Are we tiny?#

gptme is intended to be small and simple, and focus on doing the right thing in the right way, rather than all the things in all the ways.

The benefits of this approach are many:

  • It is easier to understand and maintain.

  • It is easier to contribute to.

  • It is easier to learn.

  • It is easier to extend.

  • It is more fun to work on.

Being aggressive about keeping things small and simple is a way to keep the project maintainable and fun to work on. The fastest way to kill a project is to make it too big and complex, and suffer burnout as a result.

Another major benefit of keeping things small and simple is that it makes it easier for AI to understand and work with the codebase. This is a major goal of the project, and it is important to keep in mind that the simpler the codebase is, the easier it will be for AI to work with it:

“The simpler your API is, the more effectively the AI can harness it when generating code.”

Kenneth Reitz (and many others)

To that end, in this document we will present some statistics about the current state of the project, trying to be mindful to keep an eye on this page and make sure we are not growing too much.

Startup time#

$ make bench-import
make[2]: Entering directory '/home/runner/work/gptme/gptme'
Benchmarking import time for gptme
time poetry run python -X importtime -m gptme --model openai --non-interactive 2>&1 | grep "import time" | cut -d'|' -f 2- | sort -n | tail -n 10
     230104 |       mcp.types
     232251 |     gptme.tools.mcp_adapter
     298387 |             openai.types
     363987 |           openai
     379017 |   gptme.cli.main
     432361 |         gptme.llm.llm_openai
     697913 |       gptme.llm
     699876 |     gptme.commands
     800623 |   gptme.chat
    1234704 | gptme

real	0m2.090s
user	0m1.730s
sys	0m0.240s
make[2]: Leaving directory '/home/runner/work/gptme/gptme'
$ make bench-startup
make[2]: Entering directory '/home/runner/work/gptme/gptme'
Benchmarking startup time for gptme
hyperfine "poetry run gptme '/exit'" -M 5 || poetry run gptme '/exit' || exit 1
Benchmark 1: poetry run gptme '/exit'
  Time (mean ± σ):      2.009 s ±  0.052 s    [User: 1.769 s, System: 0.222 s]
  Range (min … max):    1.962 s …  2.066 s    5 runs
 
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

Lines of code#

LoC Core#

$ make cloc-core
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/*.py gptme/llm/*.py gptme/util/*.py gptme/tools/base.py gptme/tools/__init__.py gptme/hooks/__init__.py gptme/plugins/__init__.py gptme/lessons/*.py --by-file --hide-rate --quiet | tail -n +2
----------------------------------------------------------------------------------------
File                                                 blank        comment           code
----------------------------------------------------------------------------------------
gptme/llm/llm_openai.py                                200            187            804
gptme/config.py                                        191            182            688
gptme/llm/models.py                                    122            125            688
gptme/llm/llm_anthropic.py                             146            159            656
gptme/hooks/__init__.py                                160            201            544
gptme/logmanager.py                                    132            158            518
gptme/tools/base.py                                    131            141            510
gptme/prompts.py                                       144            174            508
gptme/chat.py                                           69             94            374
gptme/util/_telemetry.py                               106            123            360
gptme/telemetry.py                                      85             54            342
gptme/util/prompt.py                                    83            114            337
gptme/util/context.py                                   85            131            328
gptme/llm/__init__.py                                   76             74            307
gptme/util/gh.py                                        66             86            305
gptme/message.py                                        65             88            300
gptme/plugins/__init__.py                               83            116            248
gptme/tools/__init__.py                                 67             51            227
gptme/lessons/commands.py                               91             48            213
gptme/util/_sound_sounddevice.py                        52             52            208
gptme/util/sound.py                                     65             72            200
gptme/util/auto_naming.py                               59             70            199
gptme/lessons/index.py                                  75            103            193
gptme/lessons/parser.py                                 70            108            192
gptme/llm/validate.py                                   29             27            173
gptme/llm/llm_openai_models.py                           2             11            169
gptme/codeblock.py                                      37             92            168
gptme/llm/utils.py                                      54             73            153
gptme/util/cost_display.py                              39             31            145
gptme/util/__init__.py                                  31             22            140
gptme/lessons/hybrid_matcher.py                         53             79            132
gptme/util/cost_tracker.py                              44             62            112
gptme/init.py                                           24             28            102
gptme/lessons/matcher.py                                35             47            102
gptme/util/tree.py                                      21             13             91
gptme/lessons/matcher_enhanced.py                       26             40             88
gptme/util/ask_execute.py                               25             40             88
gptme/util/export.py                                    17             25             86
gptme/lessons/auto_include.py                           31             26             79
gptme/util/reduce.py                                    24             35             76
gptme/util/generate_name.py                              5              6             69
gptme/util/master_context.py                            28             38             66
gptme/session.py                                        39             63             65
gptme/__version__.py                                    15             11             64
gptme/util/_sound_cmd.py                                22             17             64
gptme/util/uri.py                                       29             42             59
gptme/util/output_storage.py                            26             36             58
gptme/dirs.py                                           27             14             55
gptme/util/tokens.py                                    22             16             44
gptme/util/cost.py                                      12             20             43
gptme/lessons/selector_config.py                        18             20             40
gptme/util/file_storage.py                              30             47             40
gptme/lessons/selector_integration.py                   12             11             39
gptme/util/keyword_matching.py                          35             66             39
gptme/util/clipboard.py                                  8              2             35
gptme/util/terminal.py                                  23             21             34
gptme/util/install.py                                   13             24             31
gptme/util/content.py                                   18             24             29
gptme/executor.py                                       17             26             24
gptme/lessons/__init__.py                                7             15             24
gptme/util/useredit.py                                  12             13             21
gptme/util/interrupt.py                                 13             18             20
gptme/constants.py                                      12             16             18
gptme/__init__.py                                        1              1              9
gptme/__main__.py                                        1              0              3
----------------------------------------------------------------------------------------
SUM:                                                  3360           3929          12146
----------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC LLM#

$ make cloc-llm
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/llm/*.py --by-file --hide-rate --quiet | tail -n +2
---------------------------------------------------------------------------------
File                                          blank        comment           code
---------------------------------------------------------------------------------
gptme/llm/llm_openai.py                         200            187            804
gptme/llm/models.py                             122            125            688
gptme/llm/llm_anthropic.py                      146            159            656
gptme/llm/__init__.py                            76             74            307
gptme/llm/validate.py                            29             27            173
gptme/llm/llm_openai_models.py                    2             11            169
gptme/llm/utils.py                               54             73            153
---------------------------------------------------------------------------------
SUM:                                            629            656           2950
---------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC Tools#

