{"id":28925737,"url":"https://github.com/attogram/small-models","last_synced_at":"2026-02-02T23:02:14.552Z","repository":{"id":298536821,"uuid":"1000317262","full_name":"attogram/small-models","owner":"attogram","description":"Comparison of small open source LLMs (8b parameters or 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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":["ai-model-comparison","attogram-project","llm-compare","llm-comparison","llm-evaluation"],"created_at":"2025-06-22T11:10:16.587Z","updated_at":"2026-02-02T23:02:14.546Z","avatar_url":"https://github.com/attogram.png","language":null,"readme":"# Small Models\n\nComparison of small open source LLMs (8b parameters or less)\n\n[General](#General) | [Tool Usage](#Tool-Usage) | [Chat Room](#Chat-Room) | [Logic](#Logic) | [Vision](#Vision) | [Vision OCR](#Vision-OCR) | [Code Generation](#Code-Generation) | [More](#More-AI-from-the-Attogram-Project)\n\nAll testing done with [Ollama](https://github.com/ollama/ollama)\n\n|       | Key                              |\n|:-----:|:---------------------------------|\n|   ✅   | Pass                             |\n|  ☑️   | Partial Pass                     |\n|   ❌   | Fail                             |\n|  🕒   | Timeout                          |\n| 😵‍💫 | Hallucinations                   |\n|  🚫   | Rejected prompt / unsafe content |\n|  💔   | Malformed Response / Tool call   |\n\n## General\n\nTested with [attogram/ollama-multirun][ollama-multirun]\n\n| Small Model                       |   [Hovercraft][hovercraft]   | [Pirate][pirate]                                                                                                                       |   [Who][who]   |\n|:----------------------------------|:----------------------------:|----------------------------------------------------------------------------------------------------------------------------------------|:--------------:|\n| bakllava:7b                       |              ❌               |                                                                                                                                        |       ✅        |\n| codellama:7b                      |              ✅               | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/codellama_7b.html)       |       ✅        |\n| cogito:3b                         |                              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/cogito_3b.html)          |       ✅        |\n| cogito:bb                         |                              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/cogito_8b.html)          |       ✅        |\n| deepcoder:1.5b                    |              ✅               | [☑️](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/deepcoder_1_5b.html)    |       ✅        |\n| deepseek-r1:1.5b                  |              ✅               | [☑️](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/deepseek_r1_1_5b.html)  |       ✅        |\n| deepseek-r1:8b                    |              ☑️              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/deepseek_r1_8b.html)     |       ✅        |\n| dolphin-mistral:7b                |              ☑️              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/dolphin_mistral_7b.html) |       ✅        |\n| dolphin3:8b                       |              ✅               | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/dolphin3_8b.html)        |       ✅        |\n| gemma3:1b                         |              ☑️              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/gemma3_1b.html)          |       ✅        |\n| gemma3:4b                         |              ☑️              |                                                                                                                                        |       ✅        |\n| gemma:2b                          |              ☑️              |                                                                                                                                        |       ✅        |\n| granite3.2-vision:2b              |              ✅               |                                                                                                                                        |       ✅        |\n| granite3.3:2b                     |              ☑️              |                                                                                                                                        |       ✅        |\n| huihui_ai/baronllm-abliterated:8b |              ☑️              |                                                                                                                                        |       ✅        |\n| llama3-groq-tool-use:8b           |              ☑️              |                                                                                                                                        |       ✅        |\n| llama3.2:1b                       |              ✅               |                                                                                                                                        |       ☑️       |\n| llava-llama3:8b                   |              ☑️              |                                                                                                                                        |       ✅        |\n| llava-phi3:3.8b                   |              ✅               |                                                                                                                                        |       ✅        |\n| llava:7b                          |              ✅               |                                                                                                                                        |       ✅        |\n| minicpm-v:8b                      |              ❌               |                                                                                                                                        |       ✅        |\n| mistral:7b                        |              ☑️              |                                                                                                                                        |       ✅        |\n| qwen2.5-coder:7b                  |              ✅               |                                                                                                                                        |       ✅        |\n| qwen2.5vl:3b                      |              ✅               |                                                                                                                                        |       ✅        |\n| qwen2.5vl:7b                      |              ☑️              |                                                                                                                                        |       ✅        |\n| qwen3:1.7b                        |              ✅               | [🕒](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/qwen3_1_7b.html)        |       ✅        |\n| qwen3:4b                          |              ✅               | [🕒](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/qwen3_4b.html)          |       ✅        |\n| qwen3:8b                          |              ☑️              | [✅](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/qwen3_8b.html)           |       ✅        |\n| smollm2:135m                      |              ✅               |                                                                                                                                        |       ✅        |\n| smollm2:360m                      |              ☑️              |                                                                                                                                        |       ✅        |\n| smollm2:1.7b                      |              ✅               |                                                                                                                                        |       ✅        |\n| stable-code:3b                    |              ☑️              | [☑️](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/stable_code_3b.html)    |       ✅        |\n| starcoder:7b                      |              ❌               | [❌](https://attogram.github.io/ai_test_zone/from_now_on_you_must_talk_like_a_pirate_arg__tell_20250710-195750/starcoder_7b.html)       |       ❌        |\n| **Small Model**                   | **[Hovercraft][hovercraft]** | **[Pirate][pirate]**                                                                                                                   | **[Who][who]** |\n\n[hovercraft]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/general/hovercraft.txt\u003e \"Hovercraft Test\"\n[pirate]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/general/pirate.jokes.txt\u003e \"Pirate jokes Test\"\n[who]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/general/who.are.you.txt\u003e \"Who are you Test\"\n\n```\ndeepseek-r1:7b\nllama3.1:8b\nllama3.3:3b\nllama3:8b\nphi:2.7b\nphi3:3.8b\ntinyllama:1.1b\nqwen3:0.6b\nqwen3:4b\n```\n\n[^top](#Small-Models)\n\n## Tool Usage\n\nTested with [attogram/ollama-bash-toolshed][ollama-bash-toolshed]\n\n| Passing       | [Math][math] | [Ollama][ollama] | [Time][time] | [Web][web] |\n|:--------------|:------------:|:----------------:|:------------:|:----------:|\n| cogito:3b     |      ✅       |        ✅         |      ✅       |     ✅      |\n| cogito:8b     |      ✅       |        ✅         |      ✅       |     ✅      |\n| granite3.3:2b |      ✅       |        ✅         |      ✅       |     ✅      |\n| hermes3:8b    |      ✅       |        ✅         |      ✅       |     ✅      |\n| llama3.2:1b   |      ✅       |        ✅         |      ✅       |     ✅      |\n| llama3.2:3b   |      ✅       |        ✅         |      ✅       |     ✅      |\n| qwen3:1.7b    |      ✅       |        ✅         |      ✅       |     ✅      |\n| qwen3:4b      |      ✅       |        ✅         |      ✅       |     ✅      |\n| qwen3:8b      |      ✅       |        ✅         |      ✅       |     ✅      |\n\n| Failing                 | [Math][math] | [Ollama][ollama] | [Time][time] | [Web][web] |\n|:------------------------|:------------:|:----------------:|:------------:|:----------:|\n| command-r7b:7b          |      ❌       |        ❌         |      ❌       |     ❌      |\n| granite3.2-vision:2b    |      ❌       |        ❌         |      ❌       |     ❌      |\n| granite3.3:8b           |      💔      |        💔        |      💔      |     💔     |\n| llama3-groq-tool-use:8b |      ✅       |        ✅         |      ❌       |     ✅      |\n| mistral:7b              |      💔      |        💔        |      💔      |     💔     |\n| nemotron-mini:4b        |      ✅       |        ❌         |      ✅       |     ☑️     |\n| qwen2.5-coder:7b        |      💔      |        💔        |      💔      |     💔     |\n| qwen3:0.6b              |      ✅       |        ☑️        |      ❌       |     ✅      |\n| smollm2:1.7b            |      💔      |        💔        |      ✅       |   😵‍💫    |\n\n[math]: \u003chttps://github.com/attogram/ollama-bash-toolshed/blob/main/test-prompts/math.txt\u003e \"Math Tool Test\"\n[ollama]: \u003chttps://github.com/attogram/ollama-bash-toolshed/blob/main/test-prompts/ollama.txt\u003e \"Ollama Tool Test\"\n[time]: \u003chttps://github.com/attogram/ollama-bash-toolshed/blob/main/test-prompts/time.txt\u003e \"Datetime Tool Test\"\n[web]: \u003chttps://github.com/attogram/ollama-bash-toolshed/blob/main/test-prompts/web.txt\u003e \"Web Tool Test\"\n\n```\naya-expanse:8b\ncommand-r7b-arabic:7b\ngranite3-dense:2b\ngranite3-dense:8b\ngranite3-moe:1b\ngranite3-moe:3b\ngranite3.1-dense:2b\ngranite3.1-dense:8b\ngranite3.1-moe:1b\ngranite3.1-moe:3b\ngranite3.2:2b\ngranite3.2:8b\nhermes3:3b\nllama3.1:8b\nmixtral:8x7b\nphi4-mini:3.8b\nqwen2.5-coder:0.5b\nqwen2.5-coder:1.5b\nqwen2.5-coder:3b\nqwen2.5:0.5b\nqwen2.5:1.5b\nqwen2.5:3b\nqwen2.5:7b\nqwen2:0.5b\nqwen2:1.5b\nqwen2:7b\n\nHituzip/gemma3-tools:4b\nPetrosStav/gemma3-tools:4b\nhhao/qwen2.5-coder-tools:0.5b\nhhao/qwen2.5-coder-tools:1.5b\nhhao/qwen2.5-coder-tools:3b\nhhao/qwen2.5-coder-tools:7b\nishumilin/deepseek-r1-coder-tools-tuned:1.5b\nishumilin/deepseek-r1-coder-tools-tuned:7b\nishumilin/deepseek-r1-coder-tools-tuned:8b\nishumilin/deepseek-r1-coder-tools:1.5b\nishumilin/deepseek-r1-coder-tools:7b\nishumilin/deepseek-r1-coder-tools:8b\nmaryasov/qwen2.5-coder-cline:7b\norieg/gemma3-tools:1b\norieg/gemma3-tools:4b\ntom_himanen/deepseek-r1-roo-cline-tools:1.5b\ntom_himanen/deepseek-r1-roo-cline-tools:7b\ntom_himanen/deepseek-r1-roo-cline-tools:8b\n```\n[^top](#Small-Models)\n\n## Chat Room\n\nTested with [attogram/llm-council][llm-council]\n\n| Small Model                       | [Peace][peace]     | [Quit][quit]     | [Topic][topic]     |\n|:----------------------------------|--------------------|------------------|--------------------|\n| bakllava:7b                       |                    | ❌                |                    |\n| codellama:7b                      |                    | ✅                |                    |\n| deepcoder:1.5b                    |                    | ❌                |                    |\n| deepseek-r1:1.5b                  |                    | ✅                | ❌                  |\n| deepseek-r1:8b                    |                    | ✅                |                    |\n| dolphin-mistral:7b                |                    | ✅                |                    |\n| dolphin3:8b                       | ✅                  | ✅                |                    |\n| gemma3:1b                         |                    | ✅                |                    |\n| gemma3:4b                         | ✅                  | ✅                | ✅                  |\n| gemma:2b                          |                    | ✅                |                    |\n| granite3.2-vision:2b              |                    | ❌                |                    |\n| granite3.3:2b                     | ✅                  | ✅                | ❌                  |\n| huihui_ai/baronllm-abliterated:8b |                    | ✅                |                    |\n| llama3-groq-tool-use:8b           |                    | ✅                |                    |\n| llama3.2:1b                       |                    | ❌                |                    |\n| llava-llama3:8b                   |                    | ✅                |                    |\n| llava-phi3:3.8b                   |                    | ✅                |                    |\n| llava:7b                          |                    | ✅                |                    |\n| minicpm-v:8b                      | ✅                  | ✅                |                    |\n| mistral:7b                        | ✅                  | ✅                |                    |\n| qwen2.5-coder:7b                  |                    | ✅                |                    |\n| qwen2.5vl:3b                      |                    | ✅                |                    |\n| qwen2.5vl:7b                      |                    | ✅                |                    |\n| qwen3:1.7b                        |                    | ✅                |                    |\n| qwen3:8b                          | ✅                  | ✅                |                    |\n| smollm2:135m                      |                    | ❌                |                    |\n| smollm2:360m                      |                    | ❌                |                    |\n| smollm2:1.7b                      |                    | ❌                |                    |\n| stable-code:3b                    |                    | ❌                |                    |\n| starcoder:7b                      |                    | ❌                |                    |\n| **Small Model**                   | **[Peace][peace]** | **[Quit][quit]** | **[Topic][topic]** |\n\n[quit]: \u003chttps://github.com/attogram/llm-council/blob/main/test-prompts/test.quit.txt\u003e \"Quit Test\"\n[peace]: \u003chttps://github.com/attogram/llm-council/blob/main/test-prompts/world.peace.txt\u003e \"World Peace Test\"\n[topic]: \u003chttps://github.com/attogram/llm-council/blob/main/test-prompts/test.topic.txt\u003e \"Topic Test\"\n\n[^top](#Small-Models)\n\n## Logic\n\nTested with [attogram/ollama-multirun][ollama-multirun]\n\n| Small Model                       |   [Socrates][socrates]   |   [Strawberry][strawberry]   |\n|:----------------------------------|:------------------------:|:----------------------------:|\n| bakllava:7b                       |            ✅             |              ❌               |\n| ~~codellama:7b~~                  |            ❌             |              ❌               |\n| **deepcoder:1.5b**                |            ✅             |              ✅               |\n| **deepseek-r1:1.5b**              |            ✅             |              ✅               |\n| deepseek-r1:8b                    |            ✅             |              🕒              |\n| dolphin-mistral:7b                |            ✅             |              ❌               |\n| dolphin3:8b                       |            ✅             |              ❌               |\n| **gemma3:1b**                     |            ✅             |              ✅               |\n| **gemma3:4b**                     |            ✅             |              ✅               |\n| **gemma:2b**                      |            ✅             |              ✅               |\n| **granite3.2-vision:2b**          |            ✅             |              ✅               |\n| **granite3.3:2b**                 |            ✅             |              ✅               |\n| huihui_ai/baronllm-abliterated:8b |            ✅             |              ❌               |\n| **llama3-groq-tool-use:8b**       |            ✅             |              ✅               |\n| ~~llama3.2:1b~~                   |            ❌             |              ❌               |\n| llava-llama3:8b                   |            ✅             |              ❌               |\n| llava-phi3:3.8b                   |            ✅             |              ❌               |\n| llava:7b                          |            ✅             |              ❌               |\n| minicpm-v:8b                      |            ✅             |              ❌               |\n| mistral:7b                        |            ✅             |              ❌               |\n| qwen2.5-coder:7b                  |            ✅             |              ❌               |\n| **qwen2.5vl:3b**                  |            ✅             |              ✅               |\n| qwen2.5vl:7b                      |            ✅             |              ❌               |\n| **qwen3:1.7b**                    |            ✅             |              ✅               |\n| **qwen3:8b**                      |            ✅             |              ✅               |\n| smollm2:135m                      |            ☑️            |              ❌               |\n| smollm2:360m                      |            ✅             |              ❌               |\n| smollm2:1.7b                      |            ✅             |              ❌               |\n| ~~stable-code:3b~~                |            ❌             |              ❌               |\n| ~~starcoder:7b~~                  |            ❌             |              ❌               |\n| **Small Model**                   | **[Socrates][socrates]** | **[Strawberry][strawberry]** |\n\n[socrates]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/logic/socrates.txt\u003e \"Socrates Test\"\n[strawberry]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/logic/strawberry.txt\u003e \"Strawberry Test\"\n\n[^top](#Small-Models)\n\n## Vision\n\nTested with [attogram/ollama-multirun][ollama-multirun]\n\n| Passing              | [Describe][describe] | [Keywords][keywords] | [Faces][faces] |\n|:---------------------|:--------------------:|:--------------------:|:--------------:|\n| bakllava:7b          |          ✅           |          ❌           |       ❌        |\n| granite3.2-vision:2b |          ✅           |          ✅           |       ❌        |\n| minicpm-v:8b         |          ✅           |          ✅           |       ☑️       |\n| qwen2.5vl:3b         |          ✅           |          ✅           |       ❌        |\n| **qwen2.5vl:7b**     |          ✅           |          ✅           |       ✅        |\n| **gemma3:4b**        |          ✅           |          ✅           |       ✅        |\n| **llava:7b**         |          ✅           |          ✅           |       ✅        |\n| llava-llama3:8b      |          ✅           |          ☑️          |       ☑️       |\n| llava-phi3:3.8b      |          ✅           |          ☑️          |       ☑️       |\n| moondream:1.8b       |          ✅           |          ❌           |       ❌        |\n\n[describe]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/vision/vision.describe.txt\u003e \"Vision Describe Test\"\n[keywords]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/vision/vision.keywords.txt\u003e \"Vision Keywords Test\"\n[faces]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/vision/vision.faces.txt\u003e \"Vision Faces Test\"\n\n[^top](#Small-Models)\n\n## Vision OCR\n\nTested with [attogram/ollama-multirun][ollama-multirun]\n\n| Passing              | [OCR][ocr] |\n|:---------------------|:----------:|\n| granite3.2-vision:2b |     ☑️     |\n| minicpm-v:8b         |     ☑️     |\n| **qwen2.5vl:3b**     |     ✅      |\n| **qwen2.5vl:7b**     |     ✅      |\n\n| Failing              | [OCR][ocr] |\n|:---------------------|:----------:|\n| ~~bakllava:7b~~      |     ❌      |\n| gemma3:4b            |     🕒     |\n| ~~llava:7b~~         |     ❌      |\n| ~~llava-llama3:8b~~  |     ❌      |\n| ~~llava-phi3:3.8b~~  |     ❌      |\n| ~~moondream:1.8b~~   |     ❌      |\n\n[ocr]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/vision/vision.ocr.txt\u003e \"Vision OCR Test\"\n\n[^top](#Small-Models)\n\n## Code Generation\n\n| Small Model                           |   [bash-1][bash-1]   |   [js-1][js-1]   |   [php-1][php-1]   |   [python-1][python-1]   |\n|:--------------------------------------|:--------------------:|:----------------:|:------------------:|:------------------------:|\n| bakllava:7b                           |          ❌           |                  |         ☑️         |                          |\n| **codellama:7b**                      |         ✅ ️          |                  |         ✅          |                          |\n| deepcoder:1.5b                        |          ❌           |                  |         ✅          |                          |\n| deepseek-r1:1.5b                      |          ❌           |                  |         ✅          |                          |\n| deepseek-r1:8b                        |          🕒          |                  |         🕒         |                          |\n| **dolphin-mistral:7b**                |          ✅           |                  |         ✅          |                          |\n| **dolphin3:8b**                       |          ✅           |                  |         ✅          |                          |\n| gemma3:1b                             |          ☑️          |                  |         ☑️         |                          |\n| gemma3:4b                             |          ☑️          |                  |         ✅          |                          |\n| gemma:2b                              |          ✅           |                  |         ❌          |                          |\n| **granite3.2-vision:2b**              |          ✅           |                  |         ✅          |                          |\n| granite3.3:2b                         |          ☑️          |                  |         ✅          |                          |\n| **huihui_ai/baronllm-abliterated:8b** |          ✅           |                  |         ✅          |                          |\n| **llama3-groq-tool-use:8b**           |          ✅           |                  |         ✅          |                          |\n| llama3.2:1b                           |          ☑️          |                  |         ☑️         |                          |\n| llava-llama3:8b                       |          ☑️          |                  |         ✅          |                          |\n| **llava-phi3:3.8b**                   |          ✅           |                  |         ✅          |                          |\n| **llava:7b**                          |          ✅           |                  |         ✅          |                          |\n| minicpm-v:8b                          |          ❌           |                  |         ✅          |                          |\n| mistral:7b                            |          ☑️          |                  |         ✅          |                          |\n| **qwen2.5-coder:7b**                  |          ✅           |                  |         ✅          |                          |\n| qwen2.5vl:3b                          |          ☑️          |                  |         ✅          |                          |\n| **qwen2.5vl:7b**                      |          ✅           |                  |         ✅          |                          |\n| **qwen3:1.7b**                        |          ✅           |                  |         ✅          |                          |\n| **qwen3:8b**                          |          ✅           |                  |         ✅          |                          |\n| ~~smollm2:135m~~                      |          ❌           |                  |         ❌          |                          |\n| smollm2:360m                          |          ☑️          |                  |         ☑️         |                          |\n| smollm2:1.7b                          |          ✅           |                  |         ☑️         |                          |\n| stable-code:3b                        |          ☑️          |                  |         ✅          |                          |\n| starcoder:7b                          |          ☑️          |                  |         ❌          |                          |\n| **Small Model**                       | **[bash-1][bash-1]** | **[js-1][js-1]** | **[php-1][php-1]** | **[python-1][python-1]** |\n\n[bash-1]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/code/bash.array.to.html.txt\u003e \"Bash Array to HTML Test\"\n[js-1]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/code/javascript.array.to.html.txt\u003e \"Javascript Array to HTML Test\"\n[php-1]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/code/php.array.to.html.txt\u003e \"PHP Array to HTML Test\"\n[python-1]: \u003chttps://github.com/attogram/ollama-multirun/blob/main/test-prompts/code/python.array.to.html.txt\u003e \"Python Array to HTML Test\"\n\n[^top](#Small-Models)\n\n## More from the Attogram Project\n\n| Project                                                     | About                                                                                                                                                                                           |\n|-------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [**Attogram Project\u003cbr /\u003eDiscord Channel**][discord-invite] | Join the **Attogram Project Discord Channel** for:\u003cbr /\u003e- Announcements\u003cbr /\u003e- Technical Support\u003cbr /\u003e- General Chat about Attogram Projects                                                    |\n| [**Ollama Multirun**][ollama-multirun]                      | Run a prompt against all, or some, of your models running on Ollama.\u003cbr /\u003e- Creates web pages with the output, performance statistics and model info.\u003cbr /\u003e- All in a single Bash shell script. |\n| [**Ollama Bash Lib**][ollama-bash-lib]                      | A Bash Library to interact with Ollama                                                                                                                                                          | \n| [**Ollama Bash Toolshed**][ollama-bash-toolshed]            | Chat with tool calling models.\u003cbr /\u003e- Sample tools included.\u003cbr /\u003e- Add new tools to your shed with ease.\u003cbr /\u003e- Runs on Ollama.\u003cbr /\u003e- All via Bash shell scripts.                             |\n| [**LLM Council**][llm-council]                              | Start a chat room between all, or some, of your models running on Ollama.\u003cbr /\u003e- All in a single Bash shell script.                                                                             |\n| [**Small Models**][small-models]                            | Comparison of small open source LLMs\u003cbr /\u003e- 8b parameters or less                                                                                                                               |\n| [**AI Test Zone**][ai_test_zone]                            | AI Testing reports\u003cbr /\u003e- hosted on https://attogram.github.io/ai_test_zone/                                                                                                                    |\n\n[discord-invite]: \u003chttps://discord.gg/BGQJCbYVBa\u003e \"Attogram Project Discord Channel\"\n[ollama-multirun]: \u003chttps://github.com/attogram/ollama-multirun\u003e \"Ollama Multirun\"\n[ollama-bash-toolshed]: \u003chttps://github.com/attogram/ollama-bash-toolshed\u003e \"Ollama Bash Toolshed\"\n[llm-council]: \u003chttps://github.com/attogram/llm-council\u003e \"LLM Council\"\n[ollama-bash-lib]: \u003chttps://github.com/attogram/ollama-bash-lib\u003e \"Ollama Bash Lib\"\n[small-models]: \u003chttps://github.com/attogram/small-models\u003e \"Small Models\"\n[ai_test_zone]: \u003chttps://github.com/attogram/ai_test_zone\u003e \"AI Test Zone\"\n\n[^top](#Small-Models)\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fattogram%2Fsmall-models","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fattogram%2Fsmall-models","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fattogram%2Fsmall-models/lists"}