AI Model Inventory

Models we're calling across 114 repos under /opt.

Last scanned: 2026-06-20T04:00:51.676553+00:00 Call-sites: 1273 Coding harnesses →

Fix here

5 call-sites across 2 banned models

gpt-5.4-mini BANNED → use gpt-5-mini or gpt-4o-mini banned 2026-04-23

Too expensive for our workloads.

4 files in 3 repos (agentic-coding, plannotator, review-engine)

plannotator / packages/ui/components/AgentsTab.tsx:36 · edited 2026-04-27
agentic-coding / tools/plannotator/packages/ai/providers/codex-sdk.ts:45 · edited 2026-04-25
plannotator / packages/ai/providers/codex-sdk.ts:45 · edited 2026-04-23
review-engine / scrapers/base.py:19 · edited 2026-04-14

gpt-5.4 BANNED → use gpt-5-mini or gpt-4o-mini banned 2026-04-23

Too expensive for our workloads.

1 file in 1 repo (plannotator)

plannotator / packages/ui/components/AgentsTab.tsx:29 · edited 2026-04-27

active call-sites

506

in production/script/config files

active premium

157

premium tier in production code

total call-sites

1273

incl. tests, docs, examples

repos

114

scanned under /opt

Reading the rows: each row is a (project × model) pair based on string literals in source code. "Active" = production/script/config file (not test/docs/example). "Hot" = edited within 30 days. Inferred use is a best-guess label from filename + surrounding line.

7-day drift

New models

none

Removed models

none

Premium count trend

170 → 171 (+1)

Models by project

One row per (repo × model). "Active code" hides tests/docs/examples by default. Click a model to see its files.