$ make cloc-tools
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/tools/*.py gptme/hooks/*.py gptme/plugins/*.py --by-file --hide-rate --quiet | tail -n +2
-------------------------------------------------------------------------------------
File                                              blank        comment           code
-------------------------------------------------------------------------------------
gptme/tools/shell.py                                286            359           1159
gptme/tools/autocompact.py                          210            297            707
gptme/tools/subagent.py                             183            313            568
gptme/hooks/__init__.py                             160            201            544
gptme/tools/base.py                                 131            141            510
gptme/tools/mcp_adapter.py                          160            164            505
gptme/tools/computer.py                             151            219            437
gptme/tools/gh.py                                    85             93            348
gptme/tools/tmux.py                                  95            159            330
gptme/tools/mcp.py                                   99            102            310
gptme/tools/_browser_playwright.py                   87             33            287
gptme/tools/tts.py                                  119            132            284
gptme/tools/browser.py                              108            163            280
gptme/tools/save.py                                  56             56            252
gptme/plugins/__init__.py                            83            116            248
gptme/tools/lessons.py                               92            105            243
gptme/tools/patch.py                                 58             83            241
gptme/tools/todo.py                                  95            106            235
gptme/tools/__init__.py                              67             51            227
gptme/tools/precommit.py                             64             87            189
gptme/tools/morph.py                                 43             42            174
gptme/tools/python.py                                56             50            171
gptme/tools/restart.py                               51             81            171
gptme/tools/_browser_thread.py                       27             12            157
gptme/tools/form.py                                  38             43            145
gptme/tools/rag.py                                   62             74            145
gptme/tools/chats.py                                 43             49            142
gptme/hooks/token_awareness.py                       44             51            141
gptme/hooks/cli_confirm.py                           40             37            135
gptme/hooks/cost_awareness.py                        45             56            133
gptme/hooks/cache_awareness.py                       95            138            128
gptme/hooks/form_autodetect.py                       48             65            126
gptme/hooks/server_confirm.py                        51             58            122
gptme/tools/complete.py                              34             42            115
gptme/hooks/confirm.py                               54             88            114
gptme/tools/choice.py                                31             25            105
gptme/tools/parallel.py                              29             37             86
gptme/tools/_browser_perplexity.py                   25             22             85
gptme/hooks/time_awareness.py                        29             31             83
gptme/tools/autocommit.py                            37             59             75
gptme/hooks/active_context.py                        21             22             61
gptme/tools/screenshot.py                            22             28             59
gptme/tools/vision.py                                19             12             53
gptme/hooks/cwd_tracking.py                          18             25             51
gptme/hooks/markdown_validation.py                   36             41             51
gptme/tools/_browser_lynx.py                         13             18             40
gptme/hooks/test.py                                  12              5             33
gptme/tools/youtube.py                               10              1             26
gptme/hooks/auto_confirm.py                          11              9             24
gptme/tools/read.py                                   6              8             13
-------------------------------------------------------------------------------------
SUM:                                               3439           4209          10868
-------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC Server#

$ make cloc-server
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/server --by-file --hide-rate --quiet | tail -n +2
------------------------------------------------------------------------------------
File                                             blank        comment           code
------------------------------------------------------------------------------------
gptme/server/api_v2_sessions.py                    162            167            685
gptme/server/tasks_api.py                          171            110            597
gptme/server/openapi_docs.py                       180            141            462
gptme/server/api_v2.py                              92             61            400
gptme/server/api.py                                 98            100            398
gptme/server/static/main.js                         35             45            316
gptme/server/workspace_api.py                       57             55            173
gptme/server/static/index.html                      11             15            148
gptme/server/static/style.css                       27              4            143
gptme/server/cli.py                                 26             17            139
gptme/server/client.py                              60             78            139
gptme/server/auth.py                                45             69            121
gptme/server/api_v2_agents.py                       24             15             90
gptme/server/static/computer.html                    1              1             90
gptme/server/api_v2_common.py                       49             24             74
gptme/server/__init__.py                             2              3              3
gptme/server/__main__.py                             1              0              3
gptme/server/exceptions.py                           5              8              2
gptme/server/constants.py                            1              3              1
------------------------------------------------------------------------------------
SUM:                                              1047            916           3984
------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC Tests#

$ make cloc-tests
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc tests --by-file --hide-rate --quiet | tail -n +2
-----------------------------------------------------------------------------------------------
File                                                        blank        comment           code
-----------------------------------------------------------------------------------------------
tests/test_llm_openai.py                                      213            113            783
tests/test_tools_shell.py                                     235            375            680
tests/test_util_gh_mocked.py                                  106             92            534
tests/test_tools_subagent.py                                  197            115            515
tests/test_auto_compact.py                                    205            180            434
tests/test_lessons_commands.py                                157             82            422
tests/test_config.py                                          112            221            419
tests/context/test_task_analyzer.py                           119             58            389
tests/test_util_cli_mcp.py                                     89             45            380
tests/test_llm_anthropic.py                                    64             26            348
tests/test_codeblock.py                                       225            538            342
tests/test_lessons_parser.py                                  152            176            338
tests/test_integration_phase4.py                               66             54            331
tests/test_mcp_discovery.py                                    97             39            315
tests/test_cli.py                                              84             60            305
tests/test_lessons_matcher.py                                  89             80            288
tests/lessons/test_wildcard_matching.py                       114            125            287
tests/test_lessons_index.py                                    96             77            280
tests/test_agent.py                                            82             59            266
tests/test_context_selector.py                                 83             45            254
tests/test_lessons_integration.py                              97             65            252
tests/conftest.py                                              79             70            250
tests/test_complete.py                                         56             40            241
tests/test_hooks.py                                           114             46            232
tests/test_server_v2.py                                        69             34            229
tests/test_doctor.py                                           82             55            226
tests/test_lessons_tool.py                                     62             34            212
tests/test_mcp.py                                              58             45            207
tests/test_message.py                                          83             86            204
tests/test_plugins.py                                          82             70            203
tests/test_mcp_adapter.py                                      64             37            189
tests/test_auto_naming.py                                      54             41            186
tests/test_execenv.py                                          52             42            185
tests/test_dspy_hybrid.py                                      65             45            179
tests/test_server_v2_hooks.py                                  71             52            175
tests/test_tools_time_awareness.py                             52             34            155
tests/test_uri.py                                              54             30            155
tests/test_cost_tracker.py                                     21             24            154
tests/test_context.py                                          72             48            152
tests/test_master_context.py                                   39             24            147
tests/test_file_selector_integration.py                        50             23            145
tests/test_tools_patch.py                                      81            182            143
tests/test_tree.py                                             54             29            142
tests/test_tool_use.py                                         12             19            140
tests/test_dspy_integration.py                                 54             32            139
tests/test_tools_tmux.py                                       64             60            139
tests/test_lesson_selector_integration.py                      45             25            138
tests/test_dspy_basic.py                                       49             31            132
tests/benchmark_context_selector.py                            32             26            130
tests/test_tools_token_awareness.py                            59             47            126
tests/test_server.py                                           42             27            122
tests/test_prompt.py                                           36             36            120
tests/test_tools_todo.py                                       53             46            117
tests/test_lessons_status.py                                   67             96            113
tests/test_tools_save.py                                       29             23            113
tests/test_cost_awareness_delayed_warning.py                   42             32            108
tests/test_server_v2_tool_confirmation.py                      32             32            107
tests/test_util_cli.py                                         35             28            105
tests/test_tools_tts.py                                        50             58            101
tests/test_session.py                                          40             21             93
tests/test_llm_models.py                                       34             26             92
tests/test_tools_computer.py                                   36             27             91
tests/test_llm_validate.py                                     25             19             90
tests/test_parallel.py                                         27             17             89
tests/test_util_gh.py                                          39             28             89
tests/test_server_v2_auto_stepping.py                          20             22             87
tests/test_browser.py                                          40             35             85
tests/test_server_auth.py                                      40             19             84
tests/context/test_adaptive_compressor.py                      35             23             80
tests/test_prompt_tools.py                                      5              4             77
tests/test_tools.py                                            45              6             76
tests/test_markdown_validation.py                              43             34             75
tests/test_prompts.py                                          34             31             75
tests/test_shell_issue729.py                                   50             52             75
tests/test_shell_issue772.py                                   48             47             73
tests/test_command_completion.py                               23             14             71
tests/test_hooks_form_autodetect.py                            22             34             68
tests/test_tools_form.py                                       22             19             67
tests/test_shell_output_mixing_issue408.py                     25             29             60
tests/test_server_client.py                                    33             26             59
tests/test_chat_history.py                                     14             12             56
tests/test_server_v2_sse.py                                    15             13             50
tests/test_custom_providers.py                                 23             32             49
tests/test_eval.py                                              9              9             49
tests/test-integration.sh                                      22             36             43
tests/test_pdf_to_images.py                                    13             13             43
tests/test_onboard.py                                          11             10             41
tests/test_dspy_gepa.py                                        18              9             39
tests/test_prompt_skills_summary.py                            24             22             39
tests/test_reduce.py                                           11              2             39
tests/test_tools_python.py                                     28              3             38
tests/test_utils.py                                            14             17             38
tests/test_util.py                                             28             51             37
tests/test_message_command.py                                  13             12             35
tests/test_tools_rag.py                                        15              8             34
tests/test_hybrid_lessons.py                                   14              8             33
tests/test_shell_for_loop_issue724.py                          16             24             33
tests/test_chat.py                                             16             28             28
tests/test_telemetry.py                                        20             15             28
tests/test_xml_format.py                                       10             31             27
tests/test_chat_config.py                                       8              7             26
tests/data/example-patch-codeblock.txt                          4              0             25
tests/data/example-interrupted.txt                              8              0             24
tests/test_tool_loading_duplicate.py                           16             15             24
tests/test_tools_shell_multiline.py                             7             19             19
tests/test_logmanager.py                                        8              5             18
tests/test_screenshot.py                                        9              6             15
tests/test_tools_chats.py                                       2              0             15
tests/test_browser_lynx.py                                      7              4             12
-----------------------------------------------------------------------------------------------
SUM:                                                         5886           5278          16836
-----------------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC Eval#

