captured debug trace showing the plain-text attachment mismatch and the tool-use failure:

JSON 2026-05-20 11:15:43 [DEBUG] Received request: POST to /v1/chat/completions with body { "messages": [ { "role": "user", "content": "图片里有什么\n\n[Attached files: Screenshot_2026-05-04_at_13.16.19_Closeup.png]" } ], "model": "qwen/qwen3.5-9b" } (Later when calling computer_use)

JSON { "role": "tool", "name": "computer_use", "content": "{"error": "computer_use returned screenshot/image ... <Truncated> ..."}", "tool_call_id": "605034409" } Environment Context: OS: macOS

Agent Framework: Hermes Agent / cua-driver

Local Provider: LM Studio (Endpoint: http://localhost:55888/v1)

Active Model: qwen/qwen3.5-9b (Vision-capable)

Steps to Reproduce

  1. Set up a local vision-capable model (e.g., qwen/qwen3.5-9b) inside LM Studio.
  2. Configure the Hermes Agent to point to the local server endpoint (either /v1 or /api/v1/chat).
  3. Run hermes chat and trigger a vision-related task via either of these two methods:
    • Method A (Local Attachment): Drag and drop a local image file and ask "What is in this image?".
    • Method B (Tool Capture): Ask the agent to use computer_use to take a screenshot via cua-driver (e.g., "Take a screenshot and look at my screen").
  4. Observe the agent logs. The local LLM fails to recognize the image in both scenarios.

Expected Behavior

The agent should automatically format both attached image files and tool-captured screenshots into standard structured multimodal JSON arrays before posting to the local server.

Depending on the endpoint configuration, it should structure the image payload correctly instead of sending raw filenames as plain text:

1. For Standard OpenAI-Compatible Endpoint (/v1/chat/completions)

The content payload under the messages array should be sent as a structured list:

cat << EOF | curl http://localhost:55888/api/v1/chat -H "Content-Type: application/json" -d @-
{
  "model": "qwen/qwen3.5-9b",
  "input": [
    {
      "type": "text",
      "content": "请分析这张图片里的人像特征。"
    },
    {
      "type": "image",
      "image": "data:image/png;base64,$(base64 -i '/Users/xbaby/Sites/AIwork/images/Screenshot 2026-05-04 at 13.16.19_Closeup.png' | tr -d '\n')"
    }
  ]
}
EOF

### Actual Behavior

Actual broken payload captured from logs:
Currently, the uploader just glues the filename as a plain text string, leaving the local model completely "blind":
{
  "role": "user",
  "content": "图片里有什么\n\n[Attached files: Screenshot_2026-05-04_at_13.16.19_Closeup.png]"
}

### Affected Component

CLI (interactive chat)

