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Ollama adapter for Paperclip.","maintainers":[{"name":"allmightysauron","email":"joao.santos.simoes@gmail.com"}],"readme":"# paperclip-ollama-adapter\n\nA [Paperclip](https://github.com/paperclipai/paperclip) adapter that connects agents to a local Ollama server.\n\n## Installation\n\nInstall via Paperclip's **Adapter Plugin Manager** (Settings > Adapters > External):\n\n```\npaperclip-ollama-adapter\n```\n\nOr add to `~/.paperclip/adapter-plugins.json` once this package is published or linked:\n\n```json\n[{ \"package\": \"paperclip-ollama-adapter\" }]\n```\n\n## Development\n\n```bash\nnpm install\nnpm run check\nnpm test\nnpm run build\n```\n\nThe public package entrypoint exports the adapter as both a named and default export:\n\n```ts\nimport { ollamaAdapter } from \"paperclip-ollama-adapter\";\n```\n\nThe server-only module is available at:\n\n```ts\nimport { ollamaAdapter } from \"paperclip-ollama-adapter/server\";\n```\n\n## Agent Configuration\n\nWhen creating or editing an agent, select **Local Ollama** as the adapter type and fill in:\n\n| Field | Required | Description |\n|---|---|---|\n| `model` | Yes | Model ID from Paperclip's built-in model selector. Free-form Ollama names may be entered if the UI allows custom model values. |\n| `baseUrl` | No | API endpoint root. Defaults to `OLLAMA_BASE_URL` when set, otherwise `http://127.0.0.1:11434`. |\n| `timeoutSec` | No | Paperclip's built-in run timeout control. |\n| `ollamaTimeoutSec` | No | HTTP timeout for each Ollama `/api/chat` call, including skill classification and generation. Defaults to 60 seconds; increase this for long non-streaming generations. |\n| `logging` | No | Enables detailed logs for prompt rendering, Ollama `/api/chat` request bodies, raw replies, parsed results, and errors. Defaults to `false`; logs may include sensitive prompt/context data. |\n| `streaming` | No | Requests streamed Ollama responses, forwards content chunks to run logs, and aggregates chunks locally. Defaults to `true`; disable this for Ollama-compatible endpoints with broken streaming support. |\n| `enableCommandExecution` | No | Enables trusted local command execution through Ollama tool calls. Defaults to `false`. |\n| `commandCwd` | No | Absolute working directory for model-requested commands. Defaults to `context.paperclipWorkspace.cwd` from the Paperclip project workspace when available, otherwise the adapter process directory. |\n| `commandTimeoutSec` | No | Maximum seconds each model-requested command may run (default: 120). |\n| `maxToolCalls` | No | Maximum number of command tool calls allowed in one run (default: 8). |\n| `think` | No | Adapter-specific thinking control. Use `Off` to send `think=false` to Ollama. When set, this overrides Paperclip's built-in `thinkingEffort` value. |\n| `thinkingEffort` | No | Paperclip's built-in thinking effort control. Still supported as a fallback, but the adapter's own `Thinking` field is preferred because it exposes `Off`. |\n| `skillSelectionMode` | No | Controls how Paperclip-managed skills are expanded into full prompt instructions. `deterministic` uses local name/description matching. `llm` asks Ollama to classify relevant skills first and falls back to deterministic matching if classification fails. Defaults to `deterministic`. |\n| `instructions` | No | System prompt: the agent's role, persona, and rules |\n| `promptTemplate` | No | Template used to turn Paperclip wake context into the Ollama prompt |\n\nNote: The model dropdown on the UI comes from the adapter's `listModels()` hook. The adapter tries to populate it from `GET /api/tags` using the last successful **Test environment** result first, then `OLLAMA_BASE_URL` when set, otherwise `http://127.0.0.1:11434`. If discovery fails, Paperclip still receives a small fallback list so the configuration screen can load.\n\nPaperclip's current adapter hook does not pass the agent's `baseUrl` field into `listModels()`, so the adapter stores the most recent successful `/api/tags` result in process memory when **Test environment** runs. This is process-local and last-writer-wins; restart the Paperclip process or rerun **Test environment** after changing Ollama servers.\n\nExample:\n\n```json\n{\n  \"adapterType\": \"ollama_local\",\n  \"adapterConfig\": {\n    \"model\": \"llama3.2\",\n    \"baseUrl\": \"http://127.0.0.1:11434\",\n    \"timeoutSec\": 120,\n    \"logging\": false,\n    \"enableCommandExecution\": false,\n    \"instructions\": \"You are a pragmatic Paperclip agent.