$ make cloc-eval
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/eval/**.py --by-file --hide-rate --quiet | tail -n +2
-------------------------------------------------------------------------------------
File                                   blank        comment           code
-------------------------------------------------------------------------------------
gptme/eval/main.py                        72             45            461
gptme/eval/execenv.py                     54             96            351
gptme/eval/run.py                         58             48            349
gptme/eval/agents.py                      22             11            121
gptme/eval/filestore.py                   11              8             63
gptme/eval/types.py                       15             12             40
gptme/eval/cost.py                        12             24              6
gptme/eval/__init__.py                     1              0              4
gptme/eval/__main__.py                     1              0              3
-------------------------------------------------------------------------------------
SUM:                                     246            244           1398
-------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

LoC Total#

$ make cloc-total
make[2]: Entering directory '/home/runner/work/gptme/gptme'
cloc gptme/eval/cost.py gptme/eval/types.py gptme/eval/suites/basic.py gptme/eval/suites/browser.py gptme/eval/suites/__init__.py gptme/eval/suites/init_projects.py gptme/eval/execenv.py gptme/eval/main.py gptme/eval/filestore.py gptme/eval/agents.py gptme/eval/dspy/metrics.py gptme/eval/dspy/prompt_optimizer.py gptme/eval/dspy/signatures.py gptme/eval/dspy/hybrid_optimizer.py gptme/eval/dspy/cli.py gptme/eval/dspy/tasks.py gptme/eval/dspy/experiments.py gptme/eval/dspy/__main__.py gptme/eval/dspy/__init__.py gptme/eval/__main__.py gptme/eval/__init__.py gptme/eval/run.py gptme/mcp/client.py gptme/mcp/registry.py gptme/mcp/__init__.py gptme/agent/cli.py gptme/agent/service.py gptme/agent/workspace.py gptme/agent/__init__.py gptme/llm/utils.py gptme/llm/llm_openai.py gptme/llm/validate.py gptme/llm/llm_anthropic.py gptme/llm/llm_openai_models.py gptme/llm/__init__.py gptme/llm/models.py gptme/commands/export.py gptme/commands/meta.py gptme/commands/llm.py gptme/commands/session.py gptme/commands/__init__.py gptme/commands/base.py gptme/init.py gptme/server/api_v2_sessions.py gptme/server/auth.py gptme/server/workspace_api.py gptme/server/openapi_docs.py gptme/server/cli.py gptme/server/constants.py gptme/server/tasks_api.py gptme/server/api_v2_common.py gptme/server/exceptions.py gptme/server/client.py gptme/server/api_v2_agents.py gptme/server/api_v2.py gptme/server/api.py gptme/server/__main__.py gptme/server/__init__.py gptme/constants.py gptme/chat.py gptme/codeblock.py gptme/prompts.py gptme/lessons/selector_integration.py gptme/lessons/matcher_enhanced.py gptme/lessons/commands.py gptme/lessons/selector_config.py gptme/lessons/matcher.py gptme/lessons/auto_include.py gptme/lessons/hybrid_matcher.py gptme/lessons/parser.py gptme/lessons/__init__.py gptme/lessons/skills/python-repl/python_helpers.py gptme/lessons/index.py gptme/context/task_analyzer.py gptme/context/adaptive_compressor.py gptme/context/selector/hybrid.py gptme/context/selector/file_selector.py gptme/context/selector/llm_based.py gptme/context/selector/file_config.py gptme/context/selector/file_integration.py gptme/context/selector/config.py gptme/context/selector/rule_based.py gptme/context/selector/__init__.py gptme/context/selector/base.py gptme/context/compress.py gptme/context/config.py gptme/context/__init__.py gptme/cli/setup.py gptme/cli/wut.py gptme/cli/util.py gptme/cli/onboard.py gptme/cli/doctor.py gptme/cli/main.py gptme/cli/__init__.py gptme/tools/subagent.py gptme/tools/save.py gptme/tools/_browser_playwright.py gptme/tools/parallel.py gptme/tools/patch.py gptme/tools/_browser_thread.py gptme/tools/todo.py gptme/tools/autocompact.py gptme/tools/_browser_perplexity.py gptme/tools/tts.py gptme/tools/youtube.py gptme/tools/morph.py gptme/tools/tmux.py gptme/tools/chats.py gptme/tools/rag.py gptme/tools/python.py gptme/tools/computer.py gptme/tools/mcp_adapter.py gptme/tools/restart.py gptme/tools/complete.py gptme/tools/choice.py gptme/tools/gh.py gptme/tools/autocommit.py gptme/tools/mcp.py gptme/tools/vision.py gptme/tools/shell.py gptme/tools/browser.py gptme/tools/read.py gptme/tools/_browser_lynx.py gptme/tools/form.py gptme/tools/__init__.py gptme/tools/lessons.py gptme/tools/precommit.py gptme/tools/screenshot.py gptme/tools/base.py gptme/hooks/cache_awareness.py gptme/hooks/test.py gptme/hooks/server_confirm.py gptme/hooks/auto_confirm.py gptme/hooks/markdown_validation.py gptme/hooks/time_awareness.py gptme/hooks/cwd_tracking.py gptme/hooks/cost_awareness.py gptme/hooks/token_awareness.py gptme/hooks/cli_confirm.py gptme/hooks/form_autodetect.py gptme/hooks/tests/test_confirm.py gptme/hooks/tests/test_cache_awareness.py gptme/hooks/active_context.py gptme/hooks/confirm.py gptme/hooks/__init__.py gptme/__version__.py gptme/message.py gptme/telemetry.py gptme/plugins/__init__.py gptme/acp/agent.py gptme/acp/types.py gptme/acp/adapter.py gptme/acp/__main__.py gptme/acp/__init__.py gptme/executor.py gptme/session.py gptme/__main__.py gptme/logmanager.py gptme/config.py gptme/dirs.py gptme/__init__.py gptme/util/context.py gptme/util/terminal.py gptme/util/interrupt.py gptme/util/cost.py gptme/util/export.py gptme/util/master_context.py gptme/util/cost_tracker.py gptme/util/ask_execute.py gptme/util/output_storage.py gptme/util/_telemetry.py gptme/util/uri.py gptme/util/keyword_matching.py gptme/util/generate_name.py gptme/util/useredit.py gptme/util/reduce.py gptme/util/tokens.py gptme/util/_sound_cmd.py gptme/util/prompt.py gptme/util/auto_naming.py gptme/util/tree.py gptme/util/cost_display.py gptme/util/sound.py gptme/util/clipboard.py gptme/util/file_storage.py gptme/util/install.py gptme/util/gh.py gptme/util/_sound_sounddevice.py gptme/util/content.py gptme/util/__init__.py tests/test_tools_rag.py tests/test_command_completion.py tests/test_shell_issue729.py tests/test_tools.py tests/test_tool_loading_duplicate.py tests/test_uri.py tests/test_lessons_index.py tests/test_dspy_gepa.py tests/test_shell_issue772.py tests/test_eval.py tests/test_llm_models.py tests/test_cli.py tests/test_lessons_tool.py tests/test_xml_format.py tests/test_master_context.py tests/test_browser_lynx.py tests/test_lesson_selector_integration.py tests/test_auto_compact.py tests/test_cost_tracker.py tests/test_tool_use.py tests/test_complete.py tests/test_server_v2_tool_confirmation.py tests/test_llm_anthropic.py tests/test_shell_for_loop_issue724.py tests/test_util_gh_mocked.py tests/test_lessons_status.py tests/test_mcp_adapter.py tests/test_file_selector_integration.py tests/test_context_selector.py tests/test_util_cli_mcp.py tests/test_cost_awareness_delayed_warning.py tests/test_chat_config.py tests/test_tools_computer.py tests/test_prompt.py tests/lessons/test_wildcard_matching.py tests/test_pdf_to_images.py tests/benchmark_context_selector.py tests/context/test_adaptive_compressor.py tests/context/test_task_analyzer.py tests/test_server_v2_auto_stepping.py tests/test_server_v2_sse.py tests/test_server.py tests/test_telemetry.py tests/test_server_auth.py tests/test_markdown_validation.py tests/test_prompt_skills_summary.py tests/test_util_cli.py tests/test_lessons_commands.py tests/test_auto_naming.py tests/test_codeblock.py tests/test_onboard.py tests/test_mcp_discovery.py tests/test_browser.py tests/test_hooks_form_autodetect.py tests/test_screenshot.py tests/test_logmanager.py tests/test_plugins.py tests/test_tools_form.py tests/test_tools_token_awareness.py tests/test_util_gh.py tests/test_tools_chats.py tests/test_doctor.py tests/test_server_client.py tests/test_config.py tests/test_lessons_integration.py tests/test_tools_shell_multiline.py tests/test_lessons_parser.py tests/test_integration_phase4.py tests/test_prompts.py tests/test_llm_validate.py tests/test_reduce.py tests/test_tools_shell.py tests/test_llm_openai.py tests/test_lessons_matcher.py tests/test_dspy_hybrid.py tests/test_tools_save.py tests/test_tools_tts.py tests/test_tools_subagent.py tests/test_tools_python.py tests/test_hybrid_lessons.py tests/test_shell_output_mixing_issue408.py tests/test_parallel.py tests/test_message_command.py tests/test_dspy_integration.py tests/test_server_v2_hooks.py tests/test_tools_tmux.py tests/test_hooks.py tests/test_context.py tests/test_execenv.py tests/test_tools_todo.py tests/test_tree.py tests/test_mcp.py tests/test_server_v2.py tests/conftest.py tests/test_message.py tests/test_chat.py tests/test_session.py tests/test_custom_providers.py tests/test_prompt_tools.py tests/test_utils.py tests/test_tools_time_awareness.py tests/test_util.py tests/test_agent.py tests/test_dspy_basic.py tests/test_chat_history.py tests/test_tools_patch.py scripts/convert_convo.py scripts/auto_rename_logs.py scripts/analyze_compression.py scripts/list_user_messages.py scripts/check_rst_formatting.py scripts/gh-pr-view-with-pr-comments.py scripts/train/collect.py scripts/treeofthoughts.py scripts/gpt_todoer.py scripts/summarize_project.py scripts/reduce_context.py scripts/describe_api.py scripts/shorten_details.py scripts/github_bot.py  --by-file --hide-rate --quiet | tail -n +2
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File                                                              blank        comment           code
-----------------------------------------------------------------------------------------------------
gptme/tools/shell.py                                                286            359           1159
gptme/llm/llm_openai.py                                             200            187            804
tests/test_llm_openai.py                                            213            113            783
gptme/tools/autocompact.py                                          210            297            707
gptme/config.py                                                     191            182            688
gptme/llm/models.py                                                 122            125            688
gptme/server/api_v2_sessions.py                                     162            167            685
