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
     273496 |       gptme.mcp.client
     273839 |     gptme.tools.mcp_adapter
     279904 |               openai.types
     351220 |             openai
     442286 |           gptme.llm.llm_openai
     696157 |         gptme.llm
     698172 |       gptme.commands
     799375 |     gptme.chat
    1235655 |   gptme.cli
    1289364 | gptme

real	0m2.154s
user	0m1.738s
sys	0m0.301s
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):      2.051 s ±  0.022 s    [User: 1.797 s, System: 0.244 s]
  Range (min … max):    2.029 s …  2.085 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                                166            134            715
gptme/llm/models.py                                    121            120            669
gptme/config.py                                        186            171            662
gptme/llm/llm_anthropic.py                             132            142            618
gptme/logmanager.py                                    132            158            518
gptme/tools/base.py                                    129            137            511
gptme/util/cli.py                                      142             73            498
gptme/prompts.py                                       137            168            486
gptme/cli.py                                            74             65            482
gptme/setup.py                                         113             59            478
gptme/hooks/__init__.py                                147            156            450
gptme/chat.py                                           69             85            382
gptme/util/_telemetry.py                               105            121            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             50            230
gptme/lessons/commands.py                               91             48            213
gptme/util/_sound_sounddevice.py                        52             52            208
gptme/util/ask_execute.py                               54             46            202
gptme/util/sound.py                                     65             72            200
gptme/util/auto_naming.py                               59             70            199
gptme/lessons/parser.py                                 70            108            192
gptme/lessons/index.py                                  71             98            183
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/__init__.py                                  31             22            140
gptme/util/cost_display.py                              39             31            137
gptme/lessons/hybrid_matcher.py                         53             79            132
gptme/util/cost_tracker.py                              44             62            112
gptme/lessons/matcher.py                                35             47            102
gptme/init.py                                           23             19            100
gptme/util/tree.py                                      21             13             91
gptme/lessons/matcher_enhanced.py                       26             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/_keyword_matching.py                              35             66             39
gptme/lessons/selector_integration.py                   12             11             39
gptme/util/clipboard.py                                  8              2             35
gptme/util/terminal.py                                  23             21             34
gptme/util/install.py                                   13             24             31
gptme/wut.py                                            13             12             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              8
gptme/__main__.py                                        1              0              3
----------------------------------------------------------------------------------------
SUM:                                                  3649           3977          13452
----------------------------------------------------------------------------------------
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                         166            134            715
gptme/llm/models.py                             121            120            669
gptme/llm/llm_anthropic.py                      132            142            618
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:                                            580            581           2804
---------------------------------------------------------------------------------
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                                278            346           1146
gptme/tools/autocompact.py                          181            250            590
gptme/tools/subagent.py                             183            313            568
gptme/tools/mcp_adapter.py                          159            166            519
gptme/tools/base.py                                 129            137            511
gptme/hooks/__init__.py                             147            156            450
gptme/tools/computer.py                             151            219            437
gptme/tools/gh.py                                    85             93            349
gptme/tools/tmux.py                                  95            159            333
gptme/tools/mcp.py                                   99            102            311
gptme/tools/_browser_playwright.py                   87             33            287
gptme/tools/tts.py                                  119            132            284
gptme/tools/save.py                                  56             55            262
gptme/plugins/__init__.py                            83            116            248
gptme/tools/patch.py                                 58             80            244
gptme/tools/lessons.py                               92            105            243
gptme/tools/todo.py                                  95            106            237
gptme/tools/__init__.py                              67             50            230
gptme/tools/precommit.py                             64             87            189
gptme/tools/morph.py                                 43             42            178
gptme/tools/python.py                                56             49            173
gptme/tools/restart.py                               51             81            171
gptme/tools/_browser_thread.py                       27             12            157
gptme/tools/form.py                                  38             43            147
gptme/tools/rag.py                                   62             74            145
gptme/tools/chats.py                                 43             49            142
gptme/hooks/token_awareness.py                       44             51            141
gptme/hooks/cost_awareness.py                        45             56            133
gptme/hooks/cache_awareness.py                       95            138            128
gptme/tools/browser.py                               59            114            127
gptme/hooks/form_autodetect.py                       48             65            126
gptme/tools/complete.py                              34             42            116
gptme/tools/choice.py                                31             25            107
gptme/tools/parallel.py                              28             36             88
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/tools/read.py                                   6              8             13
-------------------------------------------------------------------------------------
SUM:                                               3180           3854          10147
-------------------------------------------------------------------------------------
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                    153            154            659
gptme/server/tasks_api.py                          171            110            597
gptme/server/openapi_docs.py                       177            140            458
gptme/server/api.py                                 99             97            400
gptme/server/api_v2.py                              79             55            352
gptme/server/static/main.js                         35             45            316
gptme/server/workspace_api.py                       57             55            173
gptme/server/api_v2_agents.py                       38             28            164
gptme/server/static/index.html                      11             15            148
gptme/server/static/style.css                       27              4            143
gptme/server/client.py                              60             78            139
gptme/server/cli.py                                 26             17            137
gptme/server/auth.py                                45             69            121
gptme/server/static/computer.html                    1              1             90
gptme/server/api_v2_common.py                       48             24             69
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:                                              1036            906           3975
------------------------------------------------------------------------------------
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_tools_shell.py                                     235            375            680
tests/test_llm_openai.py                                      174             88            624
tests/test_util_gh_mocked.py                                  106             92            534
tests/test_tools_subagent.py                                  197            115            515
tests/test_lessons_commands.py                                157             82            422
tests/test_config.py                                          109            212            413
tests/context/test_task_analyzer.py                           119             58            389
tests/test_auto_compact.py                                    174            146            383
tests/test_util_cli_mcp.py                                     89             45            380
