🦾 ملاحظات د. وائل

📁 00-الترسانة
00-الفهرس
📁 00-الترسانة/الذاكرة-اليومية
2026-04-022026-04-172026-04-22-cost-optimization2026-04-22-oauth-setup2026-04-222026-04-23-skywork-apikey2026-04-24-deepseek-v42026-04-24-event-logs2026-04-24-valve-types2026-04-25-animate-scenes2026-04-25-crypto-replacement2026-04-25-jihan-video2026-04-25-windows-tuneup2026-04-252026-04-26-server-upgrade2026-04-26-windows-tuneup2026-04-27-crypto-report2026-04-27-salary-raise-request2026-04-27-turkey-investment2026-04-28-02342026-04-28-02442026-04-28-final-upgrade2026-04-28-morning-greeting2026-04-28-oauth-credentials2026-04-28-slow-replies2026-04-30-bitcoin-turkey-outlook2026-04-30-deepseek-setup2026-04-30-kiloclaw-backup2026-05-01-camoufox-removal2026-05-01-green-square2026-05-01-identity-reset2026-05-01-name-mixup2026-05-01-new-session2026-05-01-print-spooler2026-05-01-triangle-puzzle2026-05-02-event-analysis2026-05-02-halal-check2026-05-02-laplace-inverse2026-05-02-radius-puzzle2026-05-02-rainforest-alliance2026-05-02-skywork-integration2026-05-02-wsa-shutdown2026-05-02-wsa-update2026-05-03-tashbeeh-lesson2026-05-03-wsa-crash2026-05-032026-05-04-idle-timeout2026-05-04-wsa-diagnostics2026-05-042026-05-06-capabilities-review2026-05-06-storage-cleanup2026-05-06-wsa-fix2026-05-062026-05-072026-05-09-mega-session2026-05-092026-05-102026-05-112026-05-122026-05-132026-05-142026-05-152026-05-162026-05-172026-05-182026-05-192026-05-202026-05-212026-05-222026-05-232026-05-242026-05-252026-05-262026-05-272026-05-312026-06-012026-06-022026-06-032026-06-042026-06-052026-06-062026-06-072026-06-08-obsidian-syncthing-setup2026-06-082026-06-092026-06-102026-06-11-mcp-tools-fix2026-06-112026-06-122026-06-132026-06-142026-06-152026-06-162026-06-172026-06-182026-06-19-telegram-copy-fix2026-06-19-uncensored-models-study2026-06-202026-06-212026-06-222026-06-232026-06-242026-06-252026-06-262026-06-272026-06-282026-06-292026-06-302026-07-012026-07-022026-07-032026-07-042026-07-052026-07-062026-07-072026-07-082026-07-092026-07-102026-07-112026-07-122026-07-132026-07-142026-07-152026-07-162026-07-172026-07-182026-07-192026-07-202026-07-212026-07-222026-07-23-local-image-vpn-fix2026-07-232026-07-25_MEMORY-curated
📁 00-الترسانة/القواعد-الذهبية
DECISION_MATRIXECONOMIC_ARSENAL_MATRIXENGINEERING_ARSENAL_MATRIXENGINEERING_DISCIPLINES_MATRIXGOLDEN_PROMPTLEGAL_ARSENAL_MATRIXMEDICAL_ARSENAL_MATRIXSCIENCE_GRAPHICAL_AUDIO_MATRIX
📁 00-الترسانة/المرجعية
AGENTSAGREEMENTSCAPABILITIESDECISION_MATRIXDOMAIN_MODEL_RANKINGSGOLDEN_RULESGOLDEN_RULES_COREIDENTITYMEMORYMISTAKES_LEDGERMISTAKES_PATTERNSMODEL_REGISTRYSOULSTRATEGIESTOOLSUSER
📁 00-الترسانة/المهارات
1password3d-arsenal3d-generationacademic-researchacademic-shieldaccounting-advancedaccuracy-gateai-investment-analyzerai-web-automationalphafoldarabic-tashkeelaudd-recognizeautograderblogwatcherbridge-tunnel-enginebriefingcartesiacitation-validatorcivil-design-routercivil-methodology-enginecivil-networksclaims-engineeringcode-refactorercognee-memorycomputer-use-pluscomputer-useconstruction-assistantconstructioncontract-reviewcourse-pipelinecourtlistener-researchcrypto-marketcurriculum-ragcybersecurity-edudata-charts-visualizationdesign-to-bimdocument-ocr-arsenaleconomic-arsenaleconomic-calendar-fetcherelite-councilengineering-codesengineering-design-stackengineering-legal-economicengineering-ocr-blueprintsengineering-pack-2026-06-21entertainment-arsenalevolinkexif-geolocationfable-orchestratorfirecrawlforecasting-techniquesforesight-enginefree-llm-resourcesfrontier-videogemini-embedding-2gemini-live-translategenius-loopgenspark-agentgeospatial-arsenalgh-issuesgifgrepgithubgoggraph-memoryhive-vlmhyperframesidentity-charterin-depth-researchinvestment-analystkuwait-datalangfuselecture-builderlegal-advisorlegal-draftinglegal-encyclopedialegal-ragliberation-routerlive-translatormanus-agentmanusmarket-newsmath-foundationmathpix-ocrmcportermedia-editing-arsenalmedical-arsenalmedical-triagemicrosoft365minimax-music-2-6multi-discipline-engineeringmulti-model-consensusnotebooklm-researchocr-advancedollama-localonedriveopenai-realtime-translateopenclaw-memory-hygienep6-ai-plannerpaperclippascal-editorpdf-summarizerpika-videoplanet-satelliteportfolio-watcherproject-lifecycle-enginequantity-takeoff-enginequantum-computingrag-knowledge-basereal-estate-skillrealtime-voicereviewer-agentscience-arsenalself-improving-agentsentinel-hubsession-logsskywork-agentsmart-code-routersonjj-apistealth-browserstocks-enhancedstocksstructural-advancedsuno-musicsynergy-war-roomtavily-searchtext-humanizertmuxtradingview-webhookstranslateturkey-real-estatetwilioutility-identityv0-alternativesvapivercelvideo-framesvideo-gps-trackerweb-scraperweb-searchwhisperxwolfram-alphaxurl
📁 04-AI-Coding
Graphify-Code-MapsGraphify-MCP-Laptop-Setup
📁 graphify-graphs/arsenal-scripts
GRAPH_REPORT
📁 graphify-graphs/arsenal-scripts/obsidian
(M-038L5 fix 2026-06-01) R2 keys are MIXED some stored under 'kiloclaw' (ARSENAL_SRCAntigravity Managed Agent (Linux sandbox auto-provisioned). SYNC only (backgAttributed Question Answering (with citations).Calculate MD5 hash of file.Capability failures seen = min_count - candidate for a hardening skill.Check if path should be skipped.Computer Use (UI automation reasoning).Count replay_invalid events whose log line timestamp is within WINDOW_S.Create and upload a workspace backup tarball.Create authenticated R2 client.Deep Research agent via Interactions API. Variants - preview →Download a file from R2.ENG_SECTIONEPOCHSEmbodied Reasoning for robotics tasks.Empire vs Markowitz fundsExtract each ranked domain heading + its last-updated date + staleness.FLUTTER_HOMEForce-heal ONLY a genuinely-abandoned session (stale lock = engine dead). MGemini 2.5 Flash — رخيص. فشل = None (لا انهيار).Generate a presigned download URL (default 7 days = 604800s).HEAD a single object print 'OK size_bytes last_modified' or 'MISSING'.HOMEImage generation. Supported models - imagen-4.0-fast-generate-001 (JAVA_HOMEL1_healthchecks_ping.sh scriptL1_healthchecks_ping.shL1_pinger_daemon.pyL4_integrity_check.sh scriptL4_integrity_check.shL5_backup_verify.sh scriptL5_backup_verify.shL6_canary_check.sh scriptL6_canary_check.shL7_version_watchdog.sh scriptL7_version_watchdog.shLD_LIBRARY_PATHList objects in bucket.Most-recently-modified .jsonl that currently holds a .lock = the live session.Most-recently-modified locked .jsonl = the livestuck session.Music generation via generateContent (NOT predict). Models - lyria-3-NOTE happyhorse.py takes --image-url (URL) + --prompt, prints JSON with videoNPM_TOOLSOpen capability requests = explicit skill-gap signals.PATHPATH_1PATH_2PATH_4PATH_5Path_3Path_7Poll a background Interactions API job (e.g. Deep Research).Poll a long-running operation (Veo) until done.Re-inject the dropped user message into main via a one-shot cron systemEvent.Remove backups older than N days.Remove signature fields from one thinking block. Returns (block, changed).Return the most recent human user message text from the session.SECTIONSSL_CERT_DIRSSL_CERT_FILESSL_CERT_FILE_1SSL_CERT_FILE_2Smart Gemini call with KW→US fallback. Returns {ok bool, region_usedSource env.sh and grab the key.TG_CODETG_TITLETS()_3TUNNEL_TOKENTZText embeddings. Models - gemini-embedding-001 (stable, 3072-Text generation via new Interactions API (recommended for new code).Text-to-speech via generateContent. Models - gemini-2.5-flash-previewTextchat generation via generateContent.USDTRY rate from TCMB (Turkish Central Bank)Upload a single file to R2.Video