tests/test_tools_shell.py                                           235            375            680
gptme/llm/llm_anthropic.py                                          146            159            656
gptme/eval/dspy/tasks.py                                            170            374            639
gptme/server/tasks_api.py                                           171            110            597
gptme/tools/subagent.py                                             183            313            568
gptme/hooks/__init__.py                                             160            201            544
tests/test_util_gh_mocked.py                                        106             92            534
gptme/logmanager.py                                                 132            158            518
tests/test_tools_subagent.py                                        197            115            515
gptme/tools/base.py                                                 131            141            510
gptme/prompts.py                                                    144            174            508
gptme/tools/mcp_adapter.py                                          160            164            505
gptme/cli/util.py                                                   142             73            498
gptme/cli/main.py                                                    74             65            482
gptme/cli/setup.py                                                  113             59            478
gptme/server/openapi_docs.py                                        180            141            462
gptme/eval/main.py                                                   72             45            461
scripts/analyze_compression.py                                      103             68            446
gptme/tools/computer.py                                             151            219            437
tests/test_auto_compact.py                                          205            180            434
tests/test_lessons_commands.py                                      157             82            422
tests/test_config.py                                                112            221            419
scripts/github_bot.py                                                84             79            409
gptme/server/api_v2.py                                               92             61            400
gptme/eval/dspy/prompt_optimizer.py                                 106             86            398
gptme/server/api.py                                                  98            100            398
gptme/acp/agent.py                                                   87            125            397
tests/context/test_task_analyzer.py                                 119             58            389
tests/test_util_cli_mcp.py                                           89             45            380
gptme/chat.py                                                        69             94            374
gptme/cli/doctor.py                                                  70             55            373
gptme/util/_telemetry.py                                            106            123            360
gptme/eval/dspy/cli.py                                               73             57            355
gptme/eval/dspy/experiments.py                                       94             60            352
gptme/eval/execenv.py                                                54             96            351
gptme/eval/run.py                                                    58             48            349
gptme/tools/gh.py                                                    85             93            348
tests/test_llm_anthropic.py                                          64             26            348
gptme/eval/dspy/metrics.py                                           97             98            344
gptme/telemetry.py                                                   85             54            342
tests/test_codeblock.py                                             225            538            342
tests/test_lessons_parser.py                                        152            176            338
gptme/agent/cli.py                                                   94            113            337
gptme/util/prompt.py                                                 83            114            337
tests/test_integration_phase4.py                                     66             54            331
gptme/tools/tmux.py                                                  95            159            330
gptme/util/context.py                                                85            131            328
tests/test_mcp_discovery.py                                          97             39            315
gptme/agent/service.py                                               95            127            312
gptme/tools/mcp.py                                                   99            102            310
gptme/hooks/tests/test_confirm.py                                   100             59            309
gptme/llm/__init__.py                                                76             74            307
gptme/util/gh.py                                                     66             86            305
tests/test_cli.py                                                    84             60            305
gptme/message.py                                                     65             88            300
scripts/gh-pr-view-with-pr-comments.py                               55             36            298
tests/test_lessons_matcher.py                                        89             80            288
gptme/tools/_browser_playwright.py                                   87             33            287
tests/lessons/test_wildcard_matching.py                             114            125            287
gptme/eval/dspy/hybrid_optimizer.py                                 141            344            286
gptme/tools/tts.py                                                  119            132            284
gptme/tools/browser.py                                              108            163            280
tests/test_lessons_index.py                                          96             77            280
gptme/mcp/client.py                                                  87             91            269
tests/test_agent.py                                                  82             59            266
tests/test_context_selector.py                                       83             45            254
gptme/tools/save.py                                                  56             56            252
tests/test_lessons_integration.py                                    97             65            252
tests/conftest.py                                                    79             70            250
gptme/plugins/__init__.py                                            83            116            248
gptme/tools/lessons.py                                               92            105            243
gptme/agent/workspace.py                                            110            183            241
gptme/tools/patch.py                                                 58             83            241
tests/test_complete.py                                               56             40            241
gptme/commands/meta.py                                               55             20            237
gptme/context/task_analyzer.py                                      100            124            237
gptme/tools/todo.py                                                  95            106            235
gptme/context/adaptive_compressor.py                                 76            130            232
tests/test_hooks.py                                                 114             46            232
tests/test_server_v2.py                                              69             34            229
gptme/tools/__init__.py                                              67             51            227
tests/test_doctor.py                                                 82             55            226
gptme/mcp/registry.py                                                59             70            216
gptme/lessons/commands.py                                            91             48            213
tests/test_lessons_tool.py                                           62             34            212
gptme/util/_sound_sounddevice.py                                     52             52            208
tests/test_mcp.py                                                    58             45            207
tests/test_message.py                                                83             86            204
tests/test_plugins.py                                                82             70            203
gptme/util/sound.py                                                  65             72            200
gptme/util/auto_naming.py                                            59             70            199
gptme/lessons/index.py                                               75            103            193
gptme/lessons/parser.py                                              70            108            192
gptme/tools/precommit.py                                             64             87            189
tests/test_mcp_adapter.py                                            64             37            189
gptme/cli/onboard.py                                                 61             52            188
tests/test_auto_naming.py                                            54             41            186
tests/test_execenv.py                                                52             42            185
gptme/context/selector/file_selector.py                              51             71            184
tests/test_dspy_hybrid.py                                            65             45            179
scripts/reduce_context.py                                            59             72            177
gptme/commands/session.py                                            60             48            175
