e8ebc54362
Long agent loops re-send the brief prefix on every step; cheap reusable knowledge (architecture summary, module map, conventions, glossary) belongs in a versioned file the maintainers control so the agent doesn't re-derive it from the source tree on every PR. Two wiring paths, merged (env first): * env var PRAGENT_ADDITIONAL_CONTEXT_URL — comma-separated, deployment-wide * .pr-review.json:additional_context_urls — list[str], read from the PR's base branch (same trust boundary as the rest of the file) Implementation: * _parse_additional_context_env splits/dedupes/trims. * _resolve_additional_context_urls(config) merges env (first) + config (then, skipping env-dupes); caps at 8. * fetch_additional_context(urls) fetches each URL with urllib (5s timeout, http/https only — file://, javascript:, ftp:// rejected defensively), caches by URL in a module-level dict for the pod lifetime, truncates per-URL to 4k chars + total to 16k chars, best-effort (network errors are logged and skipped — never aborts the review). * Result injected into build_user_prompt under "## Repo-provided context" between repo config and prior reviews. In the opencode engine it lands in .pragent/brief.md under its own section. The brief explicitly labels each block's CONTENT as untrusted (same as PR description) — section heading is trustworthy, body isn't. * parse_repo_config accepts the field, caps at 8 entries, drops non-strings and empty strings. Docs: pilot/README-webhook.md "Repo-provided static context" section — env var + JSON example + Nexus raw-hosted recipe. Tests: 14 new (208 total), covering env merging + dedup, scheme rejection, per-URL cap, total cap, caching by URL, brief injection. All mock urllib with a context-manager stand-in (no real network). Co-Authored-By: Claude <noreply@anthropic.com>
456 lines
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456 lines
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Markdown
# pragent pilot — central webhook service
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The CI-step pilot (`pilot/README.md`) needs a workflow file + secret + label per
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repo. The **central webhook service** removes the workflow file, the secret, and
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the runner dependency: a Gitea webhook posts PR events to an always-on in-cluster
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service, which gates on the `AI-REVIEW` label and runs the same review core.
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## Architecture
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```
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PR opened/pushed/labeled/edited/… (any repo under a covered owner)
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│ Gitea user-level webhook (events: pull_request)
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▼
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Service pragent-webhook.pragent.svc.cluster.local (ClusterIP, ns pragent)
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│ body-size cap → HMAC-verify (X-Gitea-Signature)
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│ → gate: action ≠ closed AND pull_request.labels ∋ AI-REVIEW
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│ → claim (repo, index, sha) in-flight (closes the dedupe race)
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│ → bounded worker (PRAGENT_MAX_CONCURRENT_REVIEWS, default 2)
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│ (report_usage ← pull_request.labels ∋ AI-USAGE, optional)
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▼
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ai_review.review_pr() (same core the CI-step uses)
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1. fetch existing reviews → dedupe: skip if a review already carries
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<!-- pragent:sha=<this sha> --> (no duplicate on label-toggle / re-fire)
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2. fetch PR diff → GET .../pulls/{i}.diff
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3. fetch .pr-review.json @ head ref (optional repo-local focus/config)
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4. prior review bodies → fed as "already said" context (light §6.1)
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5. PRAGENT_ENGINE=opencode (default):
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a. fetch repo archive @ head sha → /tmp/pragent-work/<repo>-<sha>
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(symlink-escape + traversal rejected on untar)
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a2. sanitize the workdir: delete author-controlled agent-instruction
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files (AGENTS.md at any depth, CLAUDE.md, .cursorrules, a repo
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opencode.json/.opencode, .github/copilot-instructions.md)
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b. write .pragent/brief.md (title/body/diff/config/prior/sha/anchor-hint),
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author-controlled parts fenced in --- UNTRUSTED --- markers
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c. drop the factory (opencode.json + .opencode/) into the workdir
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d. opencode run --pure --agent pragent --dir <workdir> --model headroom/glm-5.2:cloud
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→ the pragent agent reads the brief, inspects the repo, runs the
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repo's own linters via bash, loads review-methodology + findings-schema
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skills, delegates to security/tests/perf subagents only on big/risky
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diffs, and emits: {"summary":..., "findings":[{severity,path,line,
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problem,fix,suggestion,reference}]}
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(=ollama: legacy single POST to http://<model-proxy-host>:8789/v1/messages)
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6. parse diff hunks → valid (path, new_line) anchors (RIGHT side)
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7. post review → POST .../pulls/{i}/reviews (event: COMMENT) as pragent-bot
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- prose summary → review body intro
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- anchored findings → inline line comments, body wraps `suggestion` in a
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language-tagged fenced code block (Gitea syntax-highlights it; Gitea
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1.26.x has no apply-suggestion button); reference → 📎 ref link
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- unanchored findings → summary-body bullets
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- summary body carries the <!-- pragent:sha=... --> marker for dedupe
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```
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Fail-open. No duplicate per commit (dedupe). Inline comments + syntax-highlighted
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suggested-fix blocks where the line anchors cleanly. Repo-local focus via
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`.pr-review.json`. Prior reviews fed as context so re-pushes synthesize instead
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of repeating (light version of framework §6.1).