generation (long-running operation). Returns operation name — poll witWeighted portfolio return + USD-adjusted_COMMUNITY_Community 0_COMMUNITY_Community 1_COMMUNITY_Community 10_COMMUNITY_Community 100_COMMUNITY_Community 101_COMMUNITY_Community 102_COMMUNITY_Community 103_COMMUNITY_Community 104_COMMUNITY_Community 105_COMMUNITY_Community 106_COMMUNITY_Community 107_COMMUNITY_Community 108_COMMUNITY_Community 109_COMMUNITY_Community 11_COMMUNITY_Community 110_COMMUNITY_Community 111_COMMUNITY_Community 112_COMMUNITY_Community 113_COMMUNITY_Community 114_COMMUNITY_Community 115_COMMUNITY_Community 116_COMMUNITY_Community 117_COMMUNITY_Community 118_COMMUNITY_Community 119_COMMUNITY_Community 12_COMMUNITY_Community 120_COMMUNITY_Community 121_COMMUNITY_Community 122_COMMUNITY_Community 123_COMMUNITY_Community 124_COMMUNITY_Community 125_COMMUNITY_Community 126_COMMUNITY_Community 127_COMMUNITY_Community 128_COMMUNITY_Community 129_COMMUNITY_Community 13_COMMUNITY_Community 130_COMMUNITY_Community 131_COMMUNITY_Community 132_COMMUNITY_Community 133_COMMUNITY_Community 134_COMMUNITY_Community 135_COMMUNITY_Community 136_COMMUNITY_Community 137_COMMUNITY_Community 138_COMMUNITY_Community 139_COMMUNITY_Community 14_COMMUNITY_Community 140_COMMUNITY_Community 141_COMMUNITY_Community 142_COMMUNITY_Community 143_COMMUNITY_Community 144_COMMUNITY_Community 145_COMMUNITY_Community 146_COMMUNITY_Community 147_COMMUNITY_Community 148_COMMUNITY_Community 149_COMMUNITY_Community 15_COMMUNITY_Community 150_COMMUNITY_Community 151_COMMUNITY_Community 152_COMMUNITY_Community 153_COMMUNITY_Community 154_COMMUNITY_Community 155_COMMUNITY_Community 16_COMMUNITY_Community 17_COMMUNITY_Community 18_COMMUNITY_Community 19_COMMUNITY_Community 2_COMMUNITY_Community 20_COMMUNITY_Community 21_COMMUNITY_Community 22_COMMUNITY_Community 23_COMMUNITY_Community 24_COMMUNITY_Community 25_COMMUNITY_Community 26_COMMUNITY_Community 27_COMMUNITY_Community 28_COMMUNITY_Community 29_COMMUNITY_Community 3_COMMUNITY_Community 30_COMMUNITY_Community 31_COMMUNITY_Community 32_COMMUNITY_Community 33_COMMUNITY_Community 34_COMMUNITY_Community 35_COMMUNITY_Community 36_COMMUNITY_Community 37_COMMUNITY_Community 38_COMMUNITY_Community 39_COMMUNITY_Community 4_COMMUNITY_Community 40_COMMUNITY_Community 41_COMMUNITY_Community 42_COMMUNITY_Community 43_COMMUNITY_Community 44_COMMUNITY_Community 45_COMMUNITY_Community 46_COMMUNITY_Community 47_COMMUNITY_Community 48_COMMUNITY_Community 49_COMMUNITY_Community 5_COMMUNITY_Community 50_COMMUNITY_Community 51_COMMUNITY_Community 52_COMMUNITY_Community 53_COMMUNITY_Community 54_COMMUNITY_Community 55_COMMUNITY_Community 56_COMMUNITY_Community 57_COMMUNITY_Community 58_COMMUNITY_Community 59_COMMUNITY_Community 6_COMMUNITY_Community 60_COMMUNITY_Community 61_COMMUNITY_Community 62_COMMUNITY_Community 63_COMMUNITY_Community 64_COMMUNITY_Community 65_COMMUNITY_Community 66_COMMUNITY_Community 67_COMMUNITY_Community 68_COMMUNITY_Community 69_COMMUNITY_Community 7_COMMUNITY_Community 70_COMMUNITY_Community 71_COMMUNITY_Community 72_COMMUNITY_Community 73_COMMUNITY_Community 74_COMMUNITY_Community 75_COMMUNITY_Community 76_COMMUNITY_Community 77_COMMUNITY_Community 78_COMMUNITY_Community 79_COMMUNITY_Community 8_COMMUNITY_Community 80_COMMUNITY_Community 81_COMMUNITY_Community 82_COMMUNITY_Community 83_COMMUNITY_Community 84_COMMUNITY_Community 85_COMMUNITY_Community 86_COMMUNITY_Community 87_COMMUNITY_Community 88_COMMUNITY_Community 89_COMMUNITY_Community 9_COMMUNITY_Community 90_COMMUNITY_Community 91_COMMUNITY_Community 92_COMMUNITY_Community 93_COMMUNITY_Community 94_COMMUNITY_Community 95_COMMUNITY_Community 96_COMMUNITY_Community 97_COMMUNITY_Community 98_COMMUNITY_Community 