### Messaging Platform (if gateway-related)

_No response_

### Debug Report

```shell
2026-05-20 10:44:28,386 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24898 (_call):6206435328 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:44:28,397 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=40631 out=3354 total=43985 latency=373.8s
2026-05-20 10:44:28,540 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.01s): {"success": false, "error": "Skill name is required."}
2026-05-20 10:44:28,580 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-24933 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:48:04,920 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24933 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:48:04,931 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=44014 out=2858 total=46872 latency=216.4s
2026-05-20 10:48:04,936 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.00s): {"success": false, "error": "SKILL.md must start with YAML frontmatter (---). See existing skills for format."}
2026-05-20 10:48:04,974 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-24997 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:51:33,606 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-24997 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:51:33,611 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=46915 out=3039 total=49954 latency=208.7s
2026-05-20 10:51:33,777 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_manage completed (0.04s, 526 chars)
2026-05-20 10:51:33,798 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25025 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:53:39,733 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25025 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:53:39,740 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=50087 out=1797 total=51884 latency=125.9s
2026-05-20 10:53:39,773 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool skill_manage returned error (0.03s): {"success": false, "error": "Skill '' not found. Create it first with action='create'."}
2026-05-20 10:53:39,813 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25044 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:17,805 WARNING agent.chat_completion_helpers: Streaming failed after partial delivery, not retrying: Model reloaded.
2026-05-20 10:54:17,808 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25044 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:17,810 WARNING [20260520_101822_4a28c7] agent.chat_completion_helpers: Partial stream dropped tool call(s) ['skill_manage'] after 118 chars of text; surfaced warning to user: Model reloaded.
2026-05-20 10:54:17,828 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=5/16 budget=5/16 tool_turns=16 last_msg_role=assistant response_len=116 session=20260520_101822_4a28c7
2026-05-20 10:54:17,830 INFO [20260520_101822_4a28c7] run_agent: OpenAI client closed (agent_close, shared=True, tcp_force_closed=0) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:54:25,946 INFO [20260520_101822_4a28c7] agent.conversation_loop: conversation turn: session=20260520_101822_4a28c7 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=28 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 分析下这张图片  [Attached files: Screenshot_...'
2026-05-20 10:54:25,960 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25063 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:44,151 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25063 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:44,152 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #26: model=qwen/qwen3.5-9b provider=lmstudio in=39607 out=63 total=39670 latency=258.2s
2026-05-20 10:58:44,279 ERROR [20260520_101822_4a28c7] tools.computer_use.tool: computer_use capture failed
Traceback (most recent call last):
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 254, in handle_computer_use
    return _dispatch(backend, action, args)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 319, in _dispatch
    cap = backend.capture(mode=mode, app=args.get("app"))
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 352, in capture
    lw_out = self._session.call_tool("list_windows", {"on_screen_only": True})
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 275, in call_tool
    return self._bridge.run(self._call_tool_async(name, args), timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 194, in run
    return fut.result(timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 456, in result
    return self.__get_result()
           ^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 401, in __get_result
    raise self._exception
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 270, in _call_tool_async