Active code only

Repo	Model	Use	Where	Activity	Tier	Sites	Downgrade
biz-dev	production sales-engine/src/lib/ai/claude.ts:18 · —	—	production	unknown —	premium	1	→ `claude-sonnet-4-6`
knowledge-mgmt	config data/slack-exports/wetheflywheel/channel_advertorials.json:5810 · —	—	config	unknown —	premium	1	→ `claude-sonnet-4-6`
strategy-work	config data/google-trends/2026-06-08/raw-DE.json:27875 · — config data/google-trends/2026-06-08/raw-DE.json:27889 · —	—	config	unknown —	premium	2
athlete-api	config backend/gpt52_test_results.json:46 · 2025-12-13	—	config	stale 2025-12-13	premium	1	→ `gpt-5-mini`
athlete-api	config backend/gpt52_test_results.json:52 · 2025-12-13	—	config	stale 2025-12-13	premium	1	→ `gpt-5-mini`
growth-engine	production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:49 · 2026-02-17	scoring/eval	production	active 2026-02-17	premium	1	→ `deepseek-chat`
growth-engine	production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:345 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:83 · 2026-02-17	scoring/eval	production	active 2026-02-17	premium	2	→ `gpt-4o-mini`
growth-engine	production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:38 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:39 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:218 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:249 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:366 · 2026-02-17	scoring/eval	production	active 2026-02-17	premium	5	→ `gpt-5-mini`
agentic-coding	config config/settings-laptop.json:248 · 2026-02-21 config config/settings-laptop.json:306 · 2026-02-21 config config/settings-laptop.json:373 · 2026-02-21 config config/settings-laptop.json:436 · 2026-02-21 config config/settings-laptop.json:499 · 2026-02-21 config config/settings-laptop.json:644 · 2026-02-21 config config/settings-laptop.json:733 · 2026-02-21 config config/settings-laptop.json:803 · 2026-02-21 config config/settings-laptop.json:887 · 2026-02-21 config config/settings-laptop.json:940 · 2026-02-21 config config/settings-laptop.json:999 · 2026-02-21 config config/settings-laptop.json:1054 · 2026-02-21 config config/settings-laptop.json:1118 · 2026-02-21 config config/settings-laptop.json:1195 · 2026-02-21 config config/settings-laptop.json:1261 · 2026-02-21 config config/settings-laptop.json:1319 · 2026-02-21 config config/settings-laptop.json:1378 · 2026-02-21	—	config	active 2026-02-21	premium	17	→ `claude-sonnet-4-6`
agentic-coding	config factory/settings-linux.json:57 · 2026-02-21 config factory/settings-mac.json:58 · 2026-02-21	—	config	active 2026-02-21	premium	2	→ `gpt-5-mini`
athlete-api	production backend/app/services/blood_test/extraction_service.py:358 · 2026-03-05 production backend/app/services/blood_test/extraction_service.py:377 · 2026-03-05 production backend/app/services/blood_test/extraction_service.py:435 · 2026-03-05 production backend/app/services/blood_test/extraction_service.py:460 · 2026-03-05 production backend/app/services/blood_test/extraction_service.py:471 · 2026-03-05 production frontend/src/components/MasterPromptPanel.tsx:52 · 2026-01-19 production frontend/out/_next/static/chunks/1fbf51b2a2351ebc.js:117 · —	extraction	production	active 2026-03-05	premium	7	→ `gpt-4o-mini`
expert	config data/technology-expertise.json:51 · 2026-03-25	—	config	active 2026-03-25	premium	1	→ `o3-mini`
agentic-coding	production tools/plannotator/packages/ai/providers/claude-agent-sdk.ts:73 · 2026-03-26	classification	production	active 2026-03-26	premium	1	→ `claude-sonnet-4-6`
growth-engine	config tools/serp2rank/config/multi_ai_config.json:18 · 2026-04-18 config tools/serp2rank/multi_ai_config.json:18 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:73 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:75 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:216 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:307 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/anthropic_provider.py:45 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/anthropic_provider.py:46 · 2026-02-17	scoring/eval	production	active 2026-04-18	premium	8
growth-engine	config tools/serp2rank/config/multi_ai_config.json:136 · 2026-04-18 config tools/serp2rank/config/multi_ai_config.json:137 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:268 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:309 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:1048 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:358 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:358 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:41 · 2026-02-17	scoring/eval	production	active 2026-04-18	premium	8	→ `deepseek-chat`
growth-engine	config tools/serp2rank/config/multi_ai_config.json:28 · 2026-04-18	scoring/eval	config	active 2026-04-18	premium	1	→ `gpt-5-mini`
growth-engine	config tools/serp2rank/config/multi_ai_config.json:153 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/providers/xai_provider.py:30 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/xai_provider.py:31 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/xai_provider.py:91 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/xai_provider.py:131 · 2026-02-17	scoring/eval	production	active 2026-04-18	premium	5	→ `grok-4-fast`
plannotator	production packages/ai/providers/codex-sdk.ts:29 · 2026-04-23 production packages/ai/providers/codex-sdk.ts:44 · 2026-04-23	code-review	production	active 2026-04-23	premium	2	→ `gpt-5-mini`
agentic-coding	production tools/plannotator/packages/ai/providers/codex-sdk.ts:29 · 2026-04-25 production tools/plannotator/packages/ai/providers/codex-sdk.ts:44 · 2026-04-25	code-review	production	active 2026-04-25	premium	2	→ `gpt-5-mini`
agentic-coding	production tools/plannotator/packages/ai/providers/codex-sdk.ts:45 · 2026-04-25	classification	production	active 2026-04-25	premium	1	→ `gpt-5-mini`
plannotator	production packages/ui/components/AgentsTab.tsx:14 · 2026-04-27 production packages/ai/providers/claude-agent-sdk.ts:76 · 2026-04-27	classification	production	active 2026-04-27	premium	2	→ `claude-sonnet-4-6`
plannotator	production packages/ui/components/AgentsTab.tsx:33 · 2026-04-27	classification	production	active 2026-04-27	premium	1	→ `gpt-5-mini`
plannotator	production packages/ui/components/AgentsTab.tsx:29 · 2026-04-27	classification	production	active 2026-04-27	premium	1	→ `gpt-5-mini`
plannotator	production packages/ui/components/AgentsTab.tsx:36 · 2026-04-27 production packages/ai/providers/codex-sdk.ts:45 · 2026-04-23	classification	production	active 2026-04-27	premium	2	→ `gpt-5-mini`
plannotator	production packages/ui/components/AgentsTab.tsx:28 · 2026-04-27	classification	production	active 2026-04-27	premium	1	→ `gpt-5-mini`
looksmaxxing.guide	script scripts/evidence-sweep.py:74 · 2026-05-02 script scripts/editorial-pass.py:88 · 2026-05-02 script scripts/audit-cornerstones.py:67 · 2026-05-02 script scripts/localize-pillars.py:87 · 2026-05-01	—	script	active 2026-05-02	premium	4	→ `gpt-4o-mini`
plannotator	production packages/server/claude-review.ts:192 · 2026-05-07 production packages/ui/components/AgentsTab.tsx:12 · 2026-04-27 production packages/ai/providers/claude-agent-sdk.ts:74 · 2026-04-27 production packages/ui/hooks/useAgentSettings.ts:6 · 2026-04-20	classification	production	active 2026-05-07	premium	4	→ `claude-sonnet-4-6`
cityguides	script scripts/generate_venue_descriptions.py:27 · 2026-05-16 script scripts/apply_taxonomy_translations.py:28 · 2026-05-05 config data/translations/taxonomy_extras_set_E.json:3 · — config data/translations/content_pages_nouns_set_B.json:3 · — config data/translations/venues_hcmc_top50_descriptions_ja_ko.json:3 · — config data/translations/venues_sg_top200_names_other.json:3 · — config data/translations/venues_singapore_top50_descriptions_ja_ko.json:1 · — config data/translations/venues_hcmc_lr200_names.json:3 · — config data/translations/venues_singapore_top50_desc_part_a.json:2 · — config data/translations/venues_sg_top200_names_ja_ko.json:3 · — config data/translations/content_pages_sg_ja_ko.json:3 · — config data/translations/content_pages_nouns_extras.json:3 · — config data/translations/venues_singapore_top50_desc_part_b.json:2 · — config data/translations/content_pages_nouns_ja_ko.json:3 · — config data/translations/venues_top200_names_ja_ko.json:3 · — config data/translations/taxonomy_extras_set_F.json:3 · — config data/translations/content_pages_nouns_set_A.json:3 · —	translation	script	active 2026-05-16	premium	17	→ `claude-sonnet-4-6`
courts.guide	script scripts/write_hero_descriptions.py:38 · 2026-05-16	—	script	active 2026-05-16	premium	1	→ `claude-sonnet-4-6`
bi	production src/bi/jobs/llm_brand_probe_weekly.py:130 · 2026-05-20	—	production	active 2026-05-20	premium	1	→ `claude-sonnet-4-6`
bi	production src/bi/jobs/llm_brand_probe_weekly.py:109 · 2026-05-20	—	production	active 2026-05-20	premium	1	→ `gpt-5-mini`
athlete-api	production backend/app/services/prompt/prompt_executor.py:48 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:247 · 2026-05-21 production backend/app/services/strength_parser.py:294 · 2026-03-08 production backend/consensus_orchestrator.py:583 · 2026-03-05 production backend/ai_plan_generator.py:1276 · 2026-01-29 production backend/ai_plan_generator.py:1290 · 2026-01-29 production backend/ai_plan_generator.py:1306 · 2026-01-29 production backend/ai_plan_generator.py:1313 · 2026-01-29 production backend/workout_critique.py:555 · 2026-01-29 production backend/workout_critique.py:562 · 2026-01-29 production backend/app/services/ai_chat.py:210 · 2026-01-29 production backend/app/services/ai_chat.py:217 · 2026-01-29 production backend/app/services/nutrition/meal_plan_generator.py:342 · 2026-01-29	agent	production	hot 2026-05-21	premium	13	→ `gpt-5-mini`
athlete-api	production backend/app/services/prompt/prompt_executor.py:49 · 2026-05-21	—	production	hot 2026-05-21	premium	1	→ `gpt-5-mini`
athlete-api	production backend/config.py:201 · 2026-05-21 production backend/config.py:202 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:39 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:46 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:455 · 2026-05-21	scoring/eval	production	hot 2026-05-21	premium	5	→ `gpt-5-mini`