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## What "onboarding a repo" means now
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1. Add `pragent-bot` as collaborator with **Write** (so it can read the diff and
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post the review). The bot stays a normal user — it is **not** a site admin.
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2. Create the `AI-REVIEW` label on the repo (one-time; `pragent-bot`'s
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`write:issue` scope can do it once it's a collaborator).
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3. Label a PR `AI-REVIEW`.
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No workflow file, no repo secret, no act-runner needed. (The owner must already
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be covered by a user-level webhook — see below. If not, do the one-time
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per-owner setup first.)
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## AI-USAGE label — token-usage reporting (optional, opt-in)
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A review always fires on `AI-REVIEW`. Adding a second label **`AI-USAGE`** on
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the same PR opts the review into appending a token-usage report:
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- a `## 🔋 AI usage` section on the review summary body with the **measured**
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review total — input / output / reasoning / cache read+write / total tokens,
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agent step count, wall-clock duration, estimated cost, the model, and a scope
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note (the agent reviews a whole-repo checkout at the head sha, so input
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tokens include files read beyond the diff);
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- a per-finding attribution table (severity · location · ≈out tok · %);
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- a `🪙 ~N tok (X% · attributed output)` line at the foot of each inline
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comment.
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**Attributed, not measured.** One opencode agent pass produces *all* findings,
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so there is no native per-finding token metering. The per-comment / per-row
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counts are the review's measured **output** tokens split by each finding's
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rendered-body weight (`len(problem)+len(fix)+len(suggestion)`) — an honest
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attribution, labelled as such. The totals are real measurements summed from
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opencode's `step_finish` events.
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`PRAGENT_USAGE_ALWAYS=1` on the Deployment forces usage reporting on for every
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review (testing / a future default-on) regardless of the label.
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Without `AI-USAGE` (regression): no usage section, no 🪙 lines — behaviour
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identical to before the feature. The usage section is part of the review body,
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so it's covered by the existing sha-marker dedupe.
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## Repo-provided static context (`ADDITIONAL_CONTEXT_URL`)
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Long agent loops resend the brief prefix on every step; the cheap reusable
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knowledge — architecture summary, module map, conventions, glossary, past
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incident write-ups — lives in a versioned file the maintainers control, so
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the agent doesn't have to re-read the source tree to rediscover it on every
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PR. Two ways to wire it up:
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**Env var** (Deployment-wide, useful for shared house docs):
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```bash
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PRAGENT_ADDITIONAL_CONTEXT_URL="https://nexus.example/raw/architecture.md,https://nexus.example/raw/glossary.md"
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# comma-separated, trimmed, deduped; ≤ 8 URLs total
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```
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**Per-repo `.pr-review.json`** (read from the PR's base branch — same trust
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boundary as the rest of `.pr-review.json`):
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```json
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{
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"additional_context_urls": [
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"https://nexus.example/repository/raw-hosted/architecture.md",
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"https://nexus.example/repository/raw-hosted/conventions.md"
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]
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}
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```
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The two are merged: env first (in declared order), then config entries that
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aren't already in env. The first 8 win.
