chore: merge develop into staging#28
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spideystreet merged 333 commits intostagingfrom Mar 7, 2026
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…odels - Rename 'analytics' schema to 'github' - Implement upsert logic in Python assets - Consolidate dbt models into 'pvt_github_project' - Add 'clean_text' macro for context preparation - Filter rejected projects via INNER JOIN
- Rename prod_github_project to prd_github_project - Update .env.example with ML and Scraper variables
- Move core_public__sync_projects from classification to sync group - Remove classification from project_scraper_job (sensor handles it) - Add retry policy + sync group to project_classification_job - Remove classification from project_embedding_job (redundant LLM calls) - Add ml_preparation to user_recommendation_job (missing dependency) - Replace AssetSelection.all() with explicit groups in run_all_job - Add retry policy and concurrency tags to run_all_job - Add concurrency tags (max_concurrent_runs: 1) to all jobs - Set global max_concurrent_runs to 1 in dagster.yaml (QueuedRunCoordinator) - Add execution_timezone to cleanup_dagster_history_schedule - Update dagster.md documentation to match actual cron schedules Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…schedule recos every 10min - Split dbt group ml_preparation into ml_user_preparation and ml_project_preparation - user_recommendation_job now only targets user-specific assets (no project processing) - project_embedding_job uses ml_project_preparation instead of ml_preparation - run_all_job includes both new groups explicitly - Change user_recommendation_schedule from every 2h to every 10min (job takes ~2min) - Update dagster.md documentation Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…richment_job - Replace project_classification_job + project_embedding_job with project_enrichment_job - Delete project_embedding_job.py (was orphaned with no schedule/sensor) - Update classification_sensor to trigger project_enrichment_job - Update definitions.py imports and job list - Update architecture.md with split project/user data flows - Update dbt.md with new group mapping - Add test_dagster_definitions.py Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- Replace ml + matching + ml_*_preparation groups with project_ml and user_ml - project_ml: dbt project prep + embed_projects + match_global_recommendation - user_ml: dbt user prep + embed_users + match_user_recommendation - Simplify all job selections to use groups only (no more AssetKey) - Replace run_all_schedule with project_enrichment_schedule (daily 3 AM) - Remove classification_sensor (project_enrichment_job is now scheduled) - Keep run_all_job as manual-only for init/recovery - Update docs and tests Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- Rename project_classification_job.py -> project_enrichment_job.py - Rename run_all_schedule.py -> project_enrichment_schedule.py - Delete classification_sensor.py (no longer registered in definitions) - Fix architecture.md data flow to use current group names - Update all imports accordingly Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- Add contract enforcement (data_type + constraints) on all 4 marts - Add relationship tests on match models (FK to Project and User) - Add not_null/unique tests on key columns - Create clamp() macro for score bounding - Create safe_divide() macro for zero-safe division Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…iate schema - Replace manual greatest/least with clamp() macro in match_user_recommendation - Replace manual ::float/nullif patterns with safe_divide() macro - Add missing column descriptions to int_user_enriched.yml Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Document all macros in _macros.yml with descriptions and typed arguments: build_project_context, build_user_context, clamp, clean_text, deduplicate, generate_schema_name, jsonb_to_list, safe_divide Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Replace monolithic _macros.yml with individual yml files matching each .sql: build_project_context, build_user_context, clamp, clean_text, deduplicate, generate_schema_name, jsonb_to_list, safe_divide Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Add yml documentation for each custom SQL test: - unique_user_project_recommendation: no duplicate (user_id, project_id) pairs - valid_hybrid_score_bounds: all scores within [0, 1] range Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…s, and fixed issues - Add .sql = .yml file convention as review checklist item #1 - Update Dagster group mappings (project_ml/user_ml replace ml_preparation/matching) - Add data contracts and dbt 1.10 arguments syntax to checklist - Move resolved issues to "Fixed" section (clamp, relationships, O(n³), passwords) - Update score bounds to reference {{ clamp() }} macro Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- fix(go): bound io.ReadAll with 10MB LimitReader in fetcher/common.go
