Porous　organic　frameworks　(POFs),　including　metal-organic　frameworks　(MOFs),　covalent　organic　frameworks　(COFs),　and　hydrogen-bonded　frameworks　(HOFs),　have　become　research　and　development　hotspots　in　the　field　of　metal-ion　batteries　(MIBs)　because　of　their　unique　structures,　variable　pore　sizes,　high　specific　surface　areas,　abundant　active　sites　and　customizable　frameworks.　These　natural　advantages　of　POF　materials　provide　sufficient　conditions　for　high-performance　electrode　materials　for　MIBs.　However,　some　POF-based　materials　are　still　in　the　early　stages　of　development,　and　more　efforts　are　needed　to　make　them　competitive　in　practical　applications.　This　updated　review　provides　a　comprehensive　overview　of　recent　advancements　in　the　application　of　POF-based　materials　for　MIBs,　including　lithium-ion,　sodium-ion,　potassium-ion,　zinc-ion,　aluminum-ion　and　calcium-ion　batteries.　In　addition,　advanced　characterization　technologies　and　computational　simulation　techniques,　including　machine　learning,　are　reviewed.　The　main　challenges　and　prospects　of　the　application　of　POF-based　materials　in　MIBs　are　briefly　discussed,　which　can　provide　insights　into　the　design　and　synthesis　of　high-performance　electrode　materials.Graphical　AbstractThis　updated　review　provides　a　comprehensive　overview　of　the　recent　advancements　in　the　application　of　POF-based　materials　(MOFs,　COFs,　and　HOFs)　for　metal-ion　batteries　(MIBs)　including　lithium-ion,　sodium-ion,　potassium-ion,　zinc-ion,　aluminum-ion　and　calcium-ion　batteries.　The　advanced　characterization　technologies　and　computational　simulation　techniques　including　machine　learning　are　reviewed.　The　main　challenges　and　prospects　of　POF-based　materials　used　in　MIBs　are　discussed,　providing　insights　into　the　design　and　synthesis　of　high-performance　electrode　materials.