{"id":33896819,"url":"https://github.com/unoplat/unoplat-code-confluence","last_synced_at":"2026-04-12T13:58:08.313Z","repository":{"id":231362764,"uuid":"781581079","full_name":"unoplat/unoplat-code-confluence","owner":"unoplat","description":"Always keep your codebases ready for Agents. Improve any coding workflow by atleast 2x by maintaing a live, pluggable context layer per repo that creates and maintains Agents.md","archived":false,"fork":false,"pushed_at":"2026-03-08T07:45:53.000Z","size":86236,"stargazers_count":78,"open_issues_count":124,"forks_count":7,"subscribers_count":2,"default_branch":"dev","last_synced_at":"2026-03-08T09:57:47.842Z","etag":null,"topics":["agent-skills","agentic-ai","agentic-planning","agents-md","code","code-parsing","code-understanding","context","dependency-track","gen-ai","hallucination-mitigation","llm","python","typescript","workflow"],"latest_commit_sha":null,"homepage":"https://docs.unoplat.io/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/unoplat.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","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":"AGENTS.md","dco":null,"cla":null}},"created_at":"2024-04-03T16:48:17.000Z","updated_at":"2026-03-08T07:09:03.000Z","dependencies_parsed_at":"2024-04-15T11:48:52.336Z","dependency_job_id":"c9997838-4089-45f8-8248-2fcca5e92f24","html_url":"https://github.com/unoplat/unoplat-code-confluence","commit_stats":null,"previous_names":["unoplat/unoplat-codebase-understanding","unoplat/unoplat-code-confluence"],"tags_count":451,"template":false,"template_full_name":null,"purl":"pkg:github/unoplat/unoplat-code-confluence","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/unoplat%2Funoplat-code-confluence","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/unoplat%2Funoplat-code-confluence/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/unoplat%2Funoplat-code-confluence/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/unoplat%2Funoplat-code-confluence/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/unoplat","download_url":"https://codeload.github.com/unoplat/unoplat-code-confluence/tar.gz/refs/heads/dev","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/unoplat%2Funoplat-code-confluence/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30463558,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-13T06:34:02.089Z","status":"ssl_error","status_checked_at":"2026-03-13T06:33:49.182Z","response_time":60,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["agent-skills","agentic-ai","agentic-planning","agents-md","code","code-parsing","code-understanding","context","dependency-track","gen-ai","hallucination-mitigation","llm","python","typescript","workflow"],"created_at":"2025-12-11T18:29:45.803Z","updated_at":"2026-04-12T13:58:08.291Z","avatar_url":"https://github.com/unoplat.png","language":"Python","readme":"\u003ca name=\"top\"\u003e\u003c/a\u003e\n\n\u003c!-- PROJECT LOGO --\u003e\n\u003cbr /\u003e\n\u003cdiv align=\"center\"\u003e\n  \u003c!-- If you have a logo, uncomment and use this\n  \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence\"\u003e\n    \u003cimg src=\"images/logo.png\" alt=\"Logo\" width=\"80\" height=\"80\"\u003e\n  \u003c/a\u003e\n  --\u003e\n\n  \u003ch1 align=\"center\"\u003e\u003ca href=\"https://www.unoplat.io\"\u003eUnoplat-CodeConfluence\u003c/a\u003e\u003c/h1\u003e\n  \u003ch3 align=\"center\"\u003eThe Universal Code Context Engine\u003c/h3\u003e\n\n  \u003cp align=\"center\"\u003e\n    Always keep your agents ready with all the context required per repository.\n    \u003cbr /\u003e\n    \u003ca href=\"https://docs.unoplat.io\"\u003e\u003cstrong\u003eExplore the docs »\u003c/strong\u003e\u003c/a\u003e\n    \u003cbr /\u003e\n    \u003cbr /\u003e\n    \u003ca href=\"https://docs.unoplat.io/docs/quickstart/how-to-run\"\u003eQuick Start\u003c/a\u003e\n    ·\n    \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence/issues\"\u003eReport Bug\u003c/a\u003e\n    ·\n    \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence/issues\"\u003eRequest Feature\u003c/a\u003e\n  \u003c/p\u003e\n  \n  \u003c!-- PROJECT SHIELDS --\u003e\n  \u003cp align=\"center\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/Status-ALPHA-orange\" alt=\"Status\" /\u003e\n    \u003cimg src=\"https://img.shields.io/badge/License-AGPL%203.0-blue\" alt=\"License\" /\u003e\n    \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence/stargazers\"\u003e\n      \u003cimg src=\"https://img.shields.io/github/stars/unoplat/unoplat-code-confluence?style=social\" alt=\"Star on GitHub\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.youtube.com/watch?v=l6gFjoj4QJE\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Watch%20demo-YouTube?logo=youtube\" alt=\"Watch the demo\" /\u003e\n    \u003c/a\u003e\n  \u003c/p\u003e\n\n  \u003c!