athlete-api	production backend/app/services/prompt/prompt_executor.py:247 · 2026-05-21 production backend/consensus_orchestrator.py:450 · 2026-03-05	—	production	hot 2026-05-21	premium	2	→ `o3-mini`
athlete-api	production backend/app/services/prompt/prompt_executor.py:247 · 2026-05-21 production backend/consensus_orchestrator.py:450 · 2026-03-05	—	production	hot 2026-05-21	premium	2
knowledge-mgmt	script scripts/analyze_slack_generic.py:30 · 2026-05-22 script scripts/analyze_wtf_slack.py:93 · 2026-04-18 script scripts/advise-export.py:241 · 2026-04-18 script scripts/analyze_advise_slack.py:104 · 2026-04-06 other data/slack-exports/analyze.py:545 · —	chat	script	hot 2026-05-22	premium	5
knowledge-mgmt	script scripts/analyze_slack_generic.py:30 · 2026-05-22 script scripts/analyze_wtf_slack.py:93 · 2026-04-18 script scripts/analyze_advise_slack.py:104 · 2026-04-06	chat	script	hot 2026-05-22	premium	3	→ `gpt-5-mini`
chatbot	production src/generate.ts:6 · 2026-05-31 production src/generate.ts:66 · 2026-05-31	—	production	hot 2026-05-31	premium	2	→ `gpt-4o-mini`
content-hub	script scripts/draft-faq-answers.ts:287 · 2026-06-08	—	script	hot 2026-06-08	premium	1	→ `claude-sonnet-4-6`
content-hub	script scripts/draft-faq-answers.ts:59 · 2026-06-08 script scripts/draft-faq-answers.ts:71 · 2026-06-08 script scripts/draft-faq-answers.ts:72 · 2026-06-08 script scripts/draft-faq-answers.ts:286 · 2026-06-08 script scripts/generate-comments.ts:49 · 2026-05-31 script scripts/generate-article.ts:49 · 2026-05-27 script scripts/generate-article.ts:50 · 2026-05-27 production scripts/lib/claude-cli.ts:23 · 2026-05-17 script scripts/poc-six-cells.ts:39 · 2026-05-16 script scripts/poc-six-cells.ts:57 · 2026-05-16 production scripts/lib/anthropic-client.ts:34 · 2026-05-16	chat	production	hot 2026-06-08	premium	11	→ `claude-sonnet-4-6`
agentic-coding	config codex/config.toml:5 · 2026-06-14	code-review	config	hot 2026-06-14	premium	1	→ `gpt-5-mini`
bots-mgmt	config openclaw-config/config/openclaw-deep.json:33 · 2026-06-15	agent	config	hot 2026-06-15	premium	1
bots-mgmt	config openclaw-config/config/openclaw-grok.json:33 · 2026-06-15	—	config	hot 2026-06-15	premium	1	→ `grok-4-fast`
findmynextrace.com	config schemas/race.schema.json:334 · 2026-06-15 script scripts/seed-template-editorial.py:11 · 2026-05-20	—	script	hot 2026-06-15	premium	2	→ `claude-sonnet-4-6`
prommer.net	config src/data/technology-expertise.json:51 · 2026-06-17	—	config	hot 2026-06-17	premium	1	→ `o3-mini`
hiring	production dashboard/app/scoring/ai_eval.py:44 · 2026-06-19	—	production	hot 2026-06-19	premium	1	→ `claude-sonnet-4-6`
team-mgmt	production src/team_management/models/staff.py:52 · 2026-06-19 test tests/test_api_smoke.py:316 · 2026-06-18 script scripts/seed-bots.py:31 · 2026-06-17 other alembic/versions/0011_staff_bot_kind.py:7 · 2026-06-08	—	production	hot 2026-06-19	premium	4	→ `claude-sonnet-4-6`
strategy-work	config data/google-trends/2026-06-01/raw-IN.json:1768 · —	—	config	unknown —	standard	1
growth-engine	production tools/serp2rank/src/multi_ai_executor/providers/deepseek_provider.py:30 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/deepseek_provider.py:31 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/deepseek_provider.py:91 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/deepseek_provider.py:131 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:207 · 2026-02-17	chat	production	active 2026-02-17	standard	5
growth-engine	production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:320 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:69 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:70 · 2026-02-17	scoring/eval	production	active 2026-02-17	standard	3
growth-engine	script tools/serp2rank/cost_analysis.py:52 · 2026-02-17 script tools/serp2rank/cost_analysis.py:119 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:60 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:258 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:319 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:49 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:50 · 2026-02-17	scoring/eval	production	active 2026-02-17	standard	7
growth-engine	production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:59 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:60 · 2026-02-17	scoring/eval	production	active 2026-02-17	standard	2
expert	production src/expert/survey.py:70 · 2026-02-20	—	production	active 2026-02-20	standard	1
agentic-coding	production tools/plannotator/packages/ai/providers/claude-agent-sdk.ts:35 · 2026-03-26 production tools/plannotator/packages/ai/providers/claude-agent-sdk.ts:72 · 2026-03-26	agent	production	active 2026-03-26	standard	2
gangnambeautyguide.com	script scripts/generate-procedure-article.ts:204 · 2026-04-18 script scripts/translate.ts:204 · 2026-04-18	translation	script	active 2026-04-18	standard	2
growth-engine	config tools/serp2rank/config/multi_ai_config.json:130 · 2026-04-18 config tools/serp2rank/config/multi_ai_config.json:131 · 2026-04-18 config tools/serp2rank/outputs/20250813_172439_keywordList_2_25_812_hps_rojadirectaonline_alternativas_rows_0/responses/rojadirectaonline_alternativas_deepseek-v3_default.json:4 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:267 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:309 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:311 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:1048 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:293 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:293 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:356 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:357 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:357 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:33 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:208 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:214 · 2026-02-17 config tools/serp2rank/outputs/20250813_185352_keywordList_2_25_812_hps_fußball_live_ticker_rows_0/responses/fußball_live_ticker_deepseek-v3_default.json:4 · —	scoring/eval	production	active 2026-04-18	standard	16
growth-engine	config tools/serp2rank/config/multi_ai_config.json:143 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:57 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:210 · 2026-02-17	scoring/eval	production	active 2026-04-18	standard	3
growth-engine	config tools/serp2rank/config/multi_ai_config.json:71 · 2026-04-18 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:39 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:238 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:437 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:636 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:44 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:99 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:101 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:242 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:314 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:382 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:390 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:230 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:288 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:289 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:351 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:353 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:43 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:44 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:474 · 2026-02-17	scoring/eval	production	active 2026-04-18	standard	20
growth-engine	config tools/serp2rank/config/multi_ai_config.json:65 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:392 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:232 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:291 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:352 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:34 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:35 · 2026-02-17	scoring/eval	production	active 2026-04-18	standard	7
growth-engine	config tools/serp2rank/config/multi_ai_config.json:55 · 2026-04-18 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:54 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:253 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:452 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:651 · 2026-02-17 script tools/serp2rank/cost_analysis.py:33 · 2026-02-17 script tools/serp2rank/cost_analysis.py:117 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:34 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:89 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:91 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:232 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:311 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:382 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:224 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:284 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:346 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:73 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:74 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:111 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:111 · 2026-02-17	scoring/eval	production	active 2026-04-18	standard	20