99_debounce_ok()_deliver()_dl()_http()_http()_1_is_us_primary()_key()_pcm_to_mp3()_point_line()_points()_request()_resolve_existing_key()_resolve_id()_run()_run_healer()_today()academic_model_gate.sh scriptacademic_model_gate.shacademic_path_healthcheck.sh scriptacademic_path_healthcheck.shacademic_purity_guard.sh scriptacademic_purity_guard.shacademic_shield.pyactive_locked_session()active_session()adjudicate()alert()alert()_1alert()_2analyze()analyze_portfolio()anthropic_spend_monitor.pyanthropic_spend_week()antigravity_agent()api_health_audit.sh scriptapi_health_audit.shaqa()ar()arrow()arsenal_drift_check.sh scriptarsenal_drift_check.sharsenal_health_check.sh scriptarsenal_health_check.sharsenal_health_digest.sh scriptarsenal_health_digest.shask()ask()_1ask_anthropic()ask_google()ask_openai()ask_xai()auto_regenerate()auto_rollback_check.sh scriptauto_rollback_check.shautorecover_daemon.sh scriptautorecover_daemon.shbackup_host_configs.sh scriptbackup_host_configs.shbanner_truth_guard.sh scriptbanner_truth_guard.shbench()build()build_recovery_point.sh scriptbuild_recovery_point.shbuild_report()c_g()c_r()c_y()call_anthropic()call_gemini()call_gemini()_1call_openai()capability_router.sh scriptcapability_router.shcaption()chat()check()check()_1check()_2check_cli()check_eq()check_exists()check_ge()check_hash()check_incomplete_turns()chg()chk()chk()_1chk_http()chk_retry()chunk_text()chunk_text()_1classify()classify()_1clean_nexos()cleanup()cloudflare_activation_watch.sh scriptcloudflare_activation_watch.shcmd_backup()cmd_browse()cmd_cleanup()cmd_crawl()cmd_download()cmd_head()cmd_list()cmd_list()_1cmd_list()_2cmd_map()cmd_now()cmd_presign()cmd_prune()cmd_read()cmd_restore()cmd_scrape()cmd_search()cmd_send()cmd_show()cmd_status()cmd_status()_1cmd_upload()coding_toolchain_env.sh scriptcoding_toolchain_env.shcollect_error_patterns()compare_property_vs_investment()compute()computer_use()concat_mp3()config_valid()context_cap_guard.sh scriptcontext_cap_guard.shcontinuity_checkpoint.pycouncil scriptcouncilcouncil_health_guard.sh scriptcouncil_health_guard.shcpu_hog_guard.sh scriptcpu_hog_guard.shcron_session_cleanup.pycurrent()current_interval()daemons_keepalive.sh scriptdaemons_keepalive.shdecide()deep_research()digest()dns_propagation_watch.sh scriptdns_propagation_watch.shdo_restart()dolphin_liberation_test.pydolphin_venice_liberation_test.pydraw n small ticks perpendicular to segment ab at its midpoint.draw_rect()draw_semi()dump_context()elite_council.pyembed_text()emergency_recover.sh scriptemergency_recover.shensure()ensure_state()ensure_state()_1env()env()_1eqn()errors_summary()esc()evtx_analyze.pyevtx_dump.pyexisting_skills()extract()fable_orchestrator_guard.sh scriptfable_orchestrator_guard.shfallback_health_check.sh scriptfallback_health_check.shfile_md5()find_auth()fmt()free_gateway_port()fsfugu_availability_watch.sh scriptfugu_availability_watch.shfull_recovery_snapshot.sh scriptfull_recovery_snapshot.shfull_server_backup.sh scriptfull_server_backup.shfull_server_secure_backup.sh scriptfull_server_secure_backup.shfull_server_snapshot.sh scriptfull_server_snapshot.shgateway_alive()gateway_error_guard.sh scriptgateway_error_guard.shgateway_stable_pid()gateway_truly_hung()gemini_call()gemini_pcm()gemini_with_fallback.pygen_with_engine()generate_capabilities_index.sh scriptgenerate_capabilities_index.shgenerate_image()generate_music()generate_speech()generate_text()generate_text_interactions()generate_video()get()get_bucket()get_client()get_content()get_crypto()get_gold_silver()get_inflation()get_kt_funds()get_log_path()get_usd_try()get_usd_try()_1gf_codeonly.pygh_pr_merged()git_vault_autocommit.sh scriptgit_vault_autocommit.shgit_velocity()gmail_api()gmail_helper.pygolden_chain_diagram.pygolden_gate.sh