Agent Pi

Generic, domain-agnostic Pi CLI runner. Receives a task from the agent pipeline, spawns the pi CLI (from @earendil-works/pi-coding-agent) with configurable tools and instructions, and returns a structured JSON result.

New agents are created by swapping instructions (agent AGENTS.md guardrails) and ALLOWED_TOOLS — no Go code changes needed.

How It Works

1. Agent pipeline ([[task/controller]] → Kafka → [[task/executor]]) spawns a K8s Job with the agent-pi image.
2. The Job receives TASK_CONTENT, TASK_ID, BRANCH, ALLOWED_TOOLS, MODEL, PHASE, etc. via env vars.
3. main.go assembles the prompt via lib/pi (embedded workflow.md + output-format.md + task content).
4. Runs pi --print --mode json with the allowed tools and selected model — adding --no-session unless the agent is a service agent, whose sessions must persist (see below).
5. Parses the JSON result and publishes to Kafka via lib/delivery.KafkaResultDeliverer (when TASK_ID set), or falls back to NoopResultDeliverer for local runs.

Service Agents

A Config with spec.type: service is a long-running identity rather than a task runner: the executor stamps AGENT_TYPE=service, and the binary then stays alive instead of running one task and exiting. It serves three endpoints on LISTEN (default :9090):

Endpoint	Method	Purpose
/readiness	GET	200 when the provider is reachable, 503 when it is not (or unparseable); skipped, and said to be skipped, when PROVIDER_BASE_URL is unset
/metrics	GET	Prometheus registry
/prompt	POST	Runs one prompt through the Pi runner and returns its answer as plain text

/prompt is what makes the shape addressable, and it is the seam a chat transport would use. Its body is the prompt and its response is the runner's result; the handler itself persists nothing. Session continuity belongs to the runner, via PiRunnerConfig.PersistSession, which is on for a service agent and off for a task-routed one — a task-routed agent's runs are unrelated tasks sharing one volume, so resuming one task's conversation inside another would be a defect rather than a feature.

Choosing a session

X-Session-Id is an optional request header on /prompt naming the conversation the prompt belongs to. A request that omits it is served from the default session, exactly as it was before the header existed, so an existing caller needs no change. A request that sends it is served from its own conversation, created on first use.

The accepted format is [A-Za-z0-9_][A-Za-z0-9_-]{0,63} — one to 64 characters, the first of which is not -. Anything else, including a present-but-empty value, is answered 400 before the agent process is invoked. The format is a security boundary rather than a style preference: the id reaches the pi CLI as a command-line argument, where a leading - would be read as a flag.

Requests on different session ids run at the same time. Requests on one session id are serialized — one turn at a time — because a session's transcript is a single store on the mounted volume, and two interleaved runs there would corrupt the continuity the session exists to keep.

A session id is an address, not a credential: the header does not isolate a caller from anyone else who can reach the endpoint, because the endpoint is unauthenticated. The service cannot list, rename, or delete sessions.

The endpoint is unauthenticated and reachable only from inside the namespace (there is no Ingress). The request body is bounded at 1 MiB, and the prompt content is never logged — only its length and a short digest. The session id does appear, and only in the per-turn turn start id=<id> / turn end id=<id> pair logged at V(2), which is what makes per-session serialization visible from outside the process.

Two conversations on one pod

Four calls: give each session a different word, then ask each one back. They do not see each other.

curl -s -X POST -H 'X-Session-Id: session-a' --data 'Remember this word: pelican. Reply with just: OK' http://localhost:9090/prompt
curl -s -X POST -H 'X-Session-Id: session-b' --data 'Remember this word: walrus. Reply with just: OK' http://localhost:9090/prompt
curl -s -X POST -H 'X-Session-Id: session-a' --data 'What word did I give you? Reply with just that word.' http://localhost:9090/prompt
curl -s -X POST -H 'X-Session-Id: session-b' --data 'What word did I give you? Reply with just that word.' http://localhost:9090/prompt

The four answers come back OK, OK, pelican, walrus — session-a never sees walrus, and session-b never sees pelican. Drop the -s to see each response with its status code.

Swap localhost:9090 for whatever reaches the pod: in-cluster that is http://pi-service-0:9090, and from a workstation a kubectl port-forward pod/pi-service-0 9090:9090 makes it localhost:9090 as written.