growth-engine	config tools/serp2rank/config/multi_ai_config.json:86 · 2026-04-18 config tools/serp2rank/config/multi_ai_config.json:87 · 2026-04-18 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:99 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:298 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:497 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:696 · 2026-02-17 script tools/serp2rank/cost_analysis.py:47 · 2026-02-17 script tools/serp2rank/cost_analysis.py:113 · 2026-02-17 script tools/serp2rank/cost_analysis.py:114 · 2026-02-17 script tools/serp2rank/cost_analysis.py:115 · 2026-02-17 script tools/serp2rank/cost_analysis.py:143 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top250_rows_5_20250807_214021.json:81 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:53 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:54 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:117 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:119 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:251 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:252 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:318 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:383 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:274 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:315 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:317 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:389 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:389 · 2026-02-17 … and 9 more	scoring/eval	production	active 2026-04-18	standard	34
growth-engine	config tools/serp2rank/config/multi_ai_config.json:92 · 2026-04-18 config tools/serp2rank/config/multi_ai_config.json:93 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:39 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/perplexity_provider.py:40 · 2026-02-17	scoring/eval	production	active 2026-04-18	standard	4
plannotator	production packages/ui/components/AgentsTab.tsx:10 · 2026-04-27 production packages/ai/providers/claude-agent-sdk.ts:35 · 2026-04-27 production packages/ai/providers/claude-agent-sdk.ts:72 · 2026-04-27	classification	production	active 2026-04-27	standard	3
looksmaxxing.guide	script scripts/evidence-sweep.py:93 · 2026-05-02 script scripts/citation-pass.py:36 · 2026-05-02 script scripts/glossary-fill.py:53 · 2026-05-02	—	script	active 2026-05-02	standard	3
domain-ops	production src/domain_ops/services/inbox_classifier.py:206 · 2026-05-09	classification	production	active 2026-05-09	standard	1
knowledge-mgmt	script scripts/advise-deep-mine-window.py:33 · 2026-05-09 script scripts/advise-deep-mine.py:22 · 2026-04-18	—	script	active 2026-05-09	standard	2
leads-mgmt	production dashboard/app/services/ai_drafter.py:17 · 2026-05-16	—	production	active 2026-05-16	standard	1
bi	production src/bi/jobs/llm_brand_probe_weekly.py:180 · 2026-05-20	—	production	active 2026-05-20	standard	1
bi	production src/bi/jobs/llm_brand_probe_weekly.py:155 · 2026-05-20	—	production	active 2026-05-20	standard	1
athlete-api	production backend/app/services/prompt/prompt_executor.py:53 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:482 · 2026-05-21	—	production	hot 2026-05-21	standard	2
athlete-api	production backend/app/services/prompt/prompt_executor.py:41 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:52 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:481 · 2026-05-21 production backend/test_model_connections.py:90 · 2026-01-29 production backend/test_model_connections.py:214 · 2026-01-29 test backend/tests/test_services/test_prompt_executor.py:290 · 2025-12-08	—	production	hot 2026-05-21	standard	6
content-hub	script scripts/draft-faq-answers.ts:288 · 2026-06-08	—	script	hot 2026-06-08	standard	1
bots-mgmt	config openclaw-config/config/openclaw-deep.json:27 · 2026-06-15	chat	config	hot 2026-06-15	standard	1
bots-mgmt	config openclaw-config/config/openclaw-gem.json:33 · 2026-06-15	—	config	hot 2026-06-15	standard	1
knowledge-mgmt	config data/slack-exports/wetheflywheel/channel_ai-coding.json:705 · — config data/slack-exports/wetheflywheel/channel_ai-coding.json:908 · — config data/slack-exports/wetheflywheel/channel_oliverlibby-com.json:2051 · —	—	config	unknown —	value	3
athlete-api	config backend/gpt52_test_results.json:58 · 2025-12-13	—	config	stale 2025-12-13	value	1	→ `gpt-5-mini`
athlete-api	production frontend/src/components/MasterPromptPanel.tsx:54 · 2026-01-19 production frontend/out/_next/static/chunks/1fbf51b2a2351ebc.js:117 · —	—	production	active 2026-01-19	value	2	→ `gemini-2.5-flash-lite`
athlete-api	production backend/ai_plan_generator.py:376 · 2026-01-29 production backend/ai_plan_generator.py:560 · 2026-01-29	agent	production	active 2026-01-29	value	2
agentic-coding	config config/settings-laptop.json:240 · 2026-02-21 config config/settings-laptop.json:298 · 2026-02-21 config config/settings-laptop.json:365 · 2026-02-21 config config/settings-laptop.json:428 · 2026-02-21 config config/settings-laptop.json:491 · 2026-02-21 config config/settings-laptop.json:636 · 2026-02-21 config config/settings-laptop.json:725 · 2026-02-21 config config/settings-laptop.json:795 · 2026-02-21 config config/settings-laptop.json:879 · 2026-02-21 config config/settings-laptop.json:932 · 2026-02-21 config config/settings-laptop.json:991 · 2026-02-21 config config/settings-laptop.json:1046 · 2026-02-21 config config/settings-laptop.json:1110 · 2026-02-21 config config/settings-laptop.json:1203 · 2026-02-21 config config/settings-laptop.json:1253 · 2026-02-21 config config/settings-laptop.json:1311 · 2026-02-21 config config/settings-laptop.json:1370 · 2026-02-21	—	config	active 2026-02-21	value	17
athlete-api	production backend/consensus_orchestrator.py:579 · 2026-03-05	—	production	active 2026-03-05	value	1	→ `o3-mini`
athlete-api	production backend/consensus_orchestrator.py:579 · 2026-03-05	—	production	active 2026-03-05	value	1
expert	config data/technology-expertise.json:52 · 2026-03-25	—	config	active 2026-03-25	value	1
agentic-coding	production tools/plannotator/packages/ai/providers/claude-agent-sdk.ts:74 · 2026-03-26	classification	production	active 2026-03-26	value	1
comment-engine	production backend/app/services/avatar_validator.py:20 · 2026-03-30	—	production	active 2026-03-30	value	1	→ `gpt-4o-mini`
review-engine	script bin/classify_practitioner_gender.py:35 · 2026-04-17	classification	script	active 2026-04-17	value	1	→ `gpt-4o-mini`
growth-engine	config tools/serp2rank/config/multi_ai_config.json:142 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:269 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:309 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:1048 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:359 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:359 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openrouter_provider.py:209 · 2026-02-17	scoring/eval	production	active 2026-04-18	value	7
growth-engine	config tools/serp2rank/config/multi_ai_config.json:77 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:391 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:231 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:290 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:354 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:52 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/gemini_provider.py:53 · 2026-02-17	scoring/eval	production	active 2026-04-18	value	7
growth-engine	config tools/serp2rank/config/multi_ai_config.json:35 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:384 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:385 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:226 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:286 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:348 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:349 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:47 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:48 · 2026-02-17	scoring/eval	production	active 2026-04-18	value	9	→ `gpt-5-mini`
growth-engine	config tools/serp2rank/config/multi_ai_config.json:42 · 2026-04-18 production tools/serp2rank/src/multi_ai_executor/cli.py:386 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:227 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/comparison_executor.py:287 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/model_chain_executor.py:350 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:56 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/providers/openai_provider.py:57 · 2026-02-17	scoring/eval	production	active 2026-04-18	value	7	→ `gpt-5-mini`
email-agents	config config/prompts/haro_pitch_nicole.yaml:11 · 2026-04-20 config config/prompts/expert.yaml:2 · 2026-03-06 config config/prompts/haro.yaml:2 · 2026-03-06 config config/prompts/pitch.yaml:2 · 2026-03-06 config config/prompts/pitch.yaml:47 · 2026-03-06 config config/prompts/pitch.yaml:86 · 2026-03-06 config config/prompts/extracted/domain_resolution.json:4 · 2026-03-05 config config/prompts/extracted/expert.json:4 · 2026-03-05 config config/prompts/extracted/haro_pitch.json:4 · 2026-03-05 config config/prompts/extracted/pitch_secondary.json:4 · 2026-03-05 config config/prompts/extracted/pitch_main.json:4 · 2026-03-05	extraction	config	active 2026-04-20	value	11
email-agents	production src/cli/app.py:989 · 2026-04-21 production src/service/openai_responses.py:79 · 2026-04-21 production src/agents/expert/form_filler.py:24 · 2026-04-18 production src/agents/research/analyzer.py:13 · 2026-03-18 config config/prompts/haro.yaml:56 · 2026-03-06 config config/prompts/haro.yaml:95 · 2026-03-06 config config/prompts/haro.yaml:136 · 2026-03-06 config config/prompts/advertorial.yaml:2 · 2026-03-06 config config/prompts/advertorial.yaml:75 · 2026-03-06 config config/prompts/extracted/haro_research.json:4 · 2026-03-05 config config/prompts/extracted/haro_matcher.json:4 · 2026-03-05 config config/prompts/extracted/haro_humanizer.json:4 · 2026-03-05 config config/prompts/extracted/advertorial_url_checker.json:4 · 2026-03-05 config config/prompts/extracted/advertorial.json:4 · 2026-03-05 production src/analyzers/llm.py:55 · 2026-01-25	extraction	production	active 2026-04-21	value	15	→ `gpt-4o-mini`
plannotator	production packages/ui/components/AgentsTab.tsx:16 · 2026-04-27 production packages/ai/providers/claude-agent-sdk.ts:78 · 2026-04-27	classification	production	active 2026-04-27	value	2
gangnambeautyguide.com	other generate_summaries.py:41 · 2026-04-28 other classify_review_gender.py:29 · 2026-04-28 script scripts/generate_summaries.py:41 · 2026-04-28 script scripts/test_gender_llm.py:38 · 2026-04-28 script scripts/classify_review_gender.py:29 · 2026-04-28 script scripts/scrape-doctor-photos-from-clinics.ts:128 · 2026-04-18 script scripts/audit-marketing-names.ts:127 · 2026-04-17	classification	script	active 2026-04-28	value	7	→ `gpt-4o-mini`