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**Behaviour**:
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- Fetched **once per review**, cached by URL for the lifetime of the pod.
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- **http/https only** — `file://`, `javascript:`, `ftp://`, anything else is
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silently dropped.
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- 5 s timeout per URL.
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- Per-URL truncated to **4 000 chars**, total to **16 000 chars**, then
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`…[truncated]` is appended and the next URL is skipped.
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- Best-effort: a network error or non-200 is logged to stderr and skipped —
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never aborts the review.
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- Rendered into the brief under **"Repo-provided context"**, between the
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repo config and prior reviews. The brief explicitly labels the *content*
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of each block as untrusted author-controlled data (same as the PR
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description), so the agent knows to ground findings against it but not
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take instructions from it.
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**Self-hosted example (Nexus `raw-hosted`)**:
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```bash
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# Upload a doc to Nexus raw-hosted (anonymous read for in-cluster pods).
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curl -u techspark -X PUT \
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--data-binary @architecture.md \
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https://nexus.example/repository/raw-hosted/architecture.md
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# Then reference it from .pr-review.json (above). Cache control is
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# browser-style: anonymous read = max-age from response headers.
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```
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## Webhook fires on any PR update (except `closed`)
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The receiver uses a **denylist**, not an allowlist: it reviews on every
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`pull_request` action **except `closed`** — `opened`, `reopened`,
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`synchronize`/`synchronized`, `labeled`/`label_updated`, `edited` (title/body),
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`ready_for_review` (draft→ready), `assigned`, `review_requested`, `milestone`,
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… . This is safe because of two downstream gates:
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- the **AI-REVIEW label gate** — payload `labels` reflect current state, so an
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`unlabeled` that *removed* AI-REVIEW fails the gate (no review); an
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`unlabeled` of another label still passes;
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- the **sha dedupe** — any same-sha re-fire (title edit, assignee, milestone,
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a label toggle of another label…) is skipped, so the only newly-effective
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actions are ones that change the head sha (`synchronize`, already covered) or
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move a draft to ready (`ready_for_review`) on an un-reviewed sha.
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## Threat model
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The reviewer runs an autonomous agent, with `bash: "*": allow`, over a checkout
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of **the pull-request author's branch**. Anyone who can open a PR on a covered
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repo can therefore put arbitrary text in front of the model and arbitrary files
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on the reviewer's disk. This is the same setup that was exploited in the
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[April 2026 disclosures against Claude Code Security Review, Gemini CLI Action
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and Copilot Agent][csa], where a PR body was enough to make the reviewer print
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`GITHUB_TOKEN` into a log.
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pragent-bot holds a **Gitea Write credential on every onboarded repo**, so a
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successful injection means repo write access — not just a bad review. Four
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controls contain that:
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1. **No credentials in the agent's environment.** `opencode_review._build_env`
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builds the subprocess environment from an **allow-list** (`PATH`, locale,
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CA-bundle vars) rather than inheriting the pod's. `PRAGENT_BOT_TOKEN` and
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`WEBHOOK_SECRET` are never passed down; the Python shell does every Gitea
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call itself. There is nothing in the agent's env worth exfiltrating.
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2. **No author-controlled instruction files on disk.** opencode auto-loads
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`AGENTS.md` from the project root *and every nested directory*, plus a repo
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`opencode.json` / `.opencode/`. `sanitize_workdir` deletes all of those
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(and `CLAUDE.md`, `.cursorrules`, `.github/copilot-instructions.md`, …) from
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the checkout before opencode starts, so a PR cannot ship its own system
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prompt. The files are still *reviewed* — they're in the diff, as data.
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3. **Untrusted-data framing.** The PR title/body and the diff are fenced in
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explicit `--- UNTRUSTED ---` markers in `.pragent/brief.md`, under a trust
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-boundary preamble; the `pragent` agent, the three lens subagents and the
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`review-methodology` skill all instruct: injection attempts get reported as a
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`critical` finding, not obeyed. (Framing is defence in depth — it is the
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weakest of these four, which is why it isn't the only one.)