scriptgolden_gate.shgolden_prompt_guard.sh scriptgolden_prompt_guard.shgoogle_rollout_watch.sh scriptgoogle_rollout_watch.shgraphify_map.sh scriptgraphify_map.shgrep_arsenal.sh scriptgrep_arsenal.shgrok45_region_watch.sh scriptgrok45_region_watch.shguard_map()guard_run_watcher.sh scriptguard_run_watcher.shhandle()has_signatures()hdr()heal()heal_active()heal_file()heal_idle()heal_thinking_signatures.pyhermes_arabic_font_fix.sh scripthermes_arabic_font_fix.shhermes_forward.pyhermes_tunnel_run.sh scripthermes_tunnel_run.shhttp()httpsincomplete_turn_auto_recover.sh scriptincomplete_turn_auto_recover.shincomplete_turn_autorecover.sh scriptincomplete_turn_autorecover.shincomplete_turn_daemon.sh scriptincomplete_turn_daemon.shincomplete_turn_guard.sh scriptincomplete_turn_guard.shinotify_nexos_guard.sh scriptinotify_nexos_guard.shinotify_wrapper_guard.sh scriptinotify_wrapper_guard.shinstallation_drift_check.sh scriptinstallation_drift_check.shinventory_delta()is_openclaw_alive()is_thinking()json_escape()kt_funds_tracker.pyl3_loop_daemon.sh scriptl3_loop_daemon.shlabel_pt()last_user_message()liberation_guard.pyliberation_route.pylinear_velocity()lint_cron_payload.sh scriptlint_cron_payload.shlip_happyhorse()live()load_env()load_env()_1load_lines()load_state()local_llm_bench_after_backup.sh scriptlocal_llm_bench_after_backup.shlog()log()_1log()_10log()_11log()_12log()_13log()_14log()_15log()_16log()_17log()_18log()_19log()_2log()_20log()_21log()_3log()_4log()_5log()_6log()_7log()_8log()_9log_compliance.sh scriptlog_compliance.shlog_rotation.sh scriptlog_rotation.shlog_section()long_video.sh scriptlong_video.shmain()main()_1main()_10main()_11main()_12main()_13main()_14main()_15main()_16main()_17main()_18main()_19main()_2main()_20main()_21main()_22main()_23main()_24main()_25main()_3main()_4main()_5main()_6main()_7main()_8main()_9main_loop()make_recommendations()maybe_keepalive_safety_net()mcp_call.pymcp_probe.pymedia_failover.pymedia_say.sh scriptmedia_say.shmeta_guard_test.sh scriptmeta_guard_test.shmiss()monitor_m033_leaks.sh scriptmonitor_m033_leaks.shmorning_report.sh scriptmorning_report.shmulti_flagship_verify.pynew_ax()newest_main_session()nexos_guard.sh scriptnexos_guard.shnightly_batch_processor.sh scriptnightly_batch_processor.shnotify()notify()_1notify()_2notify()_3notify()_4notify()_5notify()_6notify()_7notify_restart_if_new()now()now()_1now()_2now()_3now_iso()now_iso()_1ok()ollama_autostart.sh scriptollama_autostart.shollama_big_ondemand.sh scriptollama_big_ondemand.shopenclaw_host_recovery.sh scriptopenclaw_host_recovery.shopenclaw_proc_alive()openclaw_watchdog.sh scriptopenclaw_watchdog.shopenclaw_watchdog_v2.sh scriptopenclaw_watchdog_v2.shoxylabs_tool.pyp6_parse.pyparse()parse()_1parse_domains()parse_feature_requests()parse_xer()parse_xml()path_6pcm_to_mp3()pika_effects_probe.sh scriptpika_effects_probe.shping_openai_compat()pipe()poll_interaction()poll_operation()portal_add_entertainment.pypost_reboot_arsenal_recovery.sh scriptpost_reboot_arsenal_recovery.shpost_restart_channel_check.sh scriptpost_restart_channel_check.shpre_reply_lint.sh scriptpre_reply_lint.shpre_xer_check.sh scriptpre_xer_check.shprev_merged()price_for()primary_now()probe()probe()_1publish_crons_doc.sh scriptpublish_crons_doc.shpublish_guards_status.sh scriptpublish_guards_status.shpull()pull_uncensored_models.sh scriptpull_uncensored_models.shpyrun.sh scriptpyrun.shquery()r2_manager.pyrc_section_analysis.pyread_text()recent_poison_count()record_restart()recover_session()recovery_drill_ab.sh scriptrecovery_drill_ab.shrecovery_drill_c_extract.sh scriptrecovery_drill_c_extract.shrect_area_video.pyrecurring_errors()refresh_last_good.sh scriptrefresh_last_good.shrender_scene()replay_invalid_guard.sh