    result = await self._session.call_tool(name, args)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/client/session.py", line 383, in call_tool
    result = await self.send_request(
             ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/shared/session.py", line 306, in send_request
    raise McpError(response_or_error.error)
mcp.shared.exceptions.McpError: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry.
2026-05-20 10:58:44,284 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool computer_use returned error (0.07s): {"error": "capture failed: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry."}
2026-05-20 10:58:44,302 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25240 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:55,313 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25240 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:58:55,314 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #27: model=qwen/qwen3.5-9b provider=lmstudio in=39739 out=88 total=39827 latency=11.0s
2026-05-20 10:58:55,325 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool browser_vision returned error (0.00s): {"error": "No browser session. Call browser_navigate first.", "success": false}
2026-05-20 10:58:55,356 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25247 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:04,503 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25247 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:04,504 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #28: model=qwen/qwen3.5-9b provider=lmstudio in=39861 out=74 total=39935 latency=9.2s
2026-05-20 10:59:04,514 ERROR [20260520_101822_4a28c7] tools.computer_use.tool: computer_use capture failed
Traceback (most recent call last):
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 254, in handle_computer_use
    return _dispatch(backend, action, args)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/tool.py", line 319, in _dispatch
    cap = backend.capture(mode=mode, app=args.get("app"))
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 352, in capture
    lw_out = self._session.call_tool("list_windows", {"on_screen_only": True})
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 275, in call_tool
    return self._bridge.run(self._call_tool_async(name, args), timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 194, in run
    return fut.result(timeout=timeout)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 456, in result
    return self.__get_result()
           ^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/concurrent/futures/_base.py", line 401, in __get_result
    raise self._exception
  File "/Users/xbaby/.hermes/hermes-agent/tools/computer_use/cua_backend.py", line 270, in _call_tool_async
    result = await self._session.call_tool(name, args)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/client/session.py", line 383, in call_tool
    result = await self.send_request(
             ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/xbaby/.hermes/hermes-agent/venv/lib/python3.11/site-packages/mcp/shared/session.py", line 306, in send_request
    raise McpError(response_or_error.error)
mcp.shared.exceptions.McpError: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry.
2026-05-20 10:59:04,519 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool computer_use returned error (0.01s): {"error": "capture failed: Internal error: cua-driver daemon not reachable on /Users/xbaby/Library/Caches/cua-driver/cua-driver.sock. Start it with `open -n -g -a CuaDriver --args serve` and retry."}
2026-05-20 10:59:04,543 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25254 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:15,878 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25254 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:15,879 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #29: model=qwen/qwen3.5-9b provider=lmstudio in=40004 out=83 total=40087 latency=11.3s
2026-05-20 10:59:15,888 INFO [20260520_101822_4a28c7] tools.terminal_tool: Creating new local environment for task default...
2026-05-20 10:59:16,124 INFO [20260520_101822_4a28c7] tools.environments.base: Session snapshot created (session=09e5fef37d8b, cwd=/Users/xbaby/Sites/AIwork)
2026-05-20 10:59:16,125 INFO [20260520_101822_4a28c7] tools.terminal_tool: local environment ready for task default
2026-05-20 10:59:16,384 INFO [20260520_101822_4a28c7] agent.tool_executor: tool terminal completed (0.50s, 45 chars)
2026-05-20 10:59:16,405 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25268 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:23,950 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25268 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:23,951 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #30: model=qwen/qwen3.5-9b provider=lmstudio in=40118 out=59 total=40177 latency=7.6s