Env Vars

Var	Required	Default	Purpose
TASK_CONTENT	yes	—	Raw task markdown
BRANCH	yes	—	dev/prod — used as Kafka topic prefix
TASK_ID	no	—	Required when publishing results via Kafka
MODEL	no	MiniMax-M2.7-highspeed	Model name passed to pi --model
ALLOWED_TOOLS	no	—	Comma-separated pi tool allowlist (e.g. Read,Grep,Bash)
AGENT_DIR	no	agent	Directory containing AGENTS.md guardrails (used as pi cwd)
PROVIDER_API_KEY	no	—	MiniMax API key, threaded into the pi subprocess as MINIMAX_API_KEY
ENV_CONTEXT	no	—	Comma-separated KEY=VAL pairs injected into the prompt
PHASE	no	execution	Agent phase: planning | execution | ai_review
KAFKA_BROKERS	no	—	Required when TASK_ID is set
SENTRY_DSN	no	—	Error reporting
PUSHGATEWAY_URL	no	http://pushgateway:9090	Prometheus PushGateway URL
TASK_TYPE	no	unknown	Task type label for metric grouping

Pi's own config (auth state, sessions) lives in $HOME/.pi. The K8s manifest mounts a PVC at /home/pi/.pi; locally pi resolves it from your home dir. There is no CLAUDE_CONFIG_DIR equivalent — pi does not have OAuth, it uses MINIMAX_API_KEY.

Creating a New Agent

To add a domain-specific agent that reuses this binary:

1. Create a task file in the OpenClaw vault with assignee: pi-agent (or a new assignee routed to this image via a Config CRD).
2. Mount a PVC or Secret containing the domain-specific AGENTS.md guardrails and any API credentials.
3. Set ALLOWED_TOOLS on the Config CRD to the minimum tools the agent needs.
4. Set ENV_CONTEXT to inject domain context (e.g. API URLs) into the prompt without modifying the binary.

Config CRD env pattern

The Config CRD's spec.env map becomes pod env vars, which main.go consumes via struct tags. Example from k8s/agent-pi.yaml:

spec:
  env:
    ALLOWED_TOOLS: Read,Bash,Grep,Glob,Write,Edit
    MODEL: MiniMax-M2.7-highspeed

Tune ALLOWED_TOOLS per task shape (minimum viable set):

Task shape	Minimum tools
Web research	WebSearch,WebFetch,Read,Grep
Vault I/O via scripts	Bash(scripts/vault-read.sh:*),Bash(scripts/vault-write.sh:*),Bash(scripts/vault-list.sh:*),Grep
API query via script	Bash(scripts/trading-api-read.sh:*),Grep
Code edit	Read,Write,Edit,Grep,Glob,Bash(go:*),Bash(make:*)

Prefer constrained Bash(path:*) forms over bare Bash to minimize shell attack surface.

Pi subprocess env allowlist

lib/pi/pi-runner.go strips pod env down to a safe allowlist (HOME,PATH,USER,TZ,… plus known provider API keys: ANTHROPIC_API_KEY, OPENAI_API_KEY, MINIMAX_API_KEY, GEMINI_API_KEY, PROVIDER_API_KEY, …) before spawning pi. Custom env vars beyond that list must be threaded explicitly via PiRunnerConfig.Env map[string]string in main.go. Don't expect arbitrary pod env to reach pi by default.

Local Quick Test

cd ~/Documents/workspaces/agent/agent/pi
go run . \
  --task-content "$(cat /path/to/task.md)" \
  --model MiniMax-M2.7-highspeed \
  --allowed-tools "Read,Write,Edit,Bash,Grep,Glob" \
  --agent-dir agent \
  --branch dev

Skips K8s, task controller, task executor, git writeback. Useful for iterating on prompts.

For a file-based local run (reads the task from disk, writes the result back), see cmd/run-task/.

Links

Admin endpoints:

• Dev: https://dev.quant.benjamin-borbe.de/admin/agent-pi/setloglevel/3
• Prod: https://prod.quant.benjamin-borbe.de/admin/agent-pi/setloglevel/3

Related

• pkg/prompts/ — embedded prompts (workflow.md, output-format.md)
• agent/AGENTS.md — default agent guardrails
• lib/pi/ — shared prompt assembly + pi CLI invocation
• lib/delivery/ — shared Kafka result publishing
• task/controller/ — Obsidian→Kafka event source
• task/executor/ — Kafka→K8s Job spawner

License

This project is licensed under the BSD-style license. See the LICENSE file for details.