kyegomez/swarms

What Four separate helpers recursively walk dict/list/tuple structures and produce an indented key: value string. They differ only in bracket and quote cosmetics. Function Location Lines Callers format_data_structure swarms/utils/index.py:46-155 110 agent.py ×7 format_dict_to_string swarms/utils/index.py:13-43 31 0 (only the __init__ re-export) any_to_str swarms/utils/any_to_str.py:4-63 60 consistency_agent, swarm_rearrange, conversation, agent_rearrange, model_router function_to_str / functions_to_str swarms/tools/func_to_str.py 42 reachable only via the dead base_tool methods Analysis format_dict_to_string is strictly redundant — format_data_structure already handles every case it does, and it has zero callers. Pure deletion. any_to_str and format_data_structure genuinely overlap — same traversal, different output cosmetics. They can be one function with a style= parameter. func_to_str.py dies automatically with the base_tool.py dead-method cleanup (see that iss

What swarms/utils/formatter.py (987 lines) carries three public methods with zero callers and a hardcoded regex block that collapses to two patterns. 1. Dead print methods (142 lines) Verified 0 hits across swarms/, tests/, and examples/: Method Lines Span print_progress 28 487-514 print_panel_token_by_token 35 515-549 print_plan_tree 79 750-828 2. print_markdown is a redundant alias (21 lines) print_markdown (:446-466) is used only by tests/utils/test_formatter.py:120 — no production caller. Its body is self.markdown_handler.render_markdown_output(content, title, border_style), which is identical to the print_panel markdown branch at :434-437. Either delete it and update the test, or keep it as a documented one-line alias. 3. _clean_output — 8 near-identical regexes (~30 lines) MarkdownOutputHandler._clean_output (:39-113) hardcodes eight re.sub log-stripping patterns at :44-79 that differ only by the log level name (INFO, DEBUG, WARNING, ERROR, …). These collapse

What 23 files in swarms/prompts/ are never imported by anything — not by swarms/, not by tests/, not by examples/. Together they are ~1,677 lines of legacy persona prompts that no code path can reach. The files Lines File 276 autobloggen.py 104 xray_swarm_prompt.py 103 agent_self_builder_prompt.py 102 self_operating_prompt.py 101 multi_modal_prompts.py 97 support_agent_prompt.py 91 ai_research_team.py 90 accountant_swarm_prompts.py 88 sop_generator_agent_prompt.py 88 sales_prompts.py 78 project_manager.py 75 agent_orchestration_prompt.py 62 code_spawner.py 54 swarm_manager_agent.py 52 meta_system_prompt.py 48 multi_modal_visual_prompts.py 41 visual_cot.py 39 urban_planning.py 38 personal_stylist.py 23 aot_prompt.py 14 idea2img.py 13 task_assignment_prompt.py 0 refiner_agent_prompt.py (empty file) Verification method For each file, both the module name and every exported symbol (prompt constants, functions) were grepped across the

What Delete the rest of swarms/structs/various_alt_swarms.py (527 lines remaining). Background The file originally held 1,103 lines. PR #1825 removed 576 of them (the 10 math-sequence classes: FibonacciSwarm, PrimeSwarm, PowerSwarm, LogSwarm, ExponentialSwarm, GeometricSwarm, HarmonicSwarm, StaircaseSwarm, SigmoidSwarm, SinusoidalSwarm). This issue tracks deleting the remainder. What still remains (all dead) A second, colliding BaseSwarm at various_alt_swarms.py:15-67, entirely unrelated to swarms/structs/base_swarm.py CircularSwarm, StarSwarm, MeshSwarm, PyramidSwarm OneToOne, Broadcast, OneToThree Why it should go Zero references repo-wide. Verified across .py and .md in swarms/, tests/, and examples/ — module name and every exported class name. The module is not imported in swarms/structs/__init__.py, so it is unreachable through the public API. It is a worse duplicate of live code. swarms/structs/swarming_architectures.py (360 lines) implements circular_swarm, star_swarm, m