2026-05-20 10:59:23,958 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool process returned error (0.00s): {"error": "session_id is required for wait"}
2026-05-20 10:59:23,996 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25272 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:32,323 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25272 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:32,324 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #31: model=qwen/qwen3.5-9b provider=lmstudio in=40203 out=70 total=40273 latency=8.3s
2026-05-20 10:59:35,426 INFO [20260520_101822_4a28c7] agent.tool_executor: tool terminal completed (3.09s, 58 chars)
2026-05-20 10:59:35,461 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25280 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:43,333 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25280 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 10:59:43,334 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #32: model=qwen/qwen3.5-9b provider=lmstudio in=40311 out=60 total=40371 latency=7.9s
2026-05-20 10:59:44,161 INFO [20260520_101822_4a28c7] agent.tool_executor: tool computer_use completed (0.82s, 99971 chars)
2026-05-20 10:59:44,193 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25289 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:03,402 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25289 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:03,404 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #33: model=qwen/qwen3.5-9b provider=lmstudio in=41351 out=89 total=41440 latency=19.2s
2026-05-20 11:00:03,427 INFO [20260520_101822_4a28c7] tools.web_tools: Web search via ddgs: 'analyze image visual content description' (limit: 1)
2026-05-20 11:00:04,074 INFO primp: response: https://en.wikipedia.org/w/api.php?action=opensearch&profile=fuzzy&limit=1&search=analyze%20image%20visual%20content%20description 200
2026-05-20 11:00:04,077 INFO primp: response: https://grokipedia.com/api/typeahead?query=analyze+image+visual+content+description&limit=1 200
2026-05-20 11:00:04,727 INFO primp: response: https://search.yahoo.com/search;_ylt=xbC9VtBtAX488ZNrIoeX03LT;_ylu=R5Syi3-XiCMwU78oMEgH9yGNzB2I7FlF6Ok8F8P_Y81iAoA?p=analyze+image+visual+content+description 200
2026-05-20 11:00:05,398 INFO [20260520_101822_4a28c7] plugins.web.ddgs.provider: DDGS search 'analyze image visual content description': 1 results (limit 1)
2026-05-20 11:00:05,400 INFO [20260520_101822_4a28c7] agent.tool_executor: tool web_search completed (1.98s, 577 chars)
2026-05-20 11:00:05,428 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25302 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:18,531 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25302 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:00:18,533 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #34: model=qwen/qwen3.5-9b provider=lmstudio in=41589 out=92 total=41681 latency=13.1s
2026-05-20 11:00:18,539 INFO [20260520_101822_4a28c7] tools.web_tools: Web search via ddgs: 'vision API qwen image analysis endpoint' (limit: 1)
2026-05-20 11:00:19,132 INFO primp: response: https://en.wikipedia.org/w/api.php?action=opensearch&profile=fuzzy&limit=1&search=vision%20API%20qwen%20image%20analysis%20endpoint 200
2026-05-20 11:00:19,148 INFO primp: response: https://grokipedia.com/api/typeahead?query=vision+API+qwen+image+analysis+endpoint&limit=1 200
2026-05-20 11:00:24,158 INFO [20260520_101822_4a28c7] ddgs.ddgs: Error in engine startpage: TimeoutException(TimeoutError('error sending request for url (https://www.startpage.com/)', 'https://www.startpage.com/'))
2026-05-20 11:00:26,291 INFO primp: response: https://www.mojeek.com/search?q=vision+API+qwen+image+analysis+endpoint 200
2026-05-20 11:00:26,472 INFO [20260520_101822_4a28c7] plugins.web.ddgs.provider: DDGS search 'vision API qwen image analysis endpoint': 1 results (limit 1)
2026-05-20 11:00:26,474 INFO [20260520_101822_4a28c7] agent.tool_executor: tool web_search completed (7.94s, 395 chars)
2026-05-20 11:00:26,513 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25321 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,621 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25321 (_call):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,623 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #35: model=qwen/qwen3.5-9b provider=lmstudio in=41811 out=322 total=42133 latency=38.1s
2026-05-20 11:01:04,662 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=10/90 budget=10/90 tool_turns=21 last_msg_role=assistant response_len=509 session=20260520_101822_4a28c7