athlete-api	production backend/app/api/sync.py:75 · 2026-05-21 production backend/app/services/strength_generator.py:128 · 2026-03-08 production backend/app/services/strength_generator.py:204 · 2026-03-08 production backend/app/services/strength_generator.py:519 · 2026-03-08 production backend/app/services/blood_test/extraction_service.py:230 · 2026-03-05 production backend/app/services/blood_test/extraction_service.py:234 · 2026-03-05 production backend/app/services/research_article/extraction_service.py:306 · 2026-01-29 production backend/app/services/research_article/extraction_service.py:332 · 2026-01-29 production backend/app/services/research_article/extraction_service.py:347 · 2026-01-29 production backend/app/services/research_article/extraction_service.py:362 · 2026-01-29 production backend/app/services/prompt/workout_extractor.py:103 · 2025-12-14	extraction	production	hot 2026-05-21	value	11	→ `gpt-4o-mini`
athlete-api	production backend/config.py:176 · 2026-05-21 production backend/config.py:191 · 2026-05-21 production backend/config.py:200 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:47 · 2026-05-21 production backend/app/services/prompt/prompt_executor.py:456 · 2026-05-21 production backend/test_model_connections.py:43 · 2026-01-29 production backend/test_model_connections.py:200 · 2026-01-29 production backend/workout_critique.py:167 · 2026-01-29 config backend/gpt52_test_results.json:40 · 2025-12-13 test backend/tests/test_services/test_prompt_executor.py:45 · 2025-12-08 test backend/tests/test_services/test_prompt_executor.py:54 · 2025-12-08 test backend/tests/test_services/test_prompt_executor.py:288 · 2025-12-08	scoring/eval	production	hot 2026-05-21	value	12	→ `gpt-5-mini`
growth-engine	production src/growth_engine/services/outreach_composer.py:52 · 2026-05-25 test tests/api/test_proposal_evaluator.py:129 · 2026-03-02 test tests/api/test_proposal_evaluator.py:321 · 2026-03-02 production src/growth_engine/api/schemas/proposal_evaluator.py:154 · 2026-03-02 production src/growth_engine/services/proposal_evaluator.py:191 · 2026-03-02 production src/growth_engine/services/proposal_evaluator.py:349 · 2026-03-02 production src/growth_engine/services/proposal_evaluator.py:896 · 2026-03-02 production src/growth_engine/services/proposal_evaluator.py:914 · 2026-03-02 production src/growth_engine/services/gmail_service.py:387 · 2026-03-02	scoring/eval	production	hot 2026-05-25	value	9
growth-engine	production src/growth_engine/services/outreach_composer.py:99 · 2026-05-25 production src/growth_engine/services/target_link_generator.py:492 · 2026-05-02 config tools/serp2rank/config/multi_ai_config.json:49 · 2026-04-18 production src/growth_engine/services/glossary_validator.py:92 · 2026-04-14 production src/growth_engine/services/geo.py:127 · 2026-03-02 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:69 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:268 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:467 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top1000_rows_11to14_20250808_174536.json:666 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top250_rows_5_20250807_213243.json:49 · 2026-02-17 script tools/serp2rank/cost_analysis.py:28 · 2026-02-17 script tools/serp2rank/cost_analysis.py:113 · 2026-02-17 script tools/serp2rank/cost_analysis.py:114 · 2026-02-17 script tools/serp2rank/cost_analysis.py:115 · 2026-02-17 script tools/serp2rank/cost_analysis.py:117 · 2026-02-17 script tools/serp2rank/cost_analysis.py:143 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top250_rows_1_20250807_215114.json:32 · 2026-02-17 config tools/serp2rank/comparison_keywordList_2025-08-06_07-15-16_top250_rows_5_20250807_214021.json:51 · 2026-02-17 config tools/serp2rank/multi_ai_config.json:28 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:83 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cost_tracker.py:85 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/config_manager.py:226 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:310 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/progress_tracker.py:381 · 2026-02-17 production tools/serp2rank/src/multi_ai_executor/cli.py:256 · 2026-02-17 … and 14 more	scoring/eval	production	hot 2026-05-25	value	39	→ `gpt-4o-mini`
ctaio.dev	script jobs/scripts/ai_review_jobs.py:347 · 2026-05-29	—	script	hot 2026-05-29	value	1	→ `gpt-4o-mini`
chatbot	production src/generate.ts:6 · 2026-05-31 production src/generate.ts:37 · 2026-05-31 production src/generate.ts:65 · 2026-05-31 production src/server.ts:203 · 2026-05-31	—	production	hot 2026-05-31	value	4
knowledge-mgmt	script scripts/analyze_reddit_hn.py:170 · 2026-05-31 script scripts/analyze_twitter_gemini.py:93 · 2026-05-22 script scripts/analyze_content_gemini_only.py:190 · 2026-05-22	—	script	hot 2026-05-31	value	3
content-hub	script scripts/draft-faq-answers.ts:289 · 2026-06-08 script scripts/poc-six-cells.ts:44 · 2026-05-16 script scripts/poc-six-cells.ts:58 · 2026-05-16	—	script	hot 2026-06-08	value	3
earned-media	config config/prompts/expert.yaml:2 · 2026-06-10 config config/prompts/haro.yaml:2 · 2026-06-10 config config/prompts/pitch.yaml:2 · 2026-06-10 config config/prompts/pitch.yaml:47 · 2026-06-10 config config/prompts/pitch.yaml:86 · 2026-06-10 config config/prompts/haro_pitch_nicole.yaml:11 · 2026-06-10 config config/prompts/extracted/domain_resolution.json:4 · 2026-06-10 config config/prompts/extracted/expert.json:4 · 2026-06-10 config config/prompts/extracted/haro_pitch.json:4 · 2026-06-10 config config/prompts/extracted/pitch_secondary.json:4 · 2026-06-10 config config/prompts/extracted/pitch_main.json:4 · 2026-06-10	extraction	config	hot 2026-06-10	value	11
earned-media	config config/prompts/haro.yaml:56 · 2026-06-10 config config/prompts/haro.yaml:95 · 2026-06-10 config config/prompts/haro.yaml:136 · 2026-06-10 config config/prompts/advertorial.yaml:2 · 2026-06-10 config config/prompts/advertorial.yaml:75 · 2026-06-10 config config/prompts/extracted/haro_research.json:4 · 2026-06-10 config config/prompts/extracted/haro_matcher.json:4 · 2026-06-10 config config/prompts/extracted/haro_humanizer.json:4 · 2026-06-10 config config/prompts/extracted/advertorial_url_checker.json:4 · 2026-06-10 config config/prompts/extracted/advertorial.json:4 · 2026-06-10 production agents/shared/service/openai_responses.py:79 · 2026-06-10	extraction	production	hot 2026-06-10	value	11	→ `gpt-4o-mini`
repo-mgmt	production backend/app/core/config.py:101 · 2026-06-10 test backend/tests/unit/test_pr_workflow_models.py:233 · 2026-03-12 test backend/tests/unit/test_pr_workflow_models.py:236 · 2026-03-12 test backend/tests/unit/test_pr_workflow_models.py:246 · 2026-03-12 test backend/tests/unit/test_pr_workflow_models.py:256 · 2026-03-12 production backend/app/services/ai_transformer.py:81 · 2026-01-24 production backend/app/services/ai_transformer.py:195 · 2026-01-24	—	production	hot 2026-06-10	value	7	→ `gpt-4o-mini`
bots-mgmt	config openclaw-config/config/openclaw-gippity.json:27 · 2026-06-15	—	config	hot 2026-06-15	value	1	→ `gpt-5-mini`
bots-mgmt	config openclaw-config/config/openclaw-gippity.json:33 · 2026-06-15	—	config	hot 2026-06-15	value	1	→ `gpt-5-mini`
bots-mgmt	config openclaw-config/config/openclaw-grok.json:27 · 2026-06-15	—	config	hot 2026-06-15	value	1	→ `grok-4-fast`
prommer.net	config src/data/technology-expertise.json:52 · 2026-06-17	—	config	hot 2026-06-17	value	1
media-mgmt	other avatar/commercial/veo_client.py:150 · 2026-01-20	video-gen	other	active 2026-01-20	premium	1
media-mgmt	other avatar/commercial/veo_client.py:150 · 2026-01-20	video-gen	other	active 2026-01-20	premium	1	→ `fal.ai flux-schnell (still image) or reserve Veo for true video-only use`
media-mgmt	other avatar/commercial/veo_client.py:64 · 2026-01-20 other avatar/commercial/veo_client.py:149 · 2026-01-20 other avatar/commercial/veo_client.py:150 · 2026-01-20	video-gen	other	active 2026-01-20	premium	3	→ `fal.ai flux-schnell (still image) or reserve Veo for true video-only use`
media-mgmt	other avatar/commercial/veo_client.py:151 · 2026-01-20	video-gen	other	active 2026-01-20	premium	1	→ `fal.ai flux-schnell (still image) or reserve Veo for true video-only use`
media-mgmt	other avatar/commercial/veo_client.py:151 · 2026-01-20	video-gen	other	active 2026-01-20	premium	1	→ `fal.ai flux-schnell (still image) or reserve Veo for true video-only use`
agentic-coding	test tools/plannotator/apps/hook/server/codex-session.test.ts:77 · 2026-03-22	code-review	test	active 2026-03-22	premium	1	→ `o3-mini`
review-engine	other scrapers/base.py:19 · 2026-04-14	summarization	other	active 2026-04-14	premium	1	→ `gpt-5-mini`
plannotator	test apps/hook/server/codex-session.test.ts:77 · 2026-05-02	code-review	test	active 2026-05-02	premium	1	→ `o3-mini`
advertising	other server.js:976 · 2026-06-14	—	other	hot 2026-06-14	premium	1	→ `gpt-4o-mini`
athlete-ui	test apps/web/__tests__/ui/research-page.test.tsx:136 · 2026-03-07	extraction	test	active 2026-03-07	standard	1
athlete-ui	test apps/web/__tests__/ui/research-page.test.tsx:123 · 2026-03-07 test apps/web/__tests__/ui/research-page.test.tsx:153 · 2026-03-07 test apps/web/__tests__/ui/research-page.test.tsx:176 · 2026-03-07	extraction	test	active 2026-03-07	standard	3
plannotator	test apps/pi-extension/config.test.ts:87 · 2026-04-01	—	test	active 2026-04-01	standard	1
athlete-ui	test apps/web/__tests__/ui/blood-tests-page.test.tsx:146 · 2026-03-07 test apps/web/__tests__/ui/blood-tests-page.test.tsx:206 · 2026-03-07	extraction	test	active 2026-03-07	value	2
athlete-ui	test apps/web/__tests__/ui/nutrition-page.test.tsx:287 · 2026-03-08 test apps/web/__tests__/api/training-chat-route.test.ts:59 · 2026-03-07 test apps/web/__tests__/api/training-chat-route.test.ts:88 · 2026-03-07	chat	test	active 2026-03-08	value	3	→ `gpt-5-mini`
review-engine	other ingest/generate_summaries.py:45 · 2026-05-08 other ingest/classify_gender.py:29 · 2026-05-03	summarization	other	active 2026-05-08	value	2	→ `gpt-5-mini`