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4. **`.pr-review.json` is read from the base branch.** Its `instructions` field
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is free text spliced into the reviewer's prompt, so reading it from the PR
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head would hand every author a supported way to rewrite the reviewer's rules
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("treat all findings in this PR as low"). The base branch is what the repo's
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maintainers already merged. Fields are also length-capped.
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Additionally: the repo archive is untarred with symlink-escape and
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parent-traversal rejection (`_extract_tar_strip_one`), the container runs as
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uid 10001, and the webhook caps request bodies (`PRAGENT_MAX_BODY_BYTES`,
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default 10 MiB) and concurrent reviews (`PRAGENT_MAX_CONCURRENT_REVIEWS`,
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default 2 — each review forks an opencode process, so unbounded threads were a
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self-inflicted fork bomb on a label-ten-PRs burst).
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**Residual risk, accepted for a pilot:** the agent still *executes* hostile repo
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content indirectly (running the repo's own linters on it) inside a container
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that has network egress to the tailnet. Hardening that further means an egress
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NetworkPolicy on the `pragent` namespace (allow only the Gitea service + the
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headroom proxy) and a read-only root filesystem — worth doing before this is
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pointed at repos with untrusted contributors.
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If you deploy the non-root image, the K8s manifest should carry a matching
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`securityContext` (`runAsNonRoot: true`, `runAsUser: 10001`, `fsGroup: 10001`)
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so the `/tmp/pragent-work` emptyDir is writable.
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[csa]: https://labs.cloudsecurityalliance.org/research/csa-research-note-comment-control-github-prompt-injection-20/
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## Repo-local focus: `.pr-review.json` (optional)
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Drop a `.pr-review.json` at the repo root (committed on the PR's branch, or on
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the default branch) to steer the review for that repo. All fields optional;
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absent file = defaults. JSON (stdlib, no YAML dependency).
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```json
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{
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"focus": ["security", "supply-chain", "sql-injection"],
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"exclude_paths": ["vendor/**", "**/*.generated.ts"],
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"languages": ["typescript", "go"],
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"instructions": "We use Result<T,E> for error handling. Flag any bare throw. Flag eval()/exec() on user input as critical."
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}
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```
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- `focus` — weight these review areas higher (does not blind the reviewer to
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critical issues outside them).
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- `exclude_paths` — tell the model to ignore these paths.
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- `languages` — hint the primary languages.
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- `instructions` — free-form house conventions / compliance language.
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Fetched at review time from the PR's **base branch**
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(`GET /repos/{o}/{r}/contents/.pr-review.json?ref=<base ref>`; no `ref` → the
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repo's default branch). Deliberately *not* the PR head — see "Threat model"
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above: `instructions` goes straight into the reviewer's prompt, so it must come
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from what maintainers merged, not from the branch under review. A PR that
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*adds* `.pr-review.json` therefore only takes effect once merged.
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Bad/missing file fails open to defaults. Fields are capped (32 list items ×
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200 chars; `instructions` 4000 chars). The bot's `read:repository` scope reads it.
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## One-time per-owner setup: register a user-level webhook
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Gitea **system webhooks** (one webhook for the whole instance — the ideal) are
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**broken in Gitea 1.26.1**: `POST /admin/hooks` returns `201` but the hook never
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persists (`GET /admin/hooks` lists 0, no delivery). So we use **user-level
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webhooks** instead — one webhook per repo-owner, which fires for every repo that
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user owns. For a small instance with few owners this is nearly as good.