2026-05-20 11:01:04,704 INFO run_agent: OpenAI client created (agent_init, shared=True) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:01:04,772 INFO agent.auxiliary_client: Auxiliary auto-detect: using main provider lmstudio (qwen/qwen3.5-9b)
2026-05-20 11:01:04,850 INFO agent.model_metadata: Could not detect context length for model 'qwen/qwen3.5-9b' at http://127.0.0.1:1234/v1/ — defaulting to 256,000 tokens (probe-down). Set model.context_length in config.yaml to override.
2026-05-20 11:01:04,852 INFO [20260520_101822_4a28c7] agent.conversation_loop: conversation turn: session=20260520_101822_4a28c7 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=48 msg='Review the conversation above and update the skill library. Be ACTIVE — most ses...'
2026-05-20 11:01:04,871 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25350 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:04:54,211 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25350 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:04:54,214 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=42932 out=275 total=43207 latency=229.4s
2026-05-20 11:04:54,325 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skills_list completed (0.06s, 18066 chars)
2026-05-20 11:04:54,338 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25419 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:05:30,559 INFO tools.terminal_tool: Cleaned up inactive environment for task: default
2026-05-20 11:05:54,312 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25419 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:05:54,316 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=47859 out=136 total=47995 latency=60.0s
2026-05-20 11:05:54,365 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_view completed (0.05s, 10377 chars)
2026-05-20 11:05:54,389 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25425 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:15,421 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25425 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:15,423 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=51470 out=849 total=52319 latency=141.0s
2026-05-20 11:08:15,427 WARNING [20260520_101822_4a28c7] agent.tool_executor: Tool patch returned error (0.00s): {"error": "Background review denied non-whitelisted tool: patch. Only memory/skill tools are allowed."}
2026-05-20 11:08:15,454 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25464 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:53,644 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25464 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:08:53,646 INFO [20260520_101822_4a28c7] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=52358 out=297 total=52655 latency=38.2s
2026-05-20 11:08:53,677 INFO [20260520_101822_4a28c7] agent.tool_executor: tool skill_manage completed (0.03s, 122 chars)
2026-05-20 11:08:53,697 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25468 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:09:40,460 WARNING agent.chat_completion_helpers: Streaming failed after partial delivery, not retrying: Model unloaded.
2026-05-20 11:09:40,462 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25468 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:09:40,462 WARNING [20260520_101822_4a28c7] agent.chat_completion_helpers: Partial stream dropped tool call(s) ['skill_manage'] after 118 chars of text; surfaced warning to user: Model unloaded.
2026-05-20 11:09:40,472 INFO [20260520_101822_4a28c7] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=5/16 budget=5/16 tool_turns=25 last_msg_role=assistant response_len=116 session=20260520_101822_4a28c7
2026-05-20 11:09:40,473 INFO [20260520_101822_4a28c7] run_agent: OpenAI client closed (agent_close, shared=True, tcp_force_closed=0) thread=bg-review:6155956224 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:10:18,463 INFO run_agent: OpenAI client created (agent_init, shared=True) thread=Thread-25498 (_run_agent_streaming):6307393536 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:10:20,974 INFO agent.auxiliary_client: Auxiliary auto-detect: using main provider lmstudio (qwen/qwen3.5-9b)
2026-05-20 11:10:21,074 INFO agent.model_metadata: Could not detect context length for model 'qwen/qwen3.5-9b' at http://127.0.0.1:1234/v1/ — defaulting to 256,000 tokens (probe-down). Set model.context_length in config.yaml to override.
2026-05-20 11:10:21,079 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=0 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 图片里有什么  [Attached files: Screenshot_2...'
2026-05-20 11:10:21,163 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25504 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:11:58,158 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25504 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:11:58,160 INFO [3c9762184303] agent.conversation_loop: API call #1: model=qwen/qwen3.5-9b provider=lmstudio in=19449 out=68 total=19517 latency=97.0s