By project

One card per repo, listing every model it calls. Projects with premium-tier usage appear first.

growth-engine · 24 models, 229 sites anthropicdeepseekgoogleopenaiperplexityxai

claude-3-opus-20240229 premium 8× · 2026-04-18
deepseek-r1 premium 8× · 2026-04-18
deepseek-r1-free premium 1× · 2026-02-17
gpt-4o premium 2× · 2026-02-17
gpt-5 premium 5× · 2026-02-17
gpt-5.1-mini premium 1× · 2026-04-18
grok-4 premium 5× · 2026-04-18
deepseek-chat standard 5× · 2026-02-17
deepseek-v3 standard 16× · 2026-04-18
deepseek-v3-free standard 3× · 2026-04-18
gemini-2.5-flash standard 20× · 2026-04-18
gemini-2.5-pro standard 7× · 2026-04-18
gpt-3.5-turbo standard 20× · 2026-04-18
sonar standard 34× · 2026-04-18
sonar-deep-research standard 3× · 2026-02-17
sonar-pro standard 4× · 2026-04-18
sonar-reasoning standard 7× · 2026-02-17
sonar-reasoning-pro standard 2× · 2026-02-17
claude-3-haiku-20240307 value 9× · 2026-05-25
deepseek-free value 7× · 2026-04-18
gemini-2.5-flash-lite value 7× · 2026-04-18
gpt-4o-mini value 39× · 2026-05-25
gpt-5-mini value 9× · 2026-04-18
gpt-5-nano value 7× · 2026-04-18