tests/test_mcp_discovery.py                                   128             37            351
tests/test_llm_anthropic.py                                    64             24            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_cli.py                                              82             57            297
tests/test_lessons_matcher.py                                  89             80            288
tests/lessons/test_wildcard_matching.py                       114            125            287
tests/test_context_selector.py                                 83             45            254
tests/conftest.py                                              79             70            250
tests/test_lessons_index.py                                    84             68            243
tests/test_lessons_integration.py                              91             59            242
tests/test_complete.py                                         56             40            241
tests/test_server_v2.py                                        69             34            229
tests/test_mcp.py                                              58             45            207
tests/test_message.py                                          83             86            204
tests/test_plugins.py                                          82             70            203
tests/test_lessons_tool.py                                     55             26            194
tests/test_mcp_adapter.py                                      65             37            191
tests/test_auto_naming.py                                      54             41            186
tests/test_execenv.py                                          52             42            185
tests/test_hooks.py                                            90             24            184
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_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/test_tools_patch.py                                      71            157            131
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_save.py                                       29             23            119
tests/test_tools_todo.py                                       53             46            117
tests/test_lessons_status.py                                   67             96            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_parallel.py                                         27             17             93
tests/test_session.py                                          40             21             93
tests/test_tools_computer.py                                   36             27             91
tests/test_util_gh.py                                          39             28             91
tests/test_llm_validate.py                                     25             19             90
tests/test_server_v2_auto_stepping.py                          20             22             87
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_llm_models.py                                       27             14             75
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_browser.py                                          28             23             58
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_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:                                                         5577           4972          15917
-----------------------------------------------------------------------------------------------
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                     53             92            349
gptme/eval/run.py                         58             47            346
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:                                     245            239           1393
-------------------------------------------------------------------------------------
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/setup.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/wut.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/cli.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/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/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/form_autodetect.py gptme/hooks/tests/test_cache_awareness.py gptme/hooks/active_context.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/cli.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 gptme/_keyword_matching.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/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_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_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_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
-----------------------------------------------------------------------------------------------------
File                                                              blank        comment           code
-----------------------------------------------------------------------------------------------------
gptme/tools/shell.py                                                278            346           1146
gptme/llm/llm_openai.py                                             166            134            715
tests/test_tools_shell.py                                           235            375            680
gptme/llm/models.py                                                 121            120            669
gptme/config.py                                                     186            171            662
gptme/server/api_v2_sessions.py                                     153            154            659
gptme/eval/dspy/tasks.py                                            170            374            639
tests/test_llm_openai.py                                            174             88            624
gptme/llm/llm_anthropic.py                                          132            142            618
gptme/server/tasks_api.py                                           171            110            597
gptme/tools/autocompact.py                                          181            250            590
gptme/tools/subagent.py                                             183            313            568
tests/test_util_gh_mocked.py                                        106             92            534
gptme/tools/mcp_adapter.py                                          159            166            519
gptme/logmanager.py                                                 132            158            518
tests/test_tools_subagent.py                                        197            115            515
gptme/tools/base.py                                                 129            137            511
gptme/util/cli.py                                                   142             73            498
gptme/prompts.py                                                    137            168            486
gptme/cli.py                                                         74             65            482
gptme/setup.py                                                      113             59            478
gptme/eval/main.py                                                   72             45            461
gptme/server/openapi_docs.py                                        177            140            458
gptme/hooks/__init__.py                                             147            156            450
scripts/analyze_compression.py                                      103             68            446
gptme/tools/computer.py                                             151            219            437
tests/test_lessons_commands.py                                      157             82            422
tests/test_config.py                                                109            212            413
scripts/github_bot.py                                                84             79            409
gptme/eval/dspy/prompt_optimizer.py                                 106             86            401
gptme/server/api.py                                                  99             97            400
gptme/acp/agent.py                                                   88            125            399
tests/context/test_task_analyzer.py                                 119             58            389
tests/test_auto_compact.py                                          174            146            383
gptme/chat.py                                                        69             85            382
tests/test_util_cli_mcp.py                                           89             45            380
gptme/util/_telemetry.py                                            105            121            360
gptme/eval/dspy/cli.py                                               73             57            355
gptme/eval/dspy/experiments.py                                       94             60            352
gptme/server/api_v2.py                                               79             55            352
tests/test_mcp_discovery.py                                         128             37            351
gptme/eval/execenv.py                                                53             92            349
gptme/tools/gh.py                                                    85             93            349
tests/test_llm_anthropic.py                                          64             24            348
gptme/eval/run.py                                                    58             47            346
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/util/prompt.py                                                 83            114            337
gptme/tools/tmux.py                                                  95            159            333
tests/test_integration_phase4.py                                     66             54            331
gptme/util/context.py                                                85            131            328
gptme/tools/mcp.py                                                   99            102            311
gptme/llm/__init__.py                                                76             74            307
gptme/util/gh.py                                                     66             86            305
gptme/message.py                                                     65             88            300
