{"id":29798228,"url":"https://github.com/slaveoftime/brainloop","last_synced_at":"2025-07-28T07:13:28.965Z","repository":{"id":304457427,"uuid":"1017863142","full_name":"slaveOftime/Brainloop","owner":"slaveOftime","description":"Brainloop is using LLM from multiple providers to enhance human brain with external memory looped into your internal ones","archived":false,"fork":false,"pushed_at":"2025-07-20T09:46:16.000Z","size":17525,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-20T11:30:25.358Z","etag":null,"topics":["agent","ai","assistant","chatbot","dotnet","llm","mcp-client","ollama","openai","rag"],"latest_commit_sha":null,"homepage":"","language":"F#","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/slaveOftime.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":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-07-11T08:07:32.000Z","updated_at":"2025-07-20T09:46:20.000Z","dependencies_parsed_at":"2025-07-20T11:33:26.287Z","dependency_job_id":null,"html_url":"https://github.com/slaveOftime/Brainloop","commit_stats":null,"previous_names":["slaveoftime/brainloop"],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/slaveOftime/Brainloop","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slaveOftime%2FBrainloop","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slaveOftime%2FBrainloop/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slaveOftime%2FBrainloop/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slaveOftime%2FBrainloop/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/slaveOftime","download_url":"https://codeload.github.com/slaveOftime/Brainloop/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slaveOftime%2FBrainloop/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267476985,"owners_count":24093635,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-07-28T02:00:09.689Z","response_time":68,"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":["agent","ai","assistant","chatbot","dotnet","llm","mcp-client","ollama","openai","rag"],"created_at":"2025-07-28T07:13:28.411Z","updated_at":"2025-07-28T07:13:28.946Z","avatar_url":"https://github.com/slaveOftime.png","language":"F#","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Brainloop 🧠⇄💻\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT)\n[![Version](https://img.shields.io/badge/Version-0.1.0-brightgreen)](https://github.com/slaveoftime/brainloop/releases)\n\n\u003e Create intelligent loops that combine LLM reasoning with actionable tools to amplify your brain.\n\nSimple but powerful patterns to get things done with LLMs:\n\n1. Support LLM **models** from OpenAI, Ollama, Google, MistralAI, HuggingFace.\n2. Integrate **tools** from build in functions, OpenApi or MCP.\n3. Define any **agents**: prompt + models + tools\n4. Create loops to invoke agent to do something\n\n![brainloop screenshot](./Docs/brainloop-0.1.0%20screenshot1.png)\n\nThere are the [video links for the demo](./Docs/brainloop-0.1.0%20demo.gif)\n\n## How to Use\n\n- download binaries to run directly on Windows/Mac/Linux from [releases](https://github.com/slaveOftime/Brainloop/releases)\n    \n    Unzip it and find file **Brainloop** to run it.\n\n    Below is the default configuration (appsettings.Production.json) which is using SqlLite for data and memory vector embedding, but you can open it and modify it accordingly:\n    ```json\n    {\n        \"HTTP_PORTS\": 11435,\n        \"AppOptions\": {\n            \"DataDbProvider\": \"SqlLite\",\n            \"DataDbConnectionString\": \"Data Source=brainloop.db\",\n            \"VectorDbProvider\": \"SqlLite\",\n            \"VectorDbConnectionString\": \"Data Source=brainloop.db\",\n            \"VectorCollectionName\": \"memory\"\n        }\n    }\n    ```\n    \n    \u003e For Qdrant, the \"VectorDbConnectionString\" can be \"Endpoint=http://xxx;Key=xxx\" or just \"http://xxx\" if it has no api key required\n\n    After it run, you just access the url with the port in you in the config file like \"http://localhost:11435\" with your browser.\n\n- docker host, from the root dir run: \n\n    ```bash\n    docker compose build\n    docker compose up -d\n    ```\n\n## 🧩 Ecosystem Integration\n\n| Component | Supported Providers |\n|-----------------|--------------------------------------|\n| **Storage** | MsSqlServer, PostgreSQL, SqlLite |\n| **Vector DBs** | MsSqlServer, PostgreSQL, SqlLite, Qdrant |\n| **LLMs** | OpenAI, Ollama, Google, MistralAI, HuggingFace |\n| **MCP** | SSE, STDIO |\n\n\n## ⚒️ Build in functions\n- Get current time \n- Render html string in iframe \n- Send http request \n- Search memory by natural language \n- Read uploaded document as text \n- Execute command \n- Create a task for a specific agent \n- Create a task scheduler for a specific agent\n\n\n## Local dev requirements\n\n- [dotnet 9 SDK](https://dotnet.microsoft.com/en-us/download/dotnet/9.0)\n- VSCode (+ extension: Ionide for F#) or VS2022 above\n\nYou can run (posgres for data + qdrant for vector): \n\n```bash\ndotnet run --project ./Brainloop.DevHost/Brainloop.DevHost.csproj\n```\n\nOr you can run directly (sqlite for data and vector) if you do not want to use docker:\n\n```bash\ndotnet run --project ./Brainloop/Brainloop.fsproj\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fslaveoftime%2Fbrainloop","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fslaveoftime%2Fbrainloop","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fslaveoftime%2Fbrainloop/lists"}