tests/test_server_v2_hooks.py                                        71             52            175
gptme/tools/morph.py                                                 43             42            174
gptme/llm/validate.py                                                29             27            173
gptme/server/workspace_api.py                                        57             55            173
gptme/tools/python.py                                                56             50            171
gptme/tools/restart.py                                               51             81            171
gptme/llm/llm_openai_models.py                                        2             11            169
gptme/codeblock.py                                                   37             92            168
gptme/tools/_browser_thread.py                                       27             12            157
tests/test_tools_time_awareness.py                                   52             34            155
tests/test_uri.py                                                    54             30            155
tests/test_cost_tracker.py                                           21             24            154
gptme/llm/utils.py                                                   54             73            153
tests/test_context.py                                                72             48            152
scripts/check_rst_formatting.py                                      41             52            147
tests/test_master_context.py                                         39             24            147
gptme/tools/form.py                                                  38             43            145
gptme/tools/rag.py                                                   62             74            145
gptme/util/cost_display.py                                           39             31            145
tests/test_file_selector_integration.py                              50             23            145
tests/test_tools_patch.py                                            81            182            143
gptme/tools/chats.py                                                 43             49            142
tests/test_tree.py                                                   54             29            142
gptme/hooks/token_awareness.py                                       44             51            141
gptme/util/__init__.py                                               31             22            140
tests/test_tool_use.py                                               12             19            140
gptme/server/cli.py                                                  26             17            139
gptme/server/client.py                                               60             78            139
tests/test_dspy_integration.py                                       54             32            139
tests/test_tools_tmux.py                                             64             60            139
tests/test_lesson_selector_integration.py                            45             25            138
gptme/hooks/cli_confirm.py                                           40             37            135
gptme/hooks/cost_awareness.py                                        45             56            133
gptme/lessons/hybrid_matcher.py                                      53             79            132
tests/test_dspy_basic.py                                             49             31            132
tests/benchmark_context_selector.py                                  32             26            130
gptme/commands/llm.py                                                39             35            128
gptme/hooks/cache_awareness.py                                       95            138            128
gptme/hooks/form_autodetect.py                                       48             65            126
tests/test_tools_token_awareness.py                                  59             47            126
gptme/hooks/tests/test_cache_awareness.py                            47             34            125
gptme/commands/export.py                                             32             21            124
gptme/hooks/server_confirm.py                                        51             58            122
tests/test_server.py                                                 42             27            122
gptme/eval/agents.py                                                 22             11            121
gptme/server/auth.py                                                 45             69            121
tests/test_prompt.py                                                 36             36            120
tests/test_tools_todo.py                                             53             46            117
gptme/tools/complete.py                                              34             42            115
scripts/auto_rename_logs.py                                          34             23            115
gptme/hooks/confirm.py                                               54             88            114
tests/test_lessons_status.py                                         67             96            113
tests/test_tools_save.py                                             29             23            113
gptme/util/cost_tracker.py                                           44             62            112
tests/test_cost_awareness_delayed_warning.py                         42             32            108
scripts/gpt_todoer.py                                                47             25            107
scripts/train/collect.py                                             35             52            107
tests/test_server_v2_tool_confirmation.py                            32             32            107
gptme/tools/choice.py                                                31             25            105
tests/test_util_cli.py                                               35             28            105
gptme/init.py                                                        24             28            102
gptme/lessons/matcher.py                                             35             47            102
tests/test_tools_tts.py                                              50             58            101
gptme/commands/base.py                                               45             47            100
tests/test_session.py                                                40             21             93
tests/test_llm_models.py                                             34             26             92
gptme/acp/types.py                                                   25             13             91
gptme/util/tree.py                                                   21             13             91
tests/test_tools_computer.py                                         36             27             91
gptme/server/api_v2_agents.py                                        24             15             90
tests/test_llm_validate.py                                           25             19             90
tests/test_parallel.py                                               27             17             89
tests/test_util_gh.py                                                39             28             89
gptme/lessons/matcher_enhanced.py                                    26             40             88
gptme/util/ask_execute.py                                            25             40             88
tests/test_server_v2_auto_stepping.py                                20             22             87
gptme/tools/parallel.py                                              29             37             86
gptme/util/export.py                                                 17             25             86
gptme/tools/_browser_perplexity.py                                   25             22             85
scripts/treeofthoughts.py                                            28             29             85
tests/test_browser.py                                                40             35             85
tests/test_server_auth.py                                            40             19             84
gptme/hooks/time_awareness.py                                        29             31             83
scripts/convert_convo.py                                             34             54             82
tests/context/test_adaptive_compressor.py                            35             23             80
gptme/lessons/auto_include.py                                        31             26             79
gptme/commands/__init__.py                                           14             21             77
tests/test_prompt_tools.py                                            5              4             77
gptme/context/compress.py                                            63            131             76
gptme/util/reduce.py                                                 24             35             76
tests/test_tools.py                                                  45              6             76
gptme/tools/autocommit.py                                            37             59             75
tests/test_markdown_validation.py                                    43             34             75
tests/test_prompts.py                                                34             31             75
tests/test_shell_issue729.py                                         50             52             75
gptme/server/api_v2_common.py                                        49             24             74
tests/test_shell_issue772.py                                         48             47             73
tests/test_command_completion.py                                     23             14             71
gptme/context/selector/llm_based.py                                  32             38             69
gptme/eval/suites/basic.py                                           17              0             69
gptme/util/generate_name.py                                           5              6             69
tests/test_hooks_form_autodetect.py                                  22             34             68