scripts/gh-pr-view-with-pr-comments.py                               55             36            298
tests/test_cli.py                                                    82             57            297
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/mcp/client.py                                                  87             89            274
gptme/tools/save.py                                                  56             55            262
tests/test_context_selector.py                                       83             45            254
tests/conftest.py                                                    79             70            250
gptme/plugins/__init__.py                                            83            116            248
gptme/tools/patch.py                                                 58             80            244
gptme/tools/lessons.py                                               92            105            243
tests/test_lessons_index.py                                          84             68            243
tests/test_lessons_integration.py                                    91             59            242
tests/test_complete.py                                               56             40            241
gptme/context/task_analyzer.py                                      100            124            237
gptme/tools/todo.py                                                  95            106            237
gptme/context/adaptive_compressor.py                                 76            130            232
gptme/tools/__init__.py                                              67             50            230
gptme/commands/meta.py                                               52             19            229
tests/test_server_v2.py                                              69             34            229
gptme/mcp/registry.py                                                59             70            216
gptme/lessons/commands.py                                            91             48            213
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/ask_execute.py                                            54             46            202
gptme/util/sound.py                                                  65             72            200
gptme/util/auto_naming.py                                            59             70            199
tests/test_lessons_tool.py                                           55             26            194
gptme/lessons/parser.py                                              70            108            192
tests/test_mcp_adapter.py                                            65             37            191
gptme/tools/precommit.py                                             64             87            189
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_hooks.py                                                  90             24            184
gptme/lessons/index.py                                               71             98            183
tests/test_dspy_hybrid.py                                            65             45            179
gptme/tools/morph.py                                                 43             42            178
scripts/reduce_context.py                                            59             72            177
tests/test_server_v2_hooks.py                                        71             52            175
gptme/llm/validate.py                                                29             27            173
gptme/server/workspace_api.py                                        57             55            173
gptme/tools/python.py                                                56             49            173
gptme/tools/restart.py                                               51             81            171
gptme/llm/llm_openai_models.py                                        2             11            169
gptme/codeblock.py                                                   37             92            168
gptme/commands/session.py                                            60             47            164
gptme/server/api_v2_agents.py                                        38             28            164
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
gptme/tools/form.py                                                  38             43            147
scripts/check_rst_formatting.py                                      41             52            147
tests/test_master_context.py                                         39             24            147
gptme/tools/rag.py                                                   62             74            145
tests/test_file_selector_integration.py                              50             23            145
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/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/server/cli.py                                                  26             17            137
gptme/util/cost_display.py                                           39             31            137
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/test_tools_patch.py                                            71            157            131
tests/benchmark_context_selector.py                                  32             26            130
gptme/commands/llm.py                                                39             35            128
gptme/hooks/cache_awareness.py                                       95            138            128
gptme/tools/browser.py                                               59            114            127
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
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_save.py                                             29             23            119
tests/test_tools_todo.py                                             53             46            117
gptme/tools/complete.py                                              34             42            116
scripts/auto_rename_logs.py                                          34             23            115
tests/test_lessons_status.py                                         67             96            113
gptme/util/cost_tracker.py                                           44             62            112
tests/test_cost_awareness_delayed_warning.py                         42             32            108
gptme/tools/choice.py                                                31             25            107
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/commands/base.py                                               45             47            105
tests/test_util_cli.py                                               35             28            105
gptme/lessons/matcher.py                                             35             47            102
tests/test_tools_tts.py                                              50             58            101
gptme/init.py                                                        23             19            100
tests/test_parallel.py                                               27             17             93
tests/test_session.py                                                40             21             93
gptme/acp/types.py                                                   25             13             91
gptme/util/tree.py                                                   21             13             91
tests/test_tools_computer.py                                         36             27             91
tests/test_util_gh.py                                                39             28             91
tests/test_llm_validate.py                                           25             19             90
gptme/lessons/matcher_enhanced.py                                    26             40             88
gptme/tools/parallel.py                                              28             36             88
tests/test_server_v2_auto_stepping.py                                20             22             87
gptme/util/export.py                                                 17             25             86
gptme/tools/_browser_perplexity.py                                   25             22             85
scripts/treeofthoughts.py                                            28             28             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_llm_models.py                                             27             14             75
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
gptme/context/selector/llm_based.py                                  32             38             69
gptme/eval/suites/basic.py                                           17              0             69
gptme/server/api_v2_common.py                                        48             24             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
tests/test_browser.py                                                28             23             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
gptme/context/selector/file_config.py                                13             11             42
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/_keyword_matching.py                                           35             66             39
gptme/context/selector/hybrid.py                                     14             16             39
gptme/lessons/selector_integration.py                                12             11             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/util/install.py                                                13             24             31
gptme/wut.py                                                         13             12             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/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/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
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              8
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:                                                              15540          16192          50589
-----------------------------------------------------------------------------------------------------
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: 298
  Total blocks: 3134
  Average complexity: 4.388321633694958