- fix(dbt): wrap popularity_score in {{ clamp() }} macro
- fix(dbt): add missing updatedAt column to stg_public__project.yml
- fix(ci): add setup-buildx-action to publish-develop.yml
- style: fix line-too-long in run_all_job.py description
Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Ingestion is now part of the enrichment flow instead of a separate manual-only job. This ensures the full project pipeline runs atomically: scrape → classify → sync → embed → recommend. - Add "ingestion" group to project_enrichment_job selection - Delete project_scraper_job.py (no longer needed) - Remove from definitions.py and test expectations - Update docs submodule Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Query match.project_classification to get existing projectIds and filter them out before calling the LLM. This avoids redundant API calls on subsequent runs — only new/unclassified projects are sent to OpenRouter. Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…iance The clamp macro returns numeric (DECIMAL) due to literal 1.0, but the data contract expects double precision (FLOAT). Also increase Dagster boot timeout from 30s to 60s for the integration test. Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…ging - Extract language_detection and serialization helpers into src/linker/utils/ - Harden IO manager and LLM classifier resource error handling - Fix int_project_enriched dbt model - Improve Go scraper structured logging and error handling Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- Unit tests: IO manager, LLM classifier, language detection, serialization, Docker infra - Integration test: Dagster startup smoke test - Go tests: scraper URL building, fetcher common utilities - Update CI workflow to run Go tests and pytest markers Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
- Add dbt file convention rule, update Docker compose services docs - Add Go test and integration test commands to CLAUDE.md - Add .mcp.json to gitignore - Initialize agent memory files Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
feat: test strategy, pipeline hardening, and dbt contracts
Co-authored-by: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
2 tasks
* fix(ci): resolve dbt-check, quality, and docs-submodule CI failures - Add env_var defaults for POSTGRES_USER/POSTGRES_PASSWORD in dbt profiles - Skip test_dagster_definitions when dbt manifest is missing in CI - Update docs submodule to latest ost-docs/main commit Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com> * chore(ci): unify sync tokens and add security contact email - Replace OST_DOCS_TOKEN and OST_BACKEND_TOKEN with single OST_SYNC_TOKEN - Update all workflows: publish-develop, publish-prod, sync-docs, sync-prisma, quality-checks - Update SECURITY.md with contact@opensource-together.com for vulnerability reports Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com> --------- Co-authored-by: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
…50% (#31) * fix(ci): resolve dbt-check, quality, and docs-submodule CI failures - Add env_var defaults for POSTGRES_USER/POSTGRES_PASSWORD in dbt profiles - Skip test_dagster_definitions when dbt manifest is missing in CI - Update docs submodule to latest ost-docs/main commit Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com> * chore(ci): unify sync tokens and add security contact email - Replace OST_DOCS_TOKEN and OST_BACKEND_TOKEN with single OST_SYNC_TOKEN - Update all workflows: publish-develop, publish-prod, sync-docs, sync-prisma, quality-checks - Update SECURITY.md with contact@opensource-together.com for vulnerability reports Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com> * fix(ci): rename token to OST_LINKER_SYNC_TOKEN and lower coverage to 50% Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com> --------- Co-authored-by: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
Co-Authored-By: spidecode-bot <263227865+spicode-bot@users.noreply.github.com>
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Summary
Complete rewrite of the OST Linker pipeline — from legacy monolithic Python assets to a modular Dagster + dbt + Go architecture with ML embeddings, user/project recommendations via pgvector cosine similarity, comprehensive tests, full CI/CD, and production-ready Docker setup.
Changes
Pipeline Architecture (