tests/test_tools_form.py                                             22             19             67
gptme/util/master_context.py                                         28             38             66
gptme/session.py                                                     39             63             65
gptme/__version__.py                                                 15             11             64
gptme/util/_sound_cmd.py                                             22             17             64
gptme/eval/filestore.py                                              11              8             63
gptme/lessons/skills/python-repl/python_helpers.py                   28             26             63
gptme/eval/suites/init_projects.py                                   21              1             62
gptme/hooks/active_context.py                                        21             22             61
tests/test_shell_output_mixing_issue408.py                           25             29             60
gptme/context/selector/rule_based.py                                 20             13             59
gptme/tools/screenshot.py                                            22             28             59
gptme/util/uri.py                                                    29             42             59
tests/test_server_client.py                                          33             26             59
gptme/util/output_storage.py                                         26             36             58
gptme/eval/dspy/signatures.py                                        19             21             56
tests/test_chat_history.py                                           14             12             56
gptme/context/selector/file_integration.py                           13             10             55
gptme/dirs.py                                                        27             14             55
scripts/describe_api.py                                              28             25             54
gptme/tools/vision.py                                                19             12             53
gptme/hooks/cwd_tracking.py                                          18             25             51
gptme/hooks/markdown_validation.py                                   36             41             51
tests/test_server_v2_sse.py                                          15             13             50
tests/test_custom_providers.py                                       23             32             49
tests/test_eval.py                                                    9              9             49
gptme/acp/adapter.py                                                 30             36             44
gptme/util/tokens.py                                                 22             16             44
gptme/util/cost.py                                                   12             20             43
tests/test_pdf_to_images.py                                          13             13             43
gptme/context/selector/file_config.py                                13             11             42
tests/test_onboard.py                                                11             10             41
gptme/eval/types.py                                                  15             12             40
gptme/lessons/selector_config.py                                     18             20             40
gptme/tools/_browser_lynx.py                                         13             18             40
gptme/util/file_storage.py                                           30             47             40
gptme/context/selector/hybrid.py                                     14             16             39
gptme/lessons/selector_integration.py                                12             11             39
gptme/util/keyword_matching.py                                       35             66             39
tests/test_dspy_gepa.py                                              18              9             39
tests/test_prompt_skills_summary.py                                  24             22             39
tests/test_reduce.py                                                 11              2             39
tests/test_tools_python.py                                           28              3             38
tests/test_utils.py                                                  14             17             38
tests/test_util.py                                                   28             51             37
gptme/util/clipboard.py                                               8              2             35
tests/test_message_command.py                                        13             12             35
gptme/util/terminal.py                                               23             21             34
tests/test_tools_rag.py                                              15              8             34
gptme/hooks/test.py                                                  12              5             33
scripts/shorten_details.py                                           11              6             33
tests/test_hybrid_lessons.py                                         14              8             33
tests/test_shell_for_loop_issue724.py                                16             24             33
gptme/acp/__main__.py                                                14              9             32
scripts/list_user_messages.py                                        10              9             32
gptme/cli/wut.py                                                     13             12             31
gptme/util/install.py                                                13             24             31
gptme/util/content.py                                                18             24             29
tests/test_chat.py                                                   16             28             28
tests/test_telemetry.py                                              20             15             28
gptme/context/selector/base.py                                       14             23             27
tests/test_xml_format.py                                             10             31             27
gptme/tools/youtube.py                                               10              1             26
scripts/summarize_project.py                                         12              1             26
tests/test_chat_config.py                                             8              7             26
gptme/executor.py                                                    17             26             24
gptme/hooks/auto_confirm.py                                          11              9             24
gptme/lessons/__init__.py                                             7             15             24
tests/test_tool_loading_duplicate.py                                 16             15             24
gptme/context/__init__.py                                             3              8             21
gptme/context/config.py                                              12             26             21
gptme/context/selector/config.py                                      8              8             21
gptme/util/useredit.py                                               12             13             21
gptme/util/interrupt.py                                              13             18             20
gptme/agent/__init__.py                                               3              6             19
gptme/context/selector/__init__.py                                    6             13             19
gptme/eval/suites/__init__.py                                         3              0             19
tests/test_tools_shell_multiline.py                                   7             19             19
gptme/acp/__init__.py                                                 5              8             18
gptme/constants.py                                                   12             16             18
tests/test_logmanager.py                                              8              5             18
gptme/eval/suites/browser.py                                          5              0             17
gptme/cli/__init__.py                                                10             13             15
tests/test_screenshot.py                                              9              6             15
tests/test_tools_chats.py                                             2              0             15
gptme/mcp/__init__.py                                                 1              0             14
gptme/tools/read.py                                                   6              8             13
tests/test_browser_lynx.py                                            7              4             12
gptme/__init__.py                                                     1              1              9
gptme/eval/dspy/__init__.py                                           6              6              7
gptme/eval/cost.py                                                   12             24              6
gptme/eval/__init__.py                                                1              0              4
gptme/__main__.py                                                     1              0              3
gptme/eval/__main__.py                                                1              0              3
gptme/eval/dspy/__main__.py                                           3              5              3
gptme/server/__init__.py                                              2              3              3
gptme/server/__main__.py                                              1              0              3
gptme/server/exceptions.py                                            5              8              2
gptme/server/constants.py                                             1              3              1
-----------------------------------------------------------------------------------------------------
SUM:                                                              16703          17592          54134
-----------------------------------------------------------------------------------------------------
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