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 145:0 init - D
      F 508:0 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 128:0 cmd_plugin - E
  gptme/server/api_v2_sessions.py
      F 243:0 step - E
  gptme/server/openapi_docs.py
      F 525:0 _convert_to_openapi_nullable - D
  gptme/server/tasks_api.py
      F 358:0 get_git_status - D
  gptme/server/api_v2_agents.py
      F 59:0 api_agents_put - D
  gptme/cli.py
  gptme/codeblock.py
      F 87:0 _extract_codeblocks - E
  gptme/prompts.py
      F 422:0 prompt_workspace - E
      F 595:0 prompt_chat_history - E
      F 50:0 get_prompt - D
  gptme/context/selector/file_selector.py
  gptme/context/selector/rule_based.py
      M 27:4 RuleBasedSelector.select - D
  gptme/tools/save.py
      F 98:0 execute_save_impl - D
  gptme/tools/autocompact.py
  gptme/tools/tmux.py
      F 366:0 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 1555:0 _shorten_stdout - D
      F 1411:0 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/telemetry.py
      F 286:0 record_llm_request - E
  gptme/plugins/__init__.py
      F 141:0 _load_plugin - D
  gptme/config.py
      F 894:0 setup_config_from_cli - E
      M 766:4 Config.mcp - D
  gptme/util/context.py
      F 440:0 _resource_to_codeblock - D
  gptme/util/ask_execute.py
      F 87:0 ask_execute - D
      F 206:0 execute_with_confirmation - 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 532:0 test_project_config_loaded_from_toml - D
      F 560:0 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):
  1226 gptme/tools/shell.py
   947 gptme/eval/dspy/tasks.py
   888 tests/test_tools_shell.py
   716 gptme/llm/llm_openai.py
   681 gptme/llm/models.py
   664 gptme/config.py
   659 gptme/server/api_v2_sessions.py
   657 tests/test_codeblock.py
   633 gptme/tools/subagent.py
   626 tests/test_llm_openai.py
   620 gptme/llm/llm_anthropic.py
   597 gptme/server/tasks_api.py
   595 gptme/tools/autocompact.py
   589 tests/test_config.py
   541 tests/test_util_gh_mocked.py
   534 gptme/prompts.py
   521 gptme/logmanager.py
   519 gptme/tools/mcp_adapter.py
   517 gptme/tools/base.py
   515 tests/test_tools_subagent.py
   500 gptme/util/cli.py
   493 gptme/tools/computer.py
   488 gptme/cli.py
   487 gptme/setup.py
   482 gptme/server/openapi_docs.py
   463 gptme/eval/main.py
   451 gptme/hooks/__init__.py
   448 tests/test_lessons_parser.py
   445 scripts/analyze_compression.py
   422 tests/test_lessons_commands.py
   418 scripts/github_bot.py
   410 gptme/tools/gh.py
   408 gptme/tools/tmux.py
   402 gptme/eval/dspy/prompt_optimizer.py
   401 gptme/server/api.py
   399 gptme/acp/agent.py
   398 tests/test_auto_compact.py
   389 tests/context/test_task_analyzer.py
   382 gptme/chat.py
   380 tests/test_util_cli_mcp.py
   361 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
   352 gptme/server/api_v2.py
   351 tests/test_mcp_discovery.py
   349 gptme/eval/dspy/metrics.py
   348 tests/test_llm_anthropic.py
   347 gptme/eval/run.py
   346 tests/lessons/test_wildcard_matching.py
   343 gptme/util/context.py
   342 gptme/telemetry.py
   331 tests/test_integration_phase4.py
   327 gptme/tools/mcp.py
   322 gptme/util/gh.py
   308 tests/test_lessons_matcher.py
   307 gptme/llm/__init__.py
   306 tests/test_cli.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@4.0.7
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 [283:5 - 297:4] (14 lines, 93 tokens)
   gptme/tools/save.py [108:5 - 122:41]

