{"id":47879863,"url":"https://github.com/bit8bytes/beago","last_synced_at":"2026-04-04T01:42:26.315Z","repository":{"id":280207974,"uuid":"941281358","full_name":"bit8bytes/beago","owner":"bit8bytes","description":"Get feedback on your code before it hits review.","archived":false,"fork":false,"pushed_at":"2026-03-14T18:00:48.000Z","size":11371,"stargazers_count":9,"open_issues_count":10,"forks_count":5,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-03-15T00:50:18.700Z","etag":null,"topics":["golang","llms","ollama"],"latest_commit_sha":null,"homepage":"","language":"Go","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bit8bytes.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":"MAINTAINERS.md","copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-03-01T23:03:27.000Z","updated_at":"2026-03-14T18:00:51.000Z","dependencies_parsed_at":null,"dependency_job_id":"081f1f43-45b4-4de8-8620-8a5648d99a15","html_url":"https://github.com/bit8bytes/beago","commit_stats":null,"previous_names":["bit8bytes/gogantic","bit8bytes/beago"],"tags_count":8,"template":false,"template_full_name":null,"purl":"pkg:github/bit8bytes/beago","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bit8bytes%2Fbeago","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bit8bytes%2Fbeago/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bit8bytes%2Fbeago/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bit8bytes%2Fbeago/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bit8bytes","download_url":"https://codeload.github.com/bit8bytes/beago/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bit8bytes%2Fbeago/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31384845,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-04T01:22:39.193Z","status":"ssl_error","status_checked_at":"2026-04-04T01:22:33.970Z","response_time":107,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 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":["golang","llms","ollama"],"created_at":"2026-04-04T01:42:25.454Z","updated_at":"2026-04-04T01:42:26.307Z","avatar_url":"https://github.com/bit8bytes.png","language":"Go","funding_links":[],"categories":[],"sub_categories":[],"readme":"# beago: A Go framework for building LLM-powered applications.\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) ![Test](https://github.com/bit8bytes/beago/actions/workflows/tests.yml/badge.svg) ![Sec Scan](https://github.com/bit8bytes/beago/actions/workflows/sec_scan.yml/badge.svg)\n\nbeago provides composable building blocks for LLM-powered Go applications — pipes for structured output, agents for tool-using reasoning loops, and stores for conversation history. The core library has no external dependencies.\n\n## Core Concepts\n\n- **Pipes** — simple `Input → LLM → Output` pipelines with typed, structured responses\n- **Agents** — ReAct (Reasoning + Acting) loops that interleave LLM reasoning with tool execution\n- **Stores** — tamper-evident message history with a SHA-256 hash chain, keeping LLMs stateful across turns\n- **Tools** — implement the `Tool` interface to give agents new capabilities\n\n## Quick Start\n\n```go\n// Pipe: send messages and get structured output\npipe := pipes.New(messages, model, parser)\nresult, _ := pipe.Invoke(ctx)\n```\nSee [Pipe](/examples/pipes/json/main.go) for full working `pipe` example.\n\n```go\n// Agent: reason and act with tools\nagent, _ := agents.NewReAct(ctx, model, tools, storage)\nagent.Task(ctx, \"Use the helloWorld tool with name Beago\")\nres, _ := runner.New(agent).Run(ctx)\n```\n\nSee [Agent](/examples/agents/hello/main.go) for full working `agent` example.\n\n## Contributions\n\nContributions of any kind are welcome! See [Get Involved](/docs/GET-INVOLVED.md) to get started.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbit8bytes%2Fbeago","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbit8bytes%2Fbeago","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbit8bytes%2Fbeago/lists"}