scriptreplay_invalid_guard.shreplay_invalid_repair.pyreplay_poison_healer.pyreplay_recovery.pyreplay_selfheal.sh scriptreplay_selfheal.shreplay_selfheal_daemon.sh scriptreplay_selfheal_daemon.shreplay_selfheal_loop.sh scriptreplay_selfheal_loop.shresolve()resolve_live_log()resolve_log()resolve_openclaw_log()resolve_openclaw_log.sh scriptresolve_openclaw_log.shresolve_openclaw_log_newest()resource_pressure_check.sh scriptresource_pressure_check.shrestarts_last_hour()robotics_er()rotate_compliance_log.sh scriptrotate_compliance_log.shrows_from()run()run_chain()run_healer()run_panel()s()safe_config_patch.sh scriptsafe_config_patch.shsafe_cp()safe_media_send.sh scriptsafe_media_send.shsafe_update.sh scriptsafe_update.shsafe_write_path()save_continuity()save_state()say()scan_dir()scene1()scene2()scene3()scene4()scene5()scene6()sec()self_audit.pyselftest()send_wake()session_key()sessions_subagent_cleanup.pyshould_skip()signature_fix_watch.sh scriptsignature_fix_watch.shsnapshot()snapshot_retention.sh scriptsnapshot_retention.shsnapshots_retention.sh scriptsnapshots_retention.shsota_benchmark.pyspawn_openclaw()sqlite_tune.sh scriptsqlite_tune.shstale_lock_cleanup.sh scriptstale_lock_cleanup.shstall_watchdog.sh scriptstall_watchdog.shstart_if_dead()start_watchdog_daemons.sh scriptstart_watchdog_daemons.shstatus()stop()storage_cleanup.sh scriptstorage_cleanup.shstrip_block()strip_model()stt_transcribe.pysummarize()sync_obsidian_vault.sh scriptsync_obsidian_vault.shtelegram_stall_guard.sh scripttelegram_stall_guard.shtest_fallback_chain.sh scripttest_fallback_chain.shtext_of()text_of()_1tg_code.sh scripttg_code.shthinking_signature_guard.sh scriptthinking_signature_guard.shtick_on()timemachine.sh scripttimemachine.shtimemachine_freshness_guard.sh scripttimemachine_freshness_guard.shtranscribe()transcribe_groq()transcribe_openai()ts()ts()_1ts()_2ts()_4ts()_5ts()_6ts()_7tts_chain_selftest.sh scripttts_chain_selftest.shtts_charon_chunked.pytts_cli_adapter.sh scripttts_cli_adapter.shtts_elevenlabs()tts_gemini()tts_gemini25()tts_minimax()tts_openai()tts_unified.pytts_xai()uncensored_local.sh scriptuncensored_local.shuncensored_online.sh scriptuncensored_online.shupstream_replay_watch.sh scriptupstream_replay_watch.shvenice.sh scriptvenice.shverify_agreements.sh scriptverify_agreements.shverify_arsenal_loaded.sh scriptverify_arsenal_loaded.shverify_context_load.sh scriptverify_context_load.shverify_domain_chains.sh scriptverify_domain_chains.shverify_google_dualkey.pyverify_host_daemon.sh scriptverify_host_daemon.shverify_rule_compliance.sh scriptverify_rule_compliance.shverify_toolchain.sh scriptverify_toolchain.shversion_drift_guard.sh scriptversion_drift_guard.shvid_grok15()vid_seedance()voice_archiver.sh scriptvoice_archiver.shwatchdog_unified.sh scriptwatchdog_unified.shweekly_arsenal_audit.sh scriptweekly_arsenal_audit.shweekly_compliance_report.sh scriptweekly_compliance_report.shweekly_disk_cleanup.sh scriptweekly_disk_cleanup.shweekly_full_audit.sh scriptweekly_full_audit.shweekly_investment_advisor.pyweekly_memory_merge.sh scriptweekly_memory_merge.shweekly_recovery_point.sh scriptweekly_recovery_point.shweekly_report.jsweekly_snapshot_and_email.sh scriptweekly_snapshot_and_email.shweekly_software_update.sh scriptweekly_software_update.shweekly_velocity_report.pywhatsapp_health_guard.sh scriptwhatsapp_health_guard.shwhatsapp_number_guard.sh scriptwhatsapp_number_guard.shworking_indicator.sh scriptworking_indicator.shwrite_audit()yday_utc()من logs أنماط الأخطاء فقط (errorfailexception) — لا محتوى خام حسّاس.نداء واحد مع إعادة واحدة فقط على الأخطاء العابرة (no infinite loop).يشغّل اللوحة بالتوازي تحت مهلة جدارية صارمة. أي future لم يكتمل = فشل مهلة.يولّد كل المقاطع بمحرّك واحد (صوت متّصل). يرجع True فقط لو نجحت كل المقاطع.