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To onboard a new owner (e.g. `alice`):
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```bash
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# 1. generate a one-time token for that user (admin CLI, inside the gitea pod)
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K="microk8s kubectl"
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GPOD=$($K -n gitea get pod -l app=gitea --field-selector=status.phase=Running \
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-o jsonpath='{.items[?(@.status.containerStatuses[0].ready==true)].metadata.name}')
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$K -n gitea exec "$GPOD" -c gitea -- \
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gitea admin user generate-access-token --username alice \
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--scopes write:user,read:user --token-name pragent-userhook-alice
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# 2. register the user-level webhook (events: pull_request)
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# WEBHOOK_SECRET = the shared HMAC secret in the pragent-webhook K8s Secret
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python3 - "$OWNER_TOKEN" <<'PY'
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import sys, json, urllib.request
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tok = sys.argv[1]
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GAPI = "http://<gitea-host>:3000/api/v1"
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WS = open("/dev/stdin") and __import__("os").environ["WEBHOOK_SECRET"] # or paste
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req = urllib.request.Request(
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f"{GAPI}/user/hooks",
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data=json.dumps({"type":"gitea",
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"config":{"url":"http://pragent-webhook.pragent.svc.cluster.local/webhook",
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"content_type":"json","secret":WS},
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"events":["pull_request"],"active":True}).encode(),
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method="POST", headers={"Authorization":f"token {tok}","Content-Type":"application/json"})
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print(urllib.request.urlopen(req).status, urllib.request.urlopen(req).read()[:80])
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PY
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# 3. revoke the one-time token (Gitea admin UI → Users → <owner> → Access Tokens).
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```
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Owners are onboarded one at a time with the recipe above; true **orgs**
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need org-level webhooks (`POST /orgs/{org}/hooks`, requires a token with
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`write:organization`).
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## Gitea SSRF allow-list (required, one-time)
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Gitea refuses to POST webhooks to in-cluster addresses by default:
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```
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webhook can only call allowed HTTP servers (check your webhook.ALLOWED_HOST_LIST setting),
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deny 'pragent-webhook.pragent.svc.cluster.local(<cluster-ip>:80)'
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```
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Fix: add a scoped `[webhook]` section to Gitea's `app.ini` via the helm chart's
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inline-config secret (`gitea-inline-config`, key = section name `webhook`):
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```ini
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ALLOWED_HOST_LIST = external,loopback,*.svc.cluster.local,10.0.0.0/8,172.16.0.0/12,192.168.0.0/16,100.64.0.0/10
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```
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Then restart the gitea pod. Scoped to in-cluster + tailnet ranges only — not a
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blanket "allow all private". A future `helm upgrade` may overwrite the inline
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secret; bake it into `gitea.config.webhook.ALLOWED_HOST_LIST` in the helm values
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for permanence.
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## The opencode review engine
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The review "brain" runs on **opencode** (the AI coding-agent CLI), not a single
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cramped model call. `pilot/opencode_review.py` is the glue:
|
||
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1. `fetch_archive` — `GET .../archive/{sha}.tar.gz`, untar into a temp workdir
|
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(stripping the top dir) so the agent has the real files, not just the diff.
|
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2. `write_brief` — renders `.pragent/brief.md` (title, body, diff, repo
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`.pr-review.json`, prior reviews, sha, anchor hint).
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3. `drop_factory` — copies `opencode.json` + `.opencode/` (agents/skills/commands)
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into the workdir as the project config.
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4. `run_opencode` — `opencode run --pure --format json --agent pragent
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--dir <workdir> --model headroom/glm-5.2:cloud` headlessly. `--format json`
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emits NDJSON events: `parse_opencode_events` reconstructs the assistant text
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from `text` events and sums tokens/cost/steps from every `step_finish` event.
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Returns `(text, usage)`.
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|
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It does **no Gitea I/O and no parsing** — `review_pr` parses the stdout into
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`(summary, findings)`, validates findings against diff anchors, and posts. So
|
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all v2 logic (dedupe marker, anchor validation, language-tagged suggestion
|
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fencing, posting, optional AI-USAGE attribution) is reused and never depends on
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the model remembering it.
|
||
|
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The factory lives in the pragent repo root: `opencode.json` (provider/model/
|
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permission) + `.opencode/` (agents, skills, commands). It is **both** the
|
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in-cluster deploy factory **and** the local interactive factory (run
|
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`opencode` in the repo, or `/review` via `.opencode/commands/review.md`).