2026-05-20 11:11:58,167 WARNING [3c9762184303] agent.tool_executor: Tool browser_vision returned error (0.00s): {"error": "No browser session. Call browser_navigate first.", "success": false}
2026-05-20 11:11:58,189 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25569 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:04,242 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25569 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:04,243 INFO [3c9762184303] agent.conversation_loop: API call #2: model=qwen/qwen3.5-9b provider=lmstudio in=19551 out=96 total=19647 latency=6.1s
2026-05-20 11:12:04,569 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.32s, 217417 chars)
2026-05-20 11:12:04,590 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25576 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:11,125 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25576 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:11,129 INFO [3c9762184303] agent.conversation_loop: API call #3: model=qwen/qwen3.5-9b provider=lmstudio in=19729 out=95 total=19824 latency=6.6s
2026-05-20 11:12:11,537 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.39s, 218915 chars)
2026-05-20 11:12:11,551 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25582 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:25,077 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25582 (_call):6189608960 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:12:25,078 INFO [3c9762184303] agent.conversation_loop: API call #4: model=qwen/qwen3.5-9b provider=lmstudio in=20348 out=159 total=20507 latency=13.5s
2026-05-20 11:12:25,097 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=4/90 budget=4/90 tool_turns=3 last_msg_role=assistant response_len=290 session=3c9762184303
2026-05-20 11:12:27,330 INFO api.streaming: title_status session=3c9762184303 status=llm reason=llm title='分析图片附件内容' raw_preview=''
2026-05-20 11:12:53,026 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=8 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 图片里面有什么  [Attached files: Screenshot_...'
2026-05-20 11:12:53,037 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25618 (_call):6357872640 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:13:14,664 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25618 (_call):6357872640 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:13:14,666 INFO [3c9762184303] agent.conversation_loop: API call #5: model=qwen/qwen3.5-9b provider=lmstudio in=20432 out=210 total=20642 latency=21.6s
2026-05-20 11:13:14,690 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=1/90 budget=1/90 tool_turns=3 last_msg_role=assistant response_len=353 session=3c9762184303
2026-05-20 11:15:33,886 INFO [3c9762184303] agent.conversation_loop: conversation turn: session=3c9762184303 model=qwen/qwen3.5-9b provider=lmstudio platform=webui history=10 msg='[Workspace::v1: /Users/xbaby/Sites/AIwork] 给屏幕截图并看下我的屏幕上的软件'
2026-05-20 11:15:33,894 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25668 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:43,021 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25668 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:43,025 INFO [3c9762184303] agent.conversation_loop: API call #6: model=qwen/qwen3.5-9b provider=lmstudio in=20629 out=66 total=20695 latency=9.1s
2026-05-20 11:15:43,541 INFO [3c9762184303] agent.tool_executor: tool computer_use completed (0.45s, 218915 chars)
2026-05-20 11:15:43,562 INFO run_agent: OpenAI client created (chat_completion_stream_request, shared=False) thread=Thread-25673 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:56,630 INFO run_agent: OpenAI client closed (stream_request_complete, shared=False, tcp_force_closed=0) thread=Thread-25673 (_call):6290567168 provider=lmstudio base_url=http://127.0.0.1:55888/v1 model=qwen/qwen3.5-9b
2026-05-20 11:15:56,633 INFO [3c9762184303] agent.conversation_loop: API call #7: model=qwen/qwen3.5-9b provider=lmstudio in=21219 out=160 total=21379 latency=13.1s
2026-05-20 11:15:56,653 INFO [3c9762184303] agent.conversation_loop: Turn ended: reason=text_response(finish_reason=stop) model=qwen/qwen3.5-9b api_calls=2/90 budget=2/90 tool_turns=4 last_msg_role=assistant response_len=313 session=3c9762184303

Operating System

26.5 (25F71)

Python Version

No response

Hermes Version

lartest

Additional Logs / Traceback (optional)

Root Cause Analysis (optional)

No response

Proposed Fix (optional)

#!/usr/bin/env python3 """ Qwen 图像分析工具 将本地图片转换为 Qwen API 标准格式,并准备发送给视觉模型分析

使用方法: 1. 直接运行:python analyze_image_qwen.py <图片路径> <提问内容> 2. 作为库导入:from analyze_image_qwen import analyze_image, generate_api_request """