\"\n  }\n}\n```\n\nPrompt template example:\n\n```json\n{\n  \"promptTemplate\": \"You are {{agent.name}} working for company {{company.id}}.\\n\\nRun ID: {{run.id}}\\n\\nWake context:\\n{{contextJson}}\\n\\nReview the context, identify the next useful action, and respond with a concise execution plan.\"\n}\n```\n\nSupported template variables include `{{agent.id}}`, `{{agent.name}}`, `{{company.id}}`, `{{run.id}}`, `{{contextJson}}`, and dotted paths into the wake context such as `{{context.issue.title}}`.\n\n## Skills\n\nThe adapter implements Paperclip-managed skill sync through `listSkills` and `syncSkills`. Skills selected in the Paperclip UI are read from Paperclip's runtime skill entries and injected into the Ollama prompt under `Available skills`.\n\nOllama does not have a native local skill directory, so this adapter uses ephemeral prompt injection instead of writing skill files into the project workspace. With `skillSelectionMode: \"deterministic\"`, required skills are expanded using local name/description matching. With `skillSelectionMode: \"llm\"`, the adapter asks the configured Ollama model to classify the wake context against selected skill names and descriptions before the main request; if classification fails, it falls back to deterministic matching. Explicitly selected skills are always included in full.\n\n## Command Execution\n\nWhen `enableCommandExecution` is enabled, the adapter exposes a trusted local `run_command` tool to Ollama. The model can request commands in direct executable-plus-args form:\n\n```json\n{\n  \"command\": \"npm\",\n  \"args\": [\"test\"],\n  \"cwd\": \"/absolute/path/to/project\"\n}\n```\n\nCommands are run with Paperclip's child process helper, so stdout and stderr stream into the run logs. Direct executable-plus-args form is preferred. For trusted local agents, the adapter also detects shell-only syntax such as `&&`, pipes, redirects, command substitution, and full command strings with spaces, then runs that command through `sh -lc`.\n\nFor example, this model-emitted command:\n\n```json\n{\n  \"command\": \"find /paperclip -name \\\"hiring_plan.md\\\" 2>/dev/null\"\n}\n```\n\nis normalized to:\n\n```json\n{\n  \"command\": \"sh\",\n  \"args\": [\"-lc\", \"find /paperclip -name \\\"hiring_plan.md\\\" 2>/dev/null\"]\n}\n```\n\nCommand execution requires a model that supports native Ollama tool calling and returns `message.tool_calls` from `/api/chat`. Models that emit tool calls only as plain text, XML-like `<function_calls>` blocks, or markdown snippets will not trigger command execution.\n\nKnown working model families for tool execution include:\n\n- Gemma family models. `gemma4` is known to work.\n- Qwen family models. `qwen-3.5` and `qwen3.6` are known to work.\n- DeepSeek reasoning family models. `deepseek-r1` is known to work.\n\nSome models in the broader DeepSeek family may imitate tool calls in plain text instead of returning native Ollama `message.tool_calls`; those models will not execute commands through this adapter.\n\nThis is a trusted local agent capability. Enable it only when the Ollama model is allowed to run scripts and modify files on the Paperclip host.\n\n## Session Persistence\n\nThe adapter persists only lightweight continuity metadata in `sessionParams`:\n\n```json\n{\n  \"sessionId\": \"ollama:llama3.2:2026-04-21T18:00:00.000Z\",\n  \"model\": \"llama3.2\",\n  \"createdAt\": \"2026-04-21T18:00:00.000Z\",\n  \"updatedAt\": \"2026-04-21T18:05:00.000Z\",\n  \"metadata\": {\n    \"endpoint\": \"http://127.0.0.1:11434/api/chat\",\n    \"lastCreatedAt\": \"2026-04-21T18:05:00Z\",\n    \"doneReason\": \"stop\"\n  }\n}\n```\n\nRun telemetry such as token counts, durations, and generation speed stays in the run result, not in `sessionParams`. On successful runs with Ollama timing data, stdout includes a line like:\n\n```text\n[ollama] generation_speed 128 output tokens in 4.20s = 30.48 tokens/s\n```\n\nThe same values are also included in `resultJson.generation` as `outputTokens`, `evalDurationMs`, and `tokensPerSecond`. Model output history is not persisted unless conversation memory is added later as an explicit bounded feature.\n\n## Major TODOs\n\n- Fill in CLI event formatting once execution emits stable structured events.\n- Add richer structured CLI event formatting.\n\n## License\n\nApache 2.0\n","readmeFilename":"README.md"}