Clone found (python):
 - gptme/tools/gh.py [368:9 - 379:30] (11 lines, 92 tokens)
   gptme/tools/gh.py [229:9 - 240:12]

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 [184:5 - 194:12]

Clone found (python):
 - gptme/server/api.py [212:5 - 228:2] (16 lines, 157 tokens)
   gptme/server/api_v2.py [194:5 - 210:2]

Clone found (python):
 - gptme/server/api.py [265:5 - 285:4] (20 lines, 172 tokens)
   gptme/server/api_v2.py [251:5 - 274:4]

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/mcp/client.py [173:13 - 180:3] (7 lines, 75 tokens)
   gptme/mcp/client.py [137:13 - 142:21]

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 [455:5 - 488:54] (33 lines, 248 tokens)
   gptme/llm/llm_anthropic.py [365:5 - 398:20]

Clone found (python):
 - gptme/llm/llm_anthropic.py [499:7 - 512:2] (13 lines, 110 tokens)
   gptme/llm/llm_anthropic.py [408:7 - 421:69]

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 [167:9 - 189:50] (22 lines, 229 tokens)
   gptme/eval/execenv.py [58:8 - 79:6]

Clone found (python):
 - gptme/eval/execenv.py [209:13 - 218:64] (9 lines, 109 tokens)
   gptme/eval/filestore.py [62:13 - 71:6]

Clone found (python):
 - gptme/eval/execenv.py [353:4 - 367:10] (14 lines, 115 tokens)
   gptme/eval/execenv.py [124:2 - 138:4]

Clone found (python):
 - gptme/eval/execenv.py [430:9 - 454:6] (24 lines, 180 tokens)
   gptme/eval/execenv.py [152:9 - 66:3]

Clone found (python):
 - gptme/commands/meta.py [202:9 - 211:7] (9 lines, 90 tokens)
   gptme/commands/meta.py [153:9 - 162:6]

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 [310:5 - 333:7]

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     │ 189            │ 50064       │ 318087       │ 26           │ 378 (0.76%)      │ 3068 (0.96%)      │
├────────────┼────────────────┼─────────────┼──────────────┼──────────────┼──────────────────┼───────────────────┤
│ 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:     │ 210            │ 52464       │ 335008       │ 26           │ 378 (0.72%)      │ 3068 (0.92%)      │
└────────────┴────────────────┴─────────────┴──────────────┴──────────────┴──────────────────┴───────────────────┘
Found 26 clones.
Detection time:: 3.280s
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