athlete-api · 17 models, 70 sites googleopenai

gpt-4o premium 7× · 2026-03-05
gpt-5 premium 13× · 2026-05-21
gpt-5.1 premium 1× · 2026-05-21
gpt-5.1-mini premium 5× · 2026-05-21
gpt-5.2 premium 1× · 2025-12-13
gpt-5.2-mini premium 1× · 2025-12-13
o3 premium 2× · 2026-05-21
o4 premium 2× · 2026-05-21
gemini-2.5-flash standard 2× · 2026-05-21
gemini-2.5-pro standard 6× · 2026-05-21
gemini-2.0-flash value 2× · 2026-01-19
gpt-4.1-mini value 2× · 2026-01-29
gpt-4o-mini value 11× · 2026-05-21
gpt-5-mini value 12× · 2026-05-21
gpt-5-nano value 1× · 2025-12-13
o3-mini value 1× · 2026-03-05
o4-mini value 1× · 2026-03-05

agentic-coding · 10 models, 45 sites anthropicopenai

claude-opus-4-5-20251101 premium 17× · 2026-02-21
claude-opus-4-6 premium 1× · 2026-03-26
gpt-5.1-mini premium 2× · 2026-04-25
gpt-5.2 premium 2× · 2026-02-21
gpt-5.4-mini premium 1× · 2026-04-25
gpt-5.5 premium 1× · 2026-06-14
o3 premium 1× · 2026-03-22
claude-sonnet-4-6 standard 2× · 2026-03-26
claude-haiku-4-5 value 1× · 2026-03-26
claude-haiku-4-5-20251001 value 17× · 2026-02-21

plannotator · 11 models, 20 sites anthropicopenai

claude-opus-4-6 premium 2× · 2026-04-27
claude-opus-4-7 premium 4× · 2026-05-07
gpt-5.1-mini premium 2× · 2026-04-23
gpt-5.2 premium 1× · 2026-04-27
gpt-5.4 premium 1× · 2026-04-27
gpt-5.4-mini premium 2× · 2026-04-27
gpt-5.5 premium 1× · 2026-04-27
o3 premium 1× · 2026-05-02
claude-sonnet-4-5 standard 1× · 2026-04-01
claude-sonnet-4-6 standard 3× · 2026-04-27
claude-haiku-4-5 value 2× · 2026-04-27

cityguides · 1 model, 17 sites anthropic

claude-opus-4-7 premium 17× · 2026-05-16

knowledge-mgmt · 6 models, 17 sites anthropicgoogleopenai

claude-opus-4-5 premium 1× · —
gpt-4 premium 5× · 2026-05-22
gpt-5 premium 3× · 2026-05-22
gemini-2.5-flash standard 2× · 2026-05-09
claude-haiku-4-5 value 3× · —
gemini-2.5-flash-lite value 3× · 2026-05-31

content-hub · 4 models, 16 sites anthropic

claude-opus-4-6 premium 1× · 2026-06-08
claude-opus-4-7 premium 11× · 2026-06-08
claude-sonnet-4-6 standard 1× · 2026-06-08
claude-haiku-4-5-20251001 value 3× · 2026-06-08

bots-mgmt · 7 models, 7 sites deepseekgoogleopenaixai

deepseek-reasoner premium 1× · 2026-06-15
grok-4 premium 1× · 2026-06-15
deepseek-chat standard 1× · 2026-06-15
gemini-2.5-flash standard 1× · 2026-06-15
gpt-5-mini value 1× · 2026-06-15
gpt-5-nano value 1× · 2026-06-15
grok-4-fast value 1× · 2026-06-15

looksmaxxing.guide · 2 models, 7 sites openaiperplexity

gpt-4o premium 4× · 2026-05-02
sonar standard 3× · 2026-05-02

media-mgmt · 5 models, 7 sites google

veo-2.0-generate-001 premium 1× · 2026-01-20
veo-3.0-fast-generate-001 premium 1× · 2026-01-20
veo-3.0-generate-001 premium 3× · 2026-01-20
veo-3.1-fast-generate-preview premium 1× · 2026-01-20
veo-3.1-generate-preview premium 1× · 2026-01-20

chatbot · 2 models, 6 sites openai

gpt-4o premium 2× · 2026-05-31
gpt-4.1-mini value 4× · 2026-05-31

bi · 4 models, 4 sites anthropicgoogleopenaiperplexity

claude-opus-4-7 premium 1× · 2026-05-20
gpt-5 premium 1× · 2026-05-20
gemini-2.5-flash standard 1× · 2026-05-20
sonar-pro standard 1× · 2026-05-20

review-engine · 3 models, 4 sites openai

gpt-5.4-mini premium 1× · 2026-04-14
gpt-4o-mini value 1× · 2026-04-17
gpt-5-mini value 2× · 2026-05-08

team-mgmt · 1 model, 4 sites anthropic

claude-opus-4-8 premium 4× · 2026-06-19

expert · 3 models, 3 sites anthropicopenai

o3 premium 1× · 2026-03-25
claude-sonnet-4-6 standard 1× · 2026-02-20
o4-mini value 1× · 2026-03-25

strategy-work · 2 models, 3 sites openaiperplexity

o2 premium 2× · —
sonarpur standard 1× · —

findmynextrace.com · 1 model, 2 sites anthropic

claude-opus-4-7 premium 2× · 2026-06-15

prommer.net · 2 models, 2 sites openai

o3 premium 1× · 2026-06-17
o4-mini value 1× · 2026-06-17

advertising · 1 model, 1 site openai

gpt-4o premium 1× · 2026-06-14

biz-dev · 1 model, 1 site anthropic

claude-opus-4-7 premium 1× · —

courts.guide · 1 model, 1 site anthropic

claude-opus-4-7 premium 1× · 2026-05-16

hiring · 1 model, 1 site anthropic

claude-opus-4-7 premium 1× · 2026-06-19

athlete-ui · 4 models, 9 sites anthropicopenai

claude-sonnet-4-5 standard 1× · 2026-03-07
gpt-4.1 standard 3× · 2026-03-07
gpt-4.1-mini value 2× · 2026-03-07
gpt-5-mini value 3× · 2026-03-08

gangnambeautyguide.com · 2 models, 9 sites anthropicopenai

claude-sonnet-4-6 standard 2× · 2026-04-18
gpt-4o-mini value 7× · 2026-04-28

domain-ops · 1 model, 1 site anthropic

claude-sonnet-4-6 standard 1× · 2026-05-09

leads-mgmt · 1 model, 1 site anthropic

claude-sonnet-4-6 standard 1× · 2026-05-16

email-agents · 2 models, 26 sites openai

gpt-4.1-mini value 11× · 2026-04-20
gpt-4o-mini value 15× · 2026-04-21

earned-media · 2 models, 22 sites openai

gpt-4.1-mini value 11× · 2026-06-10
gpt-4o-mini value 11× · 2026-06-10

repo-mgmt · 1 model, 7 sites openai

gpt-4o-mini value 7× · 2026-06-10

comment-engine · 1 model, 1 site openai

gpt-4o-mini value 1× · 2026-03-30

ctaio.dev · 1 model, 1 site openai

gpt-4o-mini value 1× · 2026-05-29

By model

Every distinct model string, with all repos that use it.

