{"id":50454097,"url":"https://github.com/mizcausevic-dev/evidence-ranking-engine","last_synced_at":"2026-06-01T01:05:38.767Z","repository":{"id":358387794,"uuid":"1240013559","full_name":"mizcausevic-dev/evidence-ranking-engine","owner":"mizcausevic-dev","description":"Python FastAPI engine for ranking evidence packets by trust, freshness, citations, and contradiction pressure.","archived":false,"fork":false,"pushed_at":"2026-05-17T05:12:55.000Z","size":1446,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-17T07:27:07.364Z","etag":null,"topics":["analytics","backend","citations","decision-intelligence","evidence-ranking","fastapi","governance","portfolio","python","trust-scoring"],"latest_commit_sha":null,"homepage":"https://kineticgain.com/","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mizcausevic-dev.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-15T17:17:45.000Z","updated_at":"2026-05-17T05:12:56.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/mizcausevic-dev/evidence-ranking-engine","commit_stats":null,"previous_names":["mizcausevic-dev/evidence-ranking-engine"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/mizcausevic-dev/evidence-ranking-engine","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fevidence-ranking-engine","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fevidence-ranking-engine/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fevidence-ranking-engine/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fevidence-ranking-engine/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mizcausevic-dev","download_url":"https://codeload.github.com/mizcausevic-dev/evidence-ranking-engine/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fevidence-ranking-engine/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33755379,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-31T02:00:06.040Z","response_time":95,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["analytics","backend","citations","decision-intelligence","evidence-ranking","fastapi","governance","portfolio","python","trust-scoring"],"created_at":"2026-06-01T01:05:38.697Z","updated_at":"2026-06-01T01:05:38.758Z","avatar_url":"https://github.com/mizcausevic-dev.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Evidence Ranking Engine\r\n\r\nPython and FastAPI engine for ranking evidence packets by trust, freshness, citation density, and contradiction pressure before recommendations become executive-facing advice.\r\n\r\n## Why it matters\r\n\r\nDecision systems usually fail by over-trusting stale or weakly cited evidence. This repo turns evidence quality into an operator-visible surface: which packets are safe to lead with, which ones are aging, and which ones are under contradiction pressure before a recommendation chain hardens around them.\r\n\r\n## Screenshots\r\n\r\n![Overview](./screenshots/01-overview.png)\r\n![Evidence Board](./screenshots/02-evidence-board.png)\r\n![Conflicts](./screenshots/03-conflicts.png)\r\n![API Summary](./screenshots/04-api-summary.png)\r\n\r\n## What it does\r\n\r\n- ranks evidence packets across trust score, citation depth, freshness, and contradiction count\r\n- exposes conflict lanes that need review before a decision memo inherits them\r\n- shows owner stewardship lanes for evidence quality upkeep\r\n- provides a prompt-fit API to re-rank evidence against a fresh operating question\r\n\r\n## Local run\r\n\r\n```powershell\r\ncd evidence-ranking-engine\r\npy -3.11 -m venv .venv\r\n.\\.venv\\Scripts\\python.exe -m pip install -r requirements.txt\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\nIf `5026` is already taken:\r\n\r\n```powershell\r\n$env:PORT = \"5031\"\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\nThen open:\r\n\r\n- `http://127.0.0.1:5026/`\r\n- `http://127.0.0.1:5026/evidence-board`\r\n- `http://127.0.0.1:5026/conflicts`\r\n- `http://127.0.0.1:5026/owners`\r\n- `http://127.0.0.1:5026/docs`\r\n\r\n## Validation\r\n\r\n```powershell\r\n.\\.venv\\Scripts\\python.exe -m unittest discover -s tests\r\n.\\.venv\\Scripts\\python.exe scripts\\run_demo.py\r\n.\\.venv\\Scripts\\python.exe scripts\\smoke_check.py\r\n.\\.venv\\Scripts\\python.exe scripts\\render_readme_assets.py\r\n```\r\n\r\n## API routes\r\n\r\n- `GET /api/dashboard/summary`\r\n- `GET /api/evidence`\r\n- `GET /api/evidence/{evidence_id}`\r\n- `GET /api/conflicts`\r\n- `GET /api/owners`\r\n- `GET /api/sample`\r\n- `POST /api/analyze/rank`\r\n\r\n## Repo layout\r\n\r\n- `app/main.py` FastAPI routes and API surface\r\n- `app/services/evidence_ranking_service.py` ranking, conflict scoring, and owner lane logic\r\n- `app/render.py` HTML control surfaces and static proof generation\r\n- `app/data/sample_evidence_data.py` seeded evidence packets and dashboard data\r\n- `docs/architecture.md` system structure and ranking model\r\n- `docs/ORIGIN.md` why the product exists\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fevidence-ranking-engine","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmizcausevic-dev%2Fevidence-ranking-engine","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fevidence-ranking-engine/lists"}