Code Metrics#

$ make metrics
make[2]: Entering directory '/home/runner/work/gptme/gptme'
=== Code Metrics Summary ===

Project Overview:
  Files: 314
  Total blocks: 3417
  Average complexity: 4.342112964588821

Most Complex Functions (D+):
  gptme/eval/main.py
      F 326:0 main - D
  gptme/eval/dspy/hybrid_optimizer.py
      C 239:0 TaskComplexity - D
      M 283:4 TaskComplexity.analyze - D
  gptme/llm/llm_openai.py
      F 205:0 init - D
      F 831:0 _transform_msgs_for_special_provider - D
      F 568:0 stream - D
  gptme/llm/llm_anthropic.py
  gptme/llm/__init__.py
      F 209:0 _reply_stream - D
  gptme/llm/models.py
      F 514:0 get_model - D
  gptme/commands/meta.py
      F 140:0 cmd_plugin - E
  gptme/server/api_v2_sessions.py
      F 244:0 step - E
  gptme/server/openapi_docs.py
      F 533:0 _convert_to_openapi_nullable - D
  gptme/server/tasks_api.py
      F 358:0 get_git_status - D
  gptme/codeblock.py
      F 87:0 _extract_codeblocks - E
  gptme/prompts.py
      F 422:0 prompt_workspace - E
      F 630:0 prompt_chat_history - E
      F 50:0 get_prompt - D
  gptme/lessons/index.py
      M 97:4 LessonIndex._default_dirs - D
  gptme/context/selector/file_selector.py
  gptme/context/selector/rule_based.py
      M 27:4 RuleBasedSelector.select - D
  gptme/cli/main.py
  gptme/tools/autocompact.py
  gptme/tools/tmux.py
      F 365:0 execute_tmux - D
  gptme/tools/computer.py
      F 434:0 computer - D
  gptme/tools/gh.py
      F 57:0 _wait_for_checks - D
  gptme/tools/mcp.py
      F 77:0 execute_mcp - E
  gptme/tools/shell.py
      F 1584:0 _shorten_stdout - D
      F 1444:0 execute_shell - D
  gptme/tools/lessons.py
      F 189:0 auto_include_lessons_hook - D
  gptme/hooks/token_awareness.py
      F 88:0 add_token_usage_warning - D
  gptme/hooks/__init__.py
      M 377:4 HookRegistry.trigger - D
  gptme/telemetry.py
      F 286:0 record_llm_request - E
  gptme/plugins/__init__.py
      F 141:0 _load_plugin - D
  gptme/config.py
      F 936:0 setup_config_from_cli - E
      M 808:4 Config.mcp - D
  gptme/util/context.py
      F 440:0 _resource_to_codeblock - D
  gptme/util/prompt.py
      M 296:4 GptmeCompleter.get_completions - D
  gptme/util/gh.py
  tests/test_server_v2_auto_stepping.py
      F 16:0 test_auto_stepping - E
  tests/test_config.py
      F 540:0 test_project_config_loaded_from_toml - D
      F 573:0 test_project_config_loaded_from_json - D
  scripts/auto_rename_logs.py
      F 32:0 auto_rename_logs - D
  scripts/check_rst_formatting.py
      F 26:0 check_file - E
  scripts/gh-pr-view-with-pr-comments.py
      M 175:4 PRViewer.get_comments - D

Largest Files (>300 SLOC):
  1241 gptme/tools/shell.py
   947 gptme/eval/dspy/tasks.py
   888 tests/test_tools_shell.py
   805 gptme/llm/llm_openai.py
   785 tests/test_llm_openai.py
   725 gptme/tools/autocompact.py
   700 gptme/llm/models.py
   690 gptme/config.py
   685 gptme/server/api_v2_sessions.py
   658 gptme/llm/llm_anthropic.py
   657 tests/test_codeblock.py
   633 gptme/tools/subagent.py
   602 tests/test_config.py
   597 gptme/server/tasks_api.py
   556 gptme/prompts.py
   546 gptme/hooks/__init__.py
   541 tests/test_util_gh_mocked.py
   521 gptme/logmanager.py
   516 gptme/tools/base.py
   515 tests/test_tools_subagent.py
   505 gptme/tools/mcp_adapter.py
   500 gptme/cli/util.py
   493 gptme/tools/computer.py
   488 gptme/cli/main.py
   487 gptme/cli/setup.py
   486 gptme/server/openapi_docs.py
   471 tests/test_auto_compact.py
   463 gptme/eval/main.py
   448 tests/test_lessons_parser.py
   445 scripts/analyze_compression.py
   422 tests/test_lessons_commands.py
   418 scripts/github_bot.py
   409 gptme/tools/gh.py
   405 gptme/tools/tmux.py
   400 gptme/server/api_v2.py
   399 gptme/server/api.py
   399 gptme/eval/dspy/prompt_optimizer.py
   397 gptme/acp/agent.py
   389 tests/context/test_task_analyzer.py
   380 tests/test_util_cli_mcp.py
   374 gptme/chat.py
   373 gptme/cli/doctor.py
   367 gptme/agent/service.py
   363 gptme/eval/execenv.py
   360 gptme/util/_telemetry.py
   357 gptme/util/prompt.py
   357 gptme/eval/dspy/experiments.py
   355 gptme/eval/dspy/cli.py
   350 gptme/eval/run.py
   349 gptme/eval/dspy/metrics.py
   348 tests/test_llm_anthropic.py
   346 tests/lessons/test_wildcard_matching.py
   343 gptme/util/context.py
   342 gptme/telemetry.py
   337 gptme/agent/cli.py
   333 gptme/tools/browser.py
   331 tests/test_integration_phase4.py
   326 gptme/tools/mcp.py
   322 gptme/util/gh.py
   315 tests/test_mcp_discovery.py
   314 tests/test_cli.py
   309 gptme/hooks/tests/test_confirm.py
   308 tests/test_lessons_matcher.py
   307 gptme/llm/__init__.py
   306 gptme/message.py

make[3]: Entering directory '/home/runner/work/gptme/gptme'
Most Duplicated Files:
npm warn exec The following package was not found and will be installed: jscpd@4.0.8
Clone found (python):
 - gptme/util/_sound_sounddevice.py [95:5 - 106:67] (11 lines, 101 tokens)
   gptme/util/_sound_sounddevice.py [55:5 - 66:27]