claude-opus-4-7 premium 38 call-sites across 8 repos

bi
biz-dev
cityguides
content-hub
courts.guide
findmynextrace.com
hiring
plannotator

gpt-5 premium 22 call-sites across 4 repos

athlete-api
bi
growth-engine
knowledge-mgmt

claude-opus-4-5-20251101 premium 17 call-sites across 1 repo

agentic-coding

gpt-4o premium 16 call-sites across 5 repos

advertising
athlete-api
chatbot
growth-engine
looksmaxxing.guide

gpt-5.1-mini premium 10 call-sites across 4 repos

agentic-coding
athlete-api
growth-engine
plannotator

claude-3-opus-20240229 premium 8 call-sites across 1 repo

growth-engine

deepseek-r1 premium 8 call-sites across 1 repo

growth-engine

grok-4 premium 6 call-sites across 2 repos

bots-mgmt
growth-engine

o3 premium 6 call-sites across 5 repos

agentic-coding
athlete-api
expert
plannotator
prommer.net

gpt-4 premium 5 call-sites across 1 repo

knowledge-mgmt

claude-opus-4-6 premium 4 call-sites across 3 repos

agentic-coding
content-hub
plannotator

claude-opus-4-8 premium 4 call-sites across 1 repo

team-mgmt

gpt-5.2 premium 4 call-sites across 3 repos

agentic-coding
athlete-api
plannotator

gpt-5.4-mini premium 4 call-sites across 3 repos

agentic-coding
plannotator
review-engine

veo-3.0-generate-001 premium 3 call-sites across 1 repo

media-mgmt

gpt-5.5 premium 2 call-sites across 2 repos

agentic-coding
plannotator

o2 premium 2 call-sites across 1 repo

strategy-work

o4 premium 2 call-sites across 1 repo

athlete-api

claude-opus-4-5 premium 1 call-sites across 1 repo

knowledge-mgmt

deepseek-r1-free premium 1 call-sites across 1 repo

growth-engine

deepseek-reasoner premium 1 call-sites across 1 repo

bots-mgmt

gpt-5.1 premium 1 call-sites across 1 repo

athlete-api

gpt-5.2-mini premium 1 call-sites across 1 repo

athlete-api

gpt-5.4 premium 1 call-sites across 1 repo

plannotator

veo-2.0-generate-001 premium 1 call-sites across 1 repo

media-mgmt

veo-3.0-fast-generate-001 premium 1 call-sites across 1 repo

media-mgmt

veo-3.1-fast-generate-preview premium 1 call-sites across 1 repo

media-mgmt

veo-3.1-generate-preview premium 1 call-sites across 1 repo

media-mgmt

sonar standard 37 call-sites across 2 repos

growth-engine
looksmaxxing.guide

gemini-2.5-flash standard 26 call-sites across 5 repos

athlete-api
bi
bots-mgmt
growth-engine
knowledge-mgmt

gpt-3.5-turbo standard 20 call-sites across 1 repo

growth-engine

deepseek-v3 standard 16 call-sites across 1 repo

growth-engine

gemini-2.5-pro standard 13 call-sites across 2 repos

athlete-api
growth-engine

claude-sonnet-4-6 standard 11 call-sites across 7 repos

agentic-coding
content-hub
domain-ops
expert
gangnambeautyguide.com
leads-mgmt
plannotator

sonar-reasoning standard 7 call-sites across 1 repo

growth-engine

deepseek-chat standard 6 call-sites across 2 repos

bots-mgmt
growth-engine

sonar-pro standard 5 call-sites across 2 repos

bi
growth-engine

deepseek-v3-free standard 3 call-sites across 1 repo

growth-engine

gpt-4.1 standard 3 call-sites across 1 repo

athlete-ui

sonar-deep-research standard 3 call-sites across 1 repo

growth-engine

claude-sonnet-4-5 standard 2 call-sites across 2 repos

athlete-ui
plannotator

sonar-reasoning-pro standard 2 call-sites across 1 repo

growth-engine

sonarpur standard 1 call-sites across 1 repo

strategy-work

gpt-4o-mini value 93 call-sites across 9 repos

athlete-api
comment-engine
ctaio.dev
earned-media
email-agents
gangnambeautyguide.com
growth-engine
repo-mgmt
review-engine

gpt-4.1-mini value 30 call-sites across 5 repos

athlete-api
athlete-ui
chatbot
earned-media
email-agents

gpt-5-mini value 27 call-sites across 5 repos

athlete-api
athlete-ui
bots-mgmt
growth-engine
review-engine

claude-haiku-4-5-20251001 value 20 call-sites across 2 repos

agentic-coding
content-hub

gemini-2.5-flash-lite value 10 call-sites across 2 repos

growth-engine
knowledge-mgmt

claude-3-haiku-20240307 value 9 call-sites across 1 repo

growth-engine

gpt-5-nano value 9 call-sites across 3 repos

athlete-api
bots-mgmt
growth-engine

deepseek-free value 7 call-sites across 1 repo

growth-engine

claude-haiku-4-5 value 6 call-sites across 3 repos

agentic-coding
knowledge-mgmt
plannotator

o4-mini value 3 call-sites across 3 repos

athlete-api
expert
prommer.net

gemini-2.0-flash value 2 call-sites across 1 repo

athlete-api

grok-4-fast value 1 call-sites across 1 repo

bots-mgmt

o3-mini value 1 call-sites across 1 repo

athlete-api

Needs review (10)

Files that import an AI SDK but have no model string literal — model is dynamic (env var, config, etc.). Worth a manual look.

athlete-api / deploy/verify_server.sh — openai SDK imported, no model string found
cityguides / scripts/poc_style_engines.py — openai SDK imported, no model string found
email-agents / scripts/health_check.py — openai SDK imported, no model string found
email-agents / scripts/extract_assistant_prompts.py — openai SDK imported, no model string found
expert / scripts/oh-sidecar.py — openai SDK imported, no model string found
knowledge-mgmt / data/slack-exports/wetheflywheel/channel_announcements.json — openai SDK imported, no model string found
media-mgmt / avatar/commercial/sora_client.py — openai SDK imported, no model string found
repo-mgmt / backend/app/services/content_reviewer.py — openai SDK imported, no model string found
repo-mgmt / backend/app/services/correction_parser.py — openai SDK imported, no model string found
websites-lib / scripts/ask-ai/ingest.py — openai SDK imported, no model string found

By provider

openai 533
anthropic 182
google 151
fal 116
openrouter 90
deepl 76
perplexity 70
deepseek 42
xai 13

By match type

env_key 656
model 544
sdk_import 63
logic_leak 10

Spend alignment

Tier guidance for cost decisions. Premium callers should check whether their workload actually needs it.

Tier	Default choice	When to use
value	gemini-2.5-flash-lite, claude-haiku, gpt-4o-mini	Default workhorse: classification, summarisation, bulk tool calls.
standard	gemini-2.5-pro, claude-sonnet-4-6, gpt-4.1	Reasoning, multi-step synthesis, consensus orchestration.
premium	claude-opus, gpt-5, o1, veo, imagen-3	Only when a workload provably fails on standard tier.

Generated by /opt/agentic-coding/tools/ai-inventory · agentic-coding ef0e390 · 2026-06-20T04:00:51.676553+00:00