Timeline
- (Context) Needed a simple global terminal command to run an Ollama model with direct, directory-scoped tool access.
- (Action) Reviewed the Ollama agent CLI codebase and selected a Python CLI “agent runner” approach (wrapper around local Ollama chat calls plus a tool execution loop).
- (Action) Scaffolded a new
oaCLI package (pyproject.toml, core CLI modules,.ollama-agent.yaml,README.md) with a predetermined toolset and workspace sandboxing. - (Observation)
pip install -e .initially failed due to an invalid TOML header inpyproject.toml; corrected[build-system]and reinstalled successfully. - (Action) Verified
oa --helpand wrote project config viaoa init --force. - (Observation)
pipxwas not available on PATH; installedpipxand ranpipx install .to makeoaglobally available. - (Observation) Non-interactive smoke testing via bash redirection to
NULfailed (Windows device name mismatch); interactive testing remains the intended path. - (Open Thread) Validate tool-calling behavior across target Ollama models; add a JSON “tool request” fallback mode for models without
tool_calls.
Context
- Needed a minimal “initialize from anywhere” workflow to run an Ollama model with direct access to a chosen directory and a fixed toolset.
- Working in the Ollama agent CLI project on Windows; no git repo context to rely on for commit-time timestamps.
Actions
- Read Ollama agent CLI files and converged on a Python-based wrapper as the most robust way to actually execute tools.
- Implemented
oaCLI commands (oa,oa chat,oa init) with config resolution (global + per-project) and a workspace-root sandbox. - Implemented tool schemas and executors: directory listing, glob, grep, read/write file, patch apply, and cwd-pinned shell command execution.
- Fixed packaging issue in
pyproject.tomland verified install viapython -m pip install -e .. - Installed
pipx, ensured PATH, and installed the CLI globally viapipx install ..
Observations
- Packaging failed fast on invalid TOML; once corrected, editable install worked and
oa --helpconfirmed the Typer CLI wiring. pipxwas missing initially, but installation + PATH setup resolved it;oa.exeis now available globally.- Tool-loop and sandboxing are in place, but real-world validation depends on Ollama model support for function/tool calling.
Open Threads
- Confirm Ollama model tool-call compatibility for the specific models you plan to use; implement a JSON-emitting fallback (Modelfile-style) when needed.
- Make
apply_patchmore robust (better diff parsing, clearer failure messages, and basic tests). - Add an optional non-interactive mode (
oa run --prompt ...) and transcript logging for repeatable sessions. - Expand shell safety policy (configurable allowlist/denylist; optional confirmation gates).
Boundary Reminder: Seeds. No maintenance. No roadmap.