-- SOCIAL SHIELDS --\u003e\n  \u003cp align=\"center\"\u003e\n    \u003ca href=\"https://discord.gg/qe2nbQMnWB\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Discord-Join_Us-7289DA?style=flat\u0026logo=discord\u0026logoColor=white\" alt=\"Discord\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://x.com/unoplatio\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Twitter-Follow_Us-1DA1F2?style=flat\u0026logo=twitter\u0026logoColor=white\" alt=\"Twitter\" /\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.linkedin.com/company/unoplat/\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/LinkedIn-Connect-0077B5?style=flat\u0026logo=linkedin\u0026logoColor=white\" alt=\"LinkedIn\" /\u003e\n    \u003c/a\u003e\n  \u003c/p\u003e\n\u003c/div\u003e\n\n\u003c!-- TABLE OF CONTENTS --\u003e\n\u003cdetails\u003e\n  \u003csummary\u003eTable of Contents\u003c/summary\u003e\n  \u003col\u003e\n    \u003cli\u003e\u003ca href=\"#demo-agentsmd-first-context\"\u003eDemo\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#%EF%B8%8F-the-problem\"\u003eThe Problem\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-the-solution\"\u003eThe Solution\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-core-principles\"\u003eCore Principles\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-getting-started\"\u003eGetting Started\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-project-status\"\u003eProject Status\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#maintainers\"\u003eMaintainers\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-product-feedback--alpha-disclaimer\"\u003eProduct Feedback\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\u003c/li\u003e\n  \u003c/ol\u003e\n\u003c/details\u003e\n\n\u003c!-- DEMO SECTION --\u003e\n\u003ca id=\"demo-agentsmd-first-context\"\u003e\u003c/a\u003e\n## 🎥 Demo: Agents.md-first Context\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://www.youtube.com/watch?v=l6gFjoj4QJE\" target=\"_blank\"\u003e\n    \u003cimg src=\"https://img.youtube.com/vi/l6gFjoj4QJE/maxresdefault.jpg\" alt=\"Agents.md demo video\" width=\"900\"\u003e\n  \u003c/a\u003e\n  \u003cbr /\u003e\n  \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence/stargazers\"\u003e\u003cb\u003eLike this? Star the repo\u003c/b\u003e ⭐\u003c/a\u003e\n  ·\n  \u003ca href=\"https://www.youtube.com/watch?v=l6gFjoj4QJE\"\u003eWatch on YouTube\u003c/a\u003e\n  ·\n  \u003ca href=\"https://github.com/JayGhiya/full-stack-fastapi-template/pull/1\"\u003eSample PR\u003c/a\u003e\n\u003c/p\u003e\n\n**What's in the demo:** automatic `AGENTS.md` generation per repo and an org index that gives any coding agent a precise source of truth. See a [sample PR](https://github.com/JayGhiya/onyx/pull/1) created by the tool.\n\n\u003c!-- THE PROBLEM SECTION --\u003e\n## ⚠️ The Problem\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"images/problem-statement.png\" alt=\"Greenfield vs Brownfield Project comparison showing AI agent challenges\" width=\"800\"\u003e\n\u003c/p\u003e\n\nAI coding agents excel at **greenfield projects** (new codebases built from scratch) but struggle with **brownfield codebases** (mature, production systems with existing code).\n\n**Why?** They burn most of their context window on exploration—searching files, tracing flows, connecting dots—leaving little capacity for actual implementation. By the time they're ready to code, they've hit the \"dumb zone\" where performance degrades sharply. And since they lack long-term memory, this cycle repeats with every conversation.\n\n**Multi-repo complexity** makes it worse. When code is split across connected repositories, the agent exhausts its context just mapping dependencies between codebases—often before writing a single line.\n\n**Internal dependencies** present another failure mode. The agent has no onboarding to proprietary systems, so it hallucinates usage patterns. Worse, when internal documentation has drifted from actual implementation, the agent trusts those \"lies\" and produces code that doesn't work.\n\nThe end result: **slop code** requiring heavy rework.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- SOLUTION SECTION --\u003e\n## 🎯 The Solution\n\nUnoplat Code Confluence is the **context engine** for application development, organizing precise, up-to-date knowledge of your data models, entry points, endpoints, and more—so coding agents can deliver and maintain features **2–3x faster** with higher quality.