Clone found (python):
 - gptme/tools/patch.py [285:5 - 299:4] (14 lines, 93 tokens)
   gptme/tools/save.py [108:5 - 122:41]

Clone found (python):
 - gptme/tools/gh.py [367:9 - 378:30] (11 lines, 92 tokens)
   gptme/tools/gh.py [228:9 - 239:12]

Clone found (python):
 - gptme/server/tasks_api.py [482:5 - 493:42] (11 lines, 79 tokens)
   gptme/server/tasks_api.py [469:26 - 479:5]

Clone found (python):
 - gptme/server/api.py [201:5 - 211:43] (10 lines, 83 tokens)
   gptme/server/api_v2.py [195:5 - 205:12]

Clone found (python):
 - gptme/server/api.py [212:5 - 228:2] (16 lines, 157 tokens)
   gptme/server/api_v2.py [205:5 - 221:2]

Clone found (python):
 - gptme/server/api.py [265:5 - 285:4] (20 lines, 172 tokens)
   gptme/server/api_v2.py [262:5 - 285:4]

Clone found (python):
 - gptme/plugins/__init__.py [399:5 - 424:25] (25 lines, 183 tokens)
   gptme/util/install.py [14:5 - 39:28]

Clone found (python):
 - gptme/llm/validate.py [199:37 - 214:14] (15 lines, 103 tokens)
   gptme/llm/validate.py [181:40 - 196:19]

Clone found (python):
 - gptme/llm/validate.py [217:29 - 229:45] (12 lines, 97 tokens)
   gptme/llm/validate.py [181:40 - 193:45]

Clone found (python):
 - gptme/llm/llm_anthropic.py [457:5 - 490:54] (33 lines, 248 tokens)
   gptme/llm/llm_anthropic.py [367:5 - 400:20]

Clone found (python):
 - gptme/llm/llm_anthropic.py [501:7 - 514:2] (13 lines, 110 tokens)
   gptme/llm/llm_anthropic.py [410:7 - 423:69]

Clone found (python):
 - gptme/eval/dspy/cli.py [310:31 - 325:49] (15 lines, 104 tokens)
   gptme/eval/dspy/cli.py [78:1 - 93:7]

Clone found (python):
 - gptme/eval/dspy/cli.py [417:12 - 433:46] (16 lines, 93 tokens)
   gptme/eval/dspy/cli.py [160:9 - 176:41]

Clone found (python):
 - gptme/eval/dspy/cli.py [444:13 - 450:15] (6 lines, 84 tokens)
   gptme/eval/dspy/cli.py [187:13 - 192:17]

Clone found (python):
 - gptme/eval/execenv.py [174:9 - 196:50] (22 lines, 229 tokens)
   gptme/eval/execenv.py [65:8 - 86:6]

Clone found (python):
 - gptme/eval/execenv.py [216:13 - 225:64] (9 lines, 109 tokens)
   gptme/eval/filestore.py [62:13 - 71:6]

Clone found (python):
 - gptme/eval/execenv.py [360:4 - 374:10] (14 lines, 115 tokens)
   gptme/eval/execenv.py [131:2 - 145:4]

Clone found (python):
 - gptme/eval/execenv.py [437:9 - 461:6] (24 lines, 180 tokens)
   gptme/eval/execenv.py [159:9 - 73:3]

Clone found (python):
 - gptme/commands/meta.py [214:9 - 223:7] (9 lines, 90 tokens)
   gptme/commands/meta.py [165:9 - 174:6]

Clone found (python):
 - gptme/cli/doctor.py [178:15 - 193:8] (15 lines, 97 tokens)
   gptme/cli/doctor.py [156:15 - 171:6]

Clone found (python):
 - scripts/generate_sounds.py [165:2 - 173:13] (8 lines, 81 tokens)
   scripts/generate_sounds.py [91:2 - 99:11]

Clone found (python):
 - scripts/analyze_compression.py [152:43 - 164:2] (12 lines, 97 tokens)
   scripts/analyze_compression.py [55:71 - 67:3]

Clone found (python):
 - scripts/analyze_compression.py [220:9 - 231:24] (11 lines, 97 tokens)
   scripts/analyze_compression.py [116:9 - 127:20]

Clone found (python):
 - gptme/telemetry.py [57:2 - 80:4] (23 lines, 106 tokens)
   gptme/util/_telemetry.py [306:5 - 329:7]

Clone found (python):
 - gptme/telemetry.py [445:5 - 456:11] (11 lines, 90 tokens)
   gptme/telemetry.py [110:9 - 121:10]

┌────────────┬────────────────┬─────────────┬──────────────┬──────────────┬──────────────────┬───────────────────┐
│ Format     │ Files analyzed │ Total lines │ Total tokens │ Clones found │ Duplicated lines │ Duplicated tokens │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ python     │ 200            │ 53168       │ 335814       │ 26           │ 386 (0.73%)      │ 3090 (0.92%)      │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ css        │ 1              │ 173         │ 1045         │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ javascript │ 1              │ 395         │ 3314         │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ markup     │ 2              │ 264         │ 2183         │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ markdown   │ 7              │ 1231        │ 8776         │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ bash       │ 9              │ 335         │ 1587         │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ url        │ 1              │ 2           │ 16           │ 0            │ 0 (0%)           │ 0 (0%)            │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ Total:     │ 221            │ 55568       │ 352735       │ 26           │ 386 (0.69%)      │ 3090 (0.88%)      │
└────────────┴────────────────┴─────────────┴──────────────┴──────────────┴──────────────────┴───────────────────┘
Found 26 clones.
Detection time:: 3.441s
make[3]: Leaving directory '/home/runner/work/gptme/gptme'
make[2]: Leaving directory '/home/runner/work/gptme/gptme'

The metrics above show:

  • Project Overview: Basic stats about the codebase size and complexity

  • Complex Functions: Functions rated D+ (high complexity, should be refactored)

  • Large Files: Files over 300 SLOC (should be split into smaller modules)

  • Duplicated Files: Using jscpd to find duplicated code

We should aim to:

  • Keep average complexity below 4.0

  • Have no E-rated functions (extremely complex)

  • Have few D-rated functions (very complex)

  • Keep files under 300 SLOC where possible