--- name: web-search description: This skill should be used when users need to search the web for information, find current content, look up news articles, search for images, or find videos. It uses DuckDuckGo's search API to return results in clean, formatted output (text, markdown, or JSON). Use for research, fact-checking, finding recent information, or gathering web resources. ---

Web Search

Overview

Search the web using DuckDuckGo's API to find information across web pages, news articles, images, and videos. Returns results in multiple formats (text, markdown, JSON) with filtering options for time range, region, and safe search.

When to Use This Skill

Use this skill when users request:

Prerequisites

Install the required dependency:

bash
pip install duckduckgo-search

This library provides a simple Python interface to DuckDuckGo's search API without requiring API keys or authentication.

Core Capabilities

1. Basic Web Search

Search for web pages and information:

bash
python scripts/search.py "<query>"

Example:

bash
python scripts/search.py "python asyncio tutorial"

Returns the top 10 web results with titles, URLs, and descriptions in a clean text format.

2. Limiting Results

Control the number of results returned:

bash
python scripts/search.py "<query>" --max-results <N>

Example:

bash
python scripts/search.py "machine learning frameworks" --max-results 20

Useful for:

3. Time Range Filtering

Filter results by recency:

bash
python scripts/search.py "<query>" --time-range <d|w|m|y>

Time range options:

Example:
bash
python scripts/search.py "artificial intelligence news" --time-range w

Great for:

4. News Search

Search specifically for news articles:

bash
python scripts/search.py "<query>" --type news

Example:

bash
python scripts/search.py "climate change" --type news --time-range w --max-results 15

News results include:

5. Image Search

Search for images:

bash
python scripts/search.py "<query>" --type images

Example:

bash
python scripts/search.py "sunset over mountains" --type images --max-results 20

Image filtering options:

Size filters:

bash
python scripts/search.py "landscape photos" --type images --image-size Large
Options: Small, Medium, Large, Wallpaper

Color filters:

bash
python scripts/search.py "abstract art" --type images --image-color Blue
Options: color, Monochrome, Red, Orange, Yellow, Green, Blue, Purple, Pink, Brown, Black, Gray, Teal, White

Type filters:

bash
python scripts/search.py "icons" --type images --image-type transparent
Options: photo, clipart, gif, transparent, line

Layout filters:

bash
python scripts/search.py "wallpapers" --type images --image-layout Wide
Options: Square, Tall, Wide

Image results include:

6. Video Search

Search for videos:

bash
python scripts/search.py "<query>" --type videos

Example:

bash
python scripts/search.py "python tutorial" --type videos --max-results 15

Video filtering options:

Duration filters:

bash
python scripts/search.py "cooking recipes" --type videos --video-duration short
Options: short, medium, long

Resolution filters:

bash
python scripts/search.py "documentary" --type videos --video-resolution high
Options: high, standard

Video results include:

7. Region-Specific Search

Search with region-specific results:

bash
python scripts/search.py "<query>" --region <region-code>

Common region codes:

Example:
bash
python scripts/search.py "local news" --region us-en --type news

8. Safe Search Control

Control safe search filtering:

bash
python scripts/search.py "<query>" --safe-search <on|moderate|off>

Options:

Example:
bash
python scripts/search.py "medical information" --safe-search on

9. Output Formats

Choose how results are formatted:

Text format (default):

bash
python scripts/search.py "quantum computing"

Clean, readable plain text with numbered results.

Markdown format:

bash
python scripts/search.py "quantum computing" --format markdown

Formatted markdown with headers, bold text, and links.

JSON format:

bash
python scripts/search.py "quantum computing" --format json

Structured JSON data for programmatic processing.

10. Saving Results to File

Save search results to a file:

bash
python scripts/search.py "<query>" --output <file-path>

Example:

bash
python scripts/search.py "artificial intelligence" --output ai_results.txt
python scripts/search.py "AI news" --type news --format markdown --output ai_news.md
python scripts/search.py "AI research" --format json --output ai_data.json

The file format is determined by the --format flag, not the file extension.