\n\n### AGENTS.md-first Context\n\nAuto-generates machine-readable `AGENTS.md` files per repo to give coding agents a **precise source of truth**:\n\n- **Engineering Workflow** — Canonical install/build/dev/test/lint/type_check commands plus key config files and their responsibilities\n- **Business Logic** — Core application logic, domain entities, and database entities\n- **Entry Points \u0026 Interfaces** — Main entry points, API endpoints, and external interfaces\n- **External Dependencies** — Roles and responsibilities of external libraries\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- CORE PRINCIPLES SECTION --\u003e\n## 🌟 Core Principles\n\n### 1. **Precision First**\n- **[Extensible Language Support](https://github.com/unoplat/unoplat-code-confluence/tree/main/unoplat-code-confluence-ingestion/code-confluence-flow-bridge/src/code_confluence_flow_bridge/parser/queries)**: Modular Tree-sitter based grammar extraction delivers consistent, accurate code context across all programming languages\n- **[Extensible Framework-Aware Parsing](https://docs.unoplat.io/docs/contribution/custom-framework-schema)**: Specialized grammar engines recognize framework and library-specific patterns based on project dependencies\n\n### 2. **Context Engineering**\n- All important metadata about application—dependencies, inbound/outbound interfaces, domain models, and data store models—are identified and their relationships preserved\n\n### 3. **Enterprise-Grade Scalability, Reliability and Auditability**\n- Scalable, auditable and reliable processing powered by workflow orchestrator\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- GETTING STARTED SECTION --\u003e\n## 🚀 Getting Started\n\nReady to enhance your development workflow?\n\nCheck out our [Quick Start Guide](https://docs.unoplat.io/docs/quickstart/how-to-run).\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n## 📊 Project Status\n\n\u003cdiv align=\"center\"\u003e\n\n  ![Status](https://img.shields.io/badge/Status-ALPHA→BETA-orange?style=for-the-badge)\n  ![Progress](https://img.shields.io/badge/Beta_Progress-Shipping_Fast_🚀-blue?style=for-the-badge)\n```\n  ALPHA ████████████████░░░░ BETA\n```\n\n  \u003ch3\u003e🚀 Sprinting Toward Beta\u003c/h3\u003e\n  \u003cp\u003e\n    Unoplat Code Confluence currently supports \u003cb\u003ePython\u003c/b\u003e and \u003cb\u003eTypeScript\u003c/b\u003e codebases.\u003cbr/\u003e\n    We're heads-down closing the remaining blockers to reach \u003cb\u003eBeta\u003c/b\u003e.\n  \u003c/p\u003e\n\n  \u003cp\u003e\n    👉 \u003ca href=\"https://github.com/unoplat/unoplat-code-confluence/issues?q=is%3Aissue%20state%3Aopen%20label%3Aurgent\"\u003e\u003cb\u003eTrack our Beta blockers →\u003c/b\u003e\u003c/a\u003e\u003cbr/\u003e\n    \u003csub\u003eEvery open \u003ccode\u003eurgent\u003c/code\u003e issue is actively being worked on. We're shipping fixes daily.\u003c/sub\u003e\n  \u003c/p\u003e\n\n\u003c/div\u003e\n\nFor detailed roadmap, language support status, and planned features, see our **[Product Roadmap](https://docs.unoplat.io/docs/introduction/roadmap)**.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- MAINTAINERS SECTION --\u003e\n## Maintainers\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\n      \u003ca href=\"https://github.com/JayGhiya\"\u003e\n        \u003cstrong\u003eJay Ghiya\u003c/strong\u003e\n        \u003cbr\u003e\n        Contact: jayghiya@unoplat.io\n      \u003c/a\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\u003cp\u003eBook a call with me - \u003ca href=\"https://cal.com/jay-ghiya/15min\"\u003eCal Link\u003c/a\u003e\u003c/p\u003e\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- PRODUCT FEEDBACK SECTION --\u003e\n## 💬 Product Feedback \u0026 Alpha Disclaimer\n\nUnoplat Code Confluence is in alpha. We’re building for our own daily use first, prioritizing stability and bug fixes. We’re collecting feedback now and will act on it once the core is solid. Early adopters welcome. Expect rapid changes and rough edges.\n\n- **Discord**: Join our [community channel](https://discord.gg/qe2nbQMnWB)\n- **GitHub Issues**: [Create an issue](https://github.com/unoplat/unoplat-code-confluence/issues) for bug reports or feature requests\n- **GitHub Discussions**: [Start a discussion](https://github.com/unoplat/unoplat-code-confluence/discussions) for broader conversations\n\nYour feedback is invaluable as we work toward production readiness and helps us prioritize our roadmap to better serve the developer community.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- LICENSE SECTION --\u003e\n## License\n\nUnoplat-CodeConfluence is licensed under the [GNU Affero General Public License v3.0 (AGPL-3.0) + COMMONS CLAUSE](LICENSE).\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Funoplat%2Funoplat-code-confluence","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Funoplat%2Funoplat-code-confluence","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Funoplat%2Funoplat-code-confluence/lists"}