# harness A coding agent harness in Go. Point it at a repository, tell it to make the failing test pass, and measure how often it actually does. The code is the byproduct. The deliverable is [METRICS.md](METRICS.md). [PLAN.md](PLAN.md) is the build plan this follows. ## Quick start ```bash export ANTHROPIC_API_KEY=sk-ant-... go build -o harness ./cmd/harness ./harness -C /path/to/a/throwaway/clone # full-screen TUI ./harness -C /path/to/repo -p "why does TestFoo fail?" # one prompt ``` A different endpoint — a gateway, a proxy, a local server speaking the Messages API: ```bash ./harness -base-url http://127.0.0.1:4000 -api-key ... -C . # or ANTHROPIC_BASE_URL / ANTHROPIC_API_KEY / ANTHROPIC_AUTH_TOKEN ``` Flags override the environment. `-auth-token` sends `Authorization: Bearer`, which is what OAuth tokens and most gateways want; `-api-key` sends `x-api-key`. A non-default endpoint announces itself on stderr, because your prompt and every file the agent reads go wherever that URL points. Useful flags: `-model`, `-effort low|medium|high|xhigh|max`, `-max-turns`, `-resume latest`, `-no-stream`, `-no-cache`, `-v`, `-yolo`, `-no-tui`, `-no-skills`. ## The TUI On a terminal, the interactive mode is a full-screen [Bubble Tea](https://github.com/charmbracelet/bubbletea) app. It opens on a welcome block naming the model, the endpoint and the root, and settles into a transcript above a prompt: ``` ⏺ Let me see what the test expects before changing anything. ⏺ ReadFile(path=internal/agent/loop_test.go) ⎿ 1: package agent … ⏺ EditFile(path=internal/agent/compact.go) 4 additions, 1 removal @@ -50,7 +50,9 @@ + if window == 0 { ✢ Noodling… (14s · turn 3 · ↓ 1.3k tokens · esc to interrupt) ● high · /effort ╭──────────────────────────────────────────────────────────────────────────────╮ │ › _ │ ╰──────────────────────────────────────────────────────────────────────────────╯ joni ✳ Opus 5 ◐ 62.2k (6%) ↑ 4.2k ⟳ 58.0k ↓ 1.3k $0.0835 ⏵ approvals on (shift+tab to cycle) · /help for commands ``` Every event hangs off a dot in the left gutter, and everything belonging to it is indented under that dot, so a screen of tool output still reads as a sequence of things that happened. Diffs are shown in full and in colour with a count of what changed; other output is elided after six lines. The status bar reports the context gauge — the last turn's input size against the window, which drops when the conversation is compacted — and separates fresh input tokens from cache reads, because the gap between the two is what [METRICS.md](METRICS.md) is about. The prompt box grows with what you type, up to six lines. | Key | Does | | --- | --- | | `enter` | send | | `ctrl+j` | newline without sending | | `shift+tab` | cycle the approval mode | | `ctrl+r` | expand elided tool output | | `pgup`/`pgdn` | scroll the transcript | | `esc` | interrupt the turn | | `ctrl+c` | interrupt the turn; again when idle to exit | Commands: `/allowed`, `/clear`, `/help`, `/exit`, `/skills`. `shift+tab` cycles between asking before every mutating call and accepting them all, which is `-yolo` reached from the keyboard. The mode line says which is in force at all times, and the switch is recorded in the transcript, because a mode that silently lets the agent write to disk is not one to keep in a corner. Approvals appear inline as a bordered prompt, answered by number or by the key in brackets — `y`, `n`, `a` for this exact command, `t` for the whole tool. The agent goroutine blocks until you answer, which is the point: the tool has not run yet. Interrupting while that prompt is open denies the call and cancels the turn rather than leaving the agent waiting on a channel nobody will read. The TUI is skipped automatically when stdin or stdout is not a terminal, and by `-p` and `-no-tui`, which use the line-based renderer instead. Both front ends consume the same `agent.Event` stream, so neither can show something the other cannot. ### Driving it without an API key `internal/tui/testdata/mockapi` is a fake Messages API that streams a canned reply and asks to run a shell command, which is enough to exercise streaming, tool rendering, approve, deny and interrupt for nothing: ```bash go run ./internal/tui/testdata/mockapi & mkdir -p /tmp/demo && git -C /tmp/demo init -q go build -o harness ./cmd/harness ./harness -C /tmp/demo -base-url http://127.0.0.1:8899 -api-key mock ``` Type anything, and the approval prompt appears. `-slow 150ms` stretches the stream out if you want to watch the spinner or test `ctrl+c` mid-turn. It sits under `testdata` so `./...` ignores it. ## Tools | Tool | Approval | Notes | | --- | --- | --- | | `read_file` | automatic | Numbered lines, `offset`/`limit` for paging | | `glob` | automatic | Newest first; `*.go` matches at any depth | | `grep` | automatic | ripgrep when present, pure Go otherwise, identical output either way | | `edit_file` | prompts | Requires a prior read; refuses ambiguous matches; returns a diff | | `write_file` | prompts | Whole files only; separate from `edit_file` so the metrics stay honest | | `bash` | prompts | Own process group, killed whole on timeout; output capped head and tail | ## Skills A skill is a directory of instructions the agent pulls in when it is relevant: ``` ~/.agents/skills/commit-helper/SKILL.md every repo ./.agents/skills/commit-helper/SKILL.md this one, checked in ``` ```markdown --- name: commit-helper description: Use when writing commit messages for this repo --- Read the last twenty commits for tone before writing anything. Conventions are in references/conventions.md. ``` The directory name is the skill's name, and a `name:` that disagrees with it is a load error. Only the description reaches the model until the skill is invoked, so it is what decides whether the skill fires at all; the body can be as long as you like. Two ways in, one way to load. The agent calls the `skill` tool when a description matches what it is doing; you can force one with `/commit-helper fix the flaky test`, which the model answers by making the same call. `/skills` lists what was found, project shadowing personal on a name collision. Skill directories are readable by `read_file`, `glob` and `grep` even though they sit outside the working root, so a skill can ship reference files and point at them. They are not writable by anything: `edit_file`, `write_file` and `bash` keep the working root as their only root. A skill is input, not a work product. Relative paths still anchor to the working root, so a skill pointing at its own files is read with the directory the `skill` tool prints joined on. If the model forgets, the "no such file" it gets back names the skill directories, which is usually enough to recover on the next turn. A shadowed skill's directory is not readable — only the skills actually in play widen anything. Discovery happens at startup. The name-and-description listing goes in the cached prompt prefix, so re-reading the directory each turn would cost a cache miss on every turn for a file that never changes. Restart to pick up a new skill. `-no-skills` turns the whole thing off; the eval runner never discovers skills at all, so METRICS.md is unaffected by what is in your home directory. ## Evals ```bash ./evals/selftest.sh # no API calls: checks the tasks measure something go run ./evals -n 3 # the real thing ``` Ten tasks, a fresh temp directory per run, full transcripts under `evals/runs//`. See [METRICS.md](METRICS.md). ## Safety Three layers, in increasing order of how much they actually protect you. **Path jail.** Every path a tool is given is resolved with `filepath.EvalSymlinks` and refused if it lands outside the working root, including through a symlink that points out of the tree. Cheap, and it catches a lot. **Approval prompts.** Read-only tools run unattended. `bash`, `edit_file` and `write_file` ask, with "yes / no / always this exact one / always this tool" and session memory. `/allowed` lists what you have agreed to. Shell commands are parsed with `mvdan.cc/sh/syntax` so the prompt can tell you what a command will actually run — `git status; rm -rf ~` is shown as running both `git` and `rm`. **This is not a security boundary**, and the harness does not pretend otherwise: a command containing `$(...)`, backticks, or an interpreter with `-c` cannot be analysed at all, so it is marked opaque and "always allow this exact command" is refused for it. String-matching allowlists for shell commands do not work; this exists to make the prompt specific, not to make the decision for you. **A sandbox.** This is the layer that actually contains a mistake, and the harness cannot provide it for you. The honest recipe on Linux: ```bash podman run --rm -it \ -v "$PWD":/work:Z -w /work \ -e ANTHROPIC_API_KEY \ docker.io/library/golang:1.26 \ /work/harness -C /work -yolo ``` **Decide about egress explicitly.** The container above has network access, because the harness needs to reach the API — which means the agent's `bash` has it too. That is the line between "broke my repo" and "read my `.env` and made an HTTP request". If that matters for the tree you are pointing it at: - Treat every secret reachable from inside the container as exposed. - Use a token scoped to nothing else, and a clone rather than your working tree. - For real isolation, run the harness on the host and put only `bash` in a network-less namespace. That is not implemented here. `-yolo` skips every prompt. It is correct inside a container or against a throwaway clone, and wrong everywhere else. The eval runner sets it, because it is headless and operates on a temp directory it created. ## Layout ``` cmd/harness flag parsing, wiring, REPL internal/llm Messages API: types, HTTP, SSE, pricing internal/agent turn loop, conversation state, compaction, sessions internal/tools the tool registry and the tools internal/skills discovery and parsing of SKILL.md internal/approval allow / deny / ask, with shell analysis internal/metrics JSONL event log internal/ui line-based terminal rendering internal/tui full-screen Bubble Tea front end evals task suite and runner ``` Two rules hold the shape: `agent` never imports `ui` or `tui`, so the eval runner can drive the loop headless; and every tool returns `(string, error)` where the error is text the model reads, not an exception the harness swallows. A failed edit is a normal event in the transcript. The TUI obeys the first rule through two one-way hatches. Events reach it via `agent.Observe`, forwarded into the Bubble Tea loop with `Program.Send`, which is safe from the agent's goroutine. Approvals go out the same way and then block the agent on a reply channel until a key arrives. That channel is buffered and the wait honours the turn's context, so neither side can strand the other.