src/linker/)src/pipeline/(16 files, 2368 lines removed) with modularsrc/linker/(27 files, 1910 lines added)ingestion,classification,sync,project_ml,user_ml— each with dedicated assets undersrc/linker/assets/PandasPostgresIOManager(src/linker/resources/io_manager.py) for DataFrame-based asset communication via PostgresSentenceTransformerResource(src/linker/resources/sentence_transformer_resource.py) usingall-MiniLM-L6-v2for 384-dim embeddingsLLMClassifierResource(src/linker/resources/llm_classifier_resource.py) using OpenRouter API (Mistral Small 3.2)FastTextModelResource(src/linker/resources/fasttext_resource.py) for language detectionPipelineConfig(src/linker/resources/cfg_resource.py)language_detection.py(non-latin detection, blacklisting) andserialization.py(datetime/UUID serialization, LLM JSON cleanup)project_enrichment_job(daily 3AM),project_scraper_job,user_recommendation_job(every 10min),run_all_job,cleanup_dagster_history_jobGo Services (
src/services/go/)github/andgitlab/Go services (285 lines) with newscraper/andfetcher/binaries (1533 lines)scraper/— searches GitHub API with pagination, rate limiting, and excluded-terms filtering; writes togithub.RawGithubProjectfetcher/— fetches per-repo details (README, languages, topics) with shared HTTP client and retry logic (common.go)scraper/main_test.go,scraper/common_test.go,fetcher/common_test.godbt Layer (
dbt/)stg_github__project,stg_github__readme,stg_github__languages,stg_github__topics,stg_github__detection,stg_public__project,stg_public__userint_project_enriched,int_project_contextualized,int_project_embedding_candidate,int_user_enrichedfct_github_project,fct_public_user,match_global_recommendation,match_user_recommendationclamp,safe_divide,clean_text,deduplicate,jsonb_to_list,build_project_context,build_user_context,generate_schema_namevalid_hybrid_score_bounds,unique_user_project_recommendation.sqlfile has a matching.ymlwith column docs, contracts, and generic testslocal(port 5433) anddocker(port 5432)+meta.dagster.groupindbt_project.ymlDatabase & Prisma (
prisma/)public,github,ml,matchEmbdGithubProject,EmbdUser(384-dim vectors)RawGithubProject,RawGithubReadme,RawGithubLanguages,RawGithubTopics,IntGithubDetectionseed.ts,categories-data.ts,domains-data.ts,techstacks-data.ts,users-data.ts)prisma/package.jsonand.env.exampleTests (
tests/)test_cfg_resource.py,test_dagster_definitions.py,test_docker_infra.py,test_io_manager.py,test_language_detection.py,test_llm_classifier.py,test_serialization.pytest_dagster_startup.py(smoke test for Dagster loading)tests/conftest.pypyproject.tomlwith markers:unit,integration,performance,api--cov=srcCI/CD (
.github/)quality-checks.yml— reusable workflow: lint, format, type check, pytest, dbt build, Go tests, Docker build, Prisma sync check, gitleaks security scan (180 lines)claude-code-review.yml— automated Claude review on PRsclaude.yml—@claudeassistant via issue/PR commentssync-docs-submodule.yml— syncsdocs/toost-docsrepo on PR to main/stagingsync-prisma-backend.yml— syncs Prisma schema toost-backendrepo on PR to main/stagingpublish-develop.ymlandpublish-prod.ymlto use reusable quality checksdeploy-docs.ymlCODEOWNERS, issue templates (bug_report.yml,feature_request.yml), PR templateDocker & Infrastructure
docker-compose.ymlinto base +docker-compose.override.ymlfor local dev (db service, volume mounts)dagster.yamlanddagster.prod.yamlfor run/storage configworkspace.yamlfor Dagster code locationMakefilewith common dev commands.dockerignoreand.gitignore.gitleaks.tomlfor secret scanning config.sqlflufffor SQL linting configBuild & Dependencies
poetry.lock) to uv (uv.lock,pyproject.toml)dagster-dbt,sentence-transformers,accelerate,transformers,openai,fasttext-wheel,psycopg2-binary,ruff,mypymodels/lid.176.ftzbinary from repo (now downloaded at runtime)go_binary_gen.sh,clean_dagster.sh,clean_docker_images.sh,sync_prisma.sh,init.sh,check_db.py,fixtures/generate_lang_fixtures.py,fixtures/seed_users.pyDocumentation & Project Config
CLAUDE.mdwith full project guide (commands, env vars, architecture)CODE_OF_CONDUCT.md,CONTRIBUTING.md,SECURITY.mdREADME.mdto be product-focused.claude/rules/(4 files):architecture.md,ci-docker.md,dagster.md,dbt.md.claude/agents/(5 custom agents):dagster-reverse-cursed-technique,dbt-six-eyes,go-black-flash,infra-domain-expansion,security-prison-realm.claude/agent-memory/for persistent agent contextconfig/cfg.example.py,config/cfg.example.yaml)docsgit submodule pointing toost-docsSecurity
.gitleaks.tomlfor automated secret scanning in CISECURITY.mdwith vulnerability reporting instructionsBreaking Changes
src/pipeline/) fully removed — all assets, jobs, schedules, and resources replacedsrc/services/go/github/,src/services/go/gitlab/) replaced byscraper/andfetcher/poetry.lockremoved, useuv syncinsteadnpx prisma db pushand re-seedinglid.176.ftz) no longer bundled — must be provided viaFASTTEXT_MODEL_PATHconfig/cfg.example.*) removed — use.env.exampleandPipelineConfigresourceCo-Authored-By: spidecode-bot 263227865+spicode-bot@users.noreply.github.com
🤖 Generated with Claude Code