import base64 import json import subprocess import sys from pathlib import Path

def convert_image_to_base64(filepath: str) -> str | None: """ 将图片文件转换为 base64 编码(去掉换行符)

Args:
    filepath: 图片文件的绝对路径
    
Returns:
    base64 编码字符串,失败返回 None
"""
try:
    with open(filepath, 'rb') as f:
        image_bytes = f.read()
    base64_str = base64.b64encode(image_bytes).decode('utf-8')
    return base64_str
except Exception as e:
    print(f"[ERROR] 转换失败:{e}")
    return None

def generate_api_request(image_path: str, prompt: str = "", model: str = "qwen/qwen3.5-9b") -> dict: """ 生成符合 Qwen 视觉 API 标准的请求对象

Args:
    image_path: 图片文件的绝对路径
    prompt: 对图片的提问内容
    model: 目标模型名称
    
Returns:
    符合 Qwen API 格式的 JSON 字典对象
"""
# 转换图片为 base64
base64_data = convert_image_to_base64(image_path)

if base64_data is None:
    print("[ERROR] 图片转换失败,无法生成 API 请求")
    return None

# 构建请求对象
request = {
    "model": model,
    "input": [
        {
            "type": "text",
            "content": prompt if prompt else "请详细分析这张图片的内容。描述你看到的所有元素,包括:文本内容、界面元素、布局结构、图标和按钮等。如果可能,请识别这是什么类型的界面或应用。"
        },
        {
            "type": "image",
            "data_url": f"data:image/png;base64,{base64_data}"
        }
    ]
}

return request

def save_request_to_file(request: dict, output_path: str = "api_request.json"): """ 将 API 请求保存到 JSON 文件 """ try: with open(output_path, 'w', encoding='utf-8') as f: json.dump(request, f, ensure_ascii=False, indent=2) print(f"[INFO] 请求已保存到:{output_path}") return True except Exception as e: print(f"[ERROR] 保存失败:{e}") return False

def run_curl_command(request: dict, api_endpoint: str = "http://localhost:55888/api/v1/chat"): """ 构建并运行 curl 命令发送请求

Args:
    request: API 请求字典
    api_endpoint: API 端点地址
"""
# 检查是否有 curl 命令
result = subprocess.run(['which', 'curl'], capture_output=True, text=True)
if result.returncode != 0:
    print("[WARNING] 未检测到 curl 命令,将仅返回 JSON 内容")
    return json.dumps(request, ensure_ascii=False, indent=2)

# 构建 JSON 字符串
json_str = json.dumps(request, ensure_ascii=False)

# 生成 shell 命令
# 注意:由于 JSON 中可能包含单引号,需要特殊处理
import shlex

# 使用临时文件方式更可靠
import tempfile
with tempfile.NamedTemporaryFile(mode='w', suffix='.json', delete=False) as tmp:
    tmp.write(json_str)
    tmp_path = tmp.name

# 执行 curl 命令
cmd = f"curl -s {api_endpoint} -H 'Content-Type: application/json' -d @'{tmp_path}'"
print(f"[INFO] 执行命令:{cmd}")

try:
    result = subprocess.run(
        ['bash', '-c', cmd],
        capture_output=True,
        text=True
    )
    
    if result.returncode == 0:
        print("\n=== API 响应 ===")
        print(result.stdout)
    else:
        print(f"\n[ERROR] 命令执行失败 (exit_code={result.returncode})")
        print(result.stderr)
        
except Exception as e:
    print(f"[ERROR] 执行命令时出错:{e}")
finally:
    # 清理临时文件
    try:
        Path(tmp_path).unlink()
    except:
        pass

return result.stdout if result.returncode == 0 else None

def analyze_image_directly(image_path: str, prompt: str = "", model: str = "qwen/qwen3.5-9b"): """ 快捷函数:生成 API 请求并打印到终端

Args:
    image_path: 图片路径
    prompt: 提问内容
    model: 模型名称
"""
request = generate_api_request(image_path, prompt, model)

if request:
    print("=" * 70)
    print("Qwen API 请求对象:")
    print("=" * 70)
    print(json.dumps(request, ensure_ascii=False, indent=2))
    
    print("\n" + "=" * 70)
    print("使用说明:")
    print("=" * 70)
    print("""
  1. 直接在终端中复制完整 JSON 到 curl 命令: cat << EOF | curl http://localhost:55888/api/v1/chat -H "Content-Type: application/json" -d @- EOF

  2. 将完整 JSON 复制到 EOF 之间即可。

  3. 或者运行:python analyze_image_qwen.py <图片路径> <提问内容> 该函数会自动打印完整请求,并尝试发送 curl 请求。 """)

    return request

def analyze_image_with_curl(image_path: str, prompt: str = "", model: str = "qwen/qwen3.5-9b", api_endpoint: str = "http://localhost:55888/api/v1/chat") -> dict | None: """ 快捷函数:生成并发送 curl 请求

Args:
    image_path: 图片路径
    prompt: 提问内容
    model: 模型名称
    api_endpoint: API 端点地址
    
Returns:
    API 响应内容(如果成功)
"""
request = generate_api_request(image_path, prompt, model)

if not request:
    return None

response = run_curl_command(request, api_endpoint)

if response:
    try:
        return json.loads(response)
    except:
        return response
return None

if name == "main": # 检查参数 if len(sys.argv) < 2: print(doc) print("用法:python analyze_image_qwen.py <图片路径> [提问内容]") print("示例:python analyze_image_qwen.py /path/to/image.png '请分析这张图片'") sys.exit(1)

image_path = sys.argv[1]
prompt = sys.argv[2] if len(sys.argv) > 2 else ""

print(f"[INFO] 正在分析图片:{image_path}")
print(f"[INFO] 提问内容:{prompt}")
print()

request = analyze_image_directly(image_path, prompt)

if request:
    print("\n" + "=" * 70)
    print("完整请求对象已生成,可以直接使用或保存为 JSON 文件")
    print("=" * 70)

Are you willing to submit a PR for this?

  • I'd like to fix this myself and submit a PR

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