Output Format Examples

Text Format


1. Page Title Here
   URL: https://example.com/page
   Brief description of the page content...

2. Another Result URL: https://example.com/another Another description...

Markdown Format

markdown

1. Page Title Here

URL: https://example.com/page

Brief description of the page content...

2. Another Result

URL: https://example.com/another

Another description...

JSON Format

json
[
  {
    "title": "Page Title Here",
    "href": "https://example.com/page",
    "body": "Brief description of the page content..."
  },
  {
    "title": "Another Result",
    "href": "https://example.com/another",
    "body": "Another description..."
  }
]

Common Usage Patterns

Research on a Topic

Gather comprehensive information about a subject:

bash

Get overview from web

python scripts/search.py "machine learning basics" --max-results 15 --output ml_web.txt

Get recent news

python scripts/search.py "machine learning" --type news --time-range m --output ml_news.txt

Find tutorial videos

python scripts/search.py "machine learning tutorial" --type videos --max-results 10 --output ml_videos.txt

Current Events Monitoring

Track news on specific topics:

bash
python scripts/search.py "climate summit" --type news --time-range d --format markdown --output daily_climate_news.md

Finding Visual Resources

Search for images with specific criteria:

bash
python scripts/search.py "data visualization examples" --type images --image-type photo --image-size Large --max-results 25 --output viz_images.txt

Fact-Checking

Verify information with recent sources:

bash
python scripts/search.py "specific claim to verify" --time-range w --max-results 20

Academic Research

Find resources on scholarly topics:

bash
python scripts/search.py "quantum entanglement research" --time-range y --max-results 30 --output quantum_research.txt

Market Research

Gather information about products or companies:

bash
python scripts/search.py "electric vehicle market 2025" --max-results 20 --format markdown --output ev_market.md
python scripts/search.py "EV news" --type news --time-range m --output ev_news.txt

Implementation Approach

When users request web searches:

1. Identify search intent: - What type of content (web, news, images, videos)? - How recent should results be? - How many results are needed? - Any filtering requirements?

2. Configure search parameters: - Choose appropriate search type (--type) - Set time range if currency matters (--time-range) - Adjust result count (--max-results) - Apply filters (image size, video duration, etc.)

3. Select output format: - Text for quick reading - Markdown for documentation - JSON for further processing

4. Execute search: - Run the search command - Save to file if results need to be preserved - Print to stdout for immediate review

5. Process results: - Read saved files if needed - Extract URLs or specific information - Combine results from multiple searches

Quick Reference

Command structure:

bash
python scripts/search.py "<query>" [options]

Essential options:

Image-specific options: Video-specific options: Get full help:
bash
python scripts/search.py --help

Best Practices

1. Be specific - Use clear, specific search queries for better results 2. Use time filters - Apply --time-range for current information 3. Adjust result count - Start with 10-20 results, increase if needed 4. Save important searches - Use --output to preserve results 5. Choose appropriate type - Use news search for current events, web for general info 6. Use JSON for automation - JSON format is easiest to parse programmatically 7. Respect usage - Don't hammer the API with rapid repeated searches

Troubleshooting

Common issues:

Limitations:

Advanced Use Cases

Combining Multiple Searches

Gather comprehensive information by combining search types:

bash

Web overview

python scripts/search.py "topic" --max-results 15 --output topic_web.txt

Recent news

python scripts/search.py "topic" --type news --time-range w --output topic_news.txt

Images

python scripts/search.py "topic" --type images --max-results 20 --output topic_images.txt

Programmatic Processing

Use JSON output for automated processing:

bash
python scripts/search.py "research topic" --format json --output results.json

Then process with another script

python analyze_results.py results.json

Building a Knowledge Base

Create searchable documentation from web results:

bash

Search multiple related topics

python scripts/search.py "topic1" --format markdown --output kb/topic1.md python scripts/search.py "topic2" --format markdown --output kb/topic2.md python scripts/search.py "topic3" --format markdown --output kb/topic3.md

Resources

scripts/search.py

The main search tool implementing DuckDuckGo search functionality. Key features:

The script can be executed directly and includes comprehensive command-line help via --help.

ddgs — free DuckDuckGo search fallback (added 2026-06-21)

from ddgs import DDGS; list(DDGS().text("query", max_results=5)) — free, no API key, no server. ROLE: never-stop FREE fallback when paid search quotas (Tavily/Perplexity/Brave) are exhausted, and for bulk/private queries. Verified live. Part of the research arsenal: Tavily+Perplexity+Brave+Firecrawl+trafilatura+browser-use+ddgs (web) + OpenAlex+SemanticScholar+arXiv+Crossref+Scholar+PubMed (academic).