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`.opencode/README.md` is the factory guide: pipeline diagram, how to add a
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subagent (drop a `.md` + one allow-list line), how to add a skill, how the
|
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engine flag works, how to switch the model. **Lean by default**: the `pragent`
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primary does summary + findings in one pass and runs the repo's own
|
||
`tsc`/`ruff`/`eslint`/`go vet` via bash; `security`/`tests`/`perf` subagents are
|
||
dormant lenses the primary delegates to only on large/security-sensitive diffs,
|
||
so small PRs never fan out.
|
||
|
||
### Engine flag + model ref
|
||
|
||
`PRAGENT_ENGINE=opencode` (default) selects it; `=ollama` keeps the legacy
|
||
direct `POST .../v1/messages` path as a fallback. opencode wants a
|
||
**provider-prefixed** model ref, so `review_pr` maps the bare `OLLAMA_MODEL`
|
||
(`glm-5.2:cloud`) to `headroom/glm-5.2:cloud` (override with `OPENCODE_MODEL`).
|
||
The `headroom` provider is defined in `opencode.json` with
|
||
`options.baseURL=http://<model-proxy-host>:8789/v1` (the headroom Anthropic proxy).
|
||
|
||
### Local one-shot (no posting)
|
||
|
||
```bash
|
||
cd ~/Projects/pragent
|
||
python3 /tmp/pragent-e2e.py <owner>/<repo> <pr_number> # driver script
|
||
# or, with opencode installed locally:
|
||
opencode run --pure --agent pragent --dir <checkout> --model headroom/glm-5.2:cloud \
|
||
"$(python3 -c 'import sys;sys.path.insert(0,"pilot");import opencode_review as o;print(o._PROMPT)')"
|
||
```
|
||
|
||
### Gotchas baked into `opencode_review.py`
|
||
|
||
- **stdin=DEVNULL** — opencode blocks on stdin (permission prompt) when run
|
||
headlessly via subprocess; closing stdin is required or it hangs to timeout.
|
||
- **Strip `ANTHROPIC_*`** — the host shell exports `ANTHROPIC_BASE_URL` /
|
||
`ANTHROPIC_AUTH_TOKEN` / `ANTHROPIC_DEFAULT_*_MODEL` (for Claude Code /
|
||
headroom). Leaked into opencode, `ANTHROPIC_DEFAULT_SONNET_MODEL=glm-5.2:cloud`
|
||
makes opencode look for provider `glm-5.2:cloud` → `ProviderModelNotFoundError`.
|
||
The headroom provider's config is self-contained, so all `ANTHROPIC_*` are
|
||
dropped from the subprocess env.
|
||
- **Shared warmed HOME** — opencode bun-installs its `@opencode-ai` runtime into
|
||
`$HOME/.config/opencode/node_modules` on first run (cold-start, ~30-60s, once
|
||
per pod lifetime). A shared, marker-warmed HOME makes every review a warm run.
|
||
|
||
## K8s deployment
|
||
|
||
Manifest: `~/k8s/pragent-webhook.yaml` (Namespace `pragent`, Deployment pinned to
|
||
`kubernets`, ClusterIP Service). The container image `pragent-webhook:opencode`
|
||
(pilot/Dockerfile: python:3.12-slim + node 20 + opencode-ai@1.3.10 + pyright /
|
||
typescript-language-server / eslint / ruff) is built locally and imported into
|
||
microk8s containerd — it is **not** pulled from a registry (`imagePullPolicy:
|
||
Never`). The webhook secret + bot token are a Secret (`pragent-webhook`). An
|
||
emptyDir at `/tmp/pragent-work` holds the per-review checkout + the warmed
|
||
opencode runtime. Verified: a regular pod on kubernets reaches both
|
||
`<model-proxy-host>:8789` (headroom/glm) and `gitea-http.gitea.svc.cluster.local:3000`.
|
||
|
||
Build + deploy after editing the pilot scripts or the factory:
|
||
|
||
```bash
|
||
K="microk8s kubectl"; cd ~/Projects/pragent
|
||
# 1. build the image (docker is in the microk8s group, no sudo)
|
||
docker build -t pragent-webhook:opencode -f pilot/Dockerfile .
|
||
# 2. import into microk8s containerd — sudoless. the `microk8s ctr` wrapper
|
||
# sudo-wraps even in the microk8s group, so use the raw binary against the
|
||
# group-readable containerd socket directly:
|
||
docker save pragent-webhook:opencode | \
|
||
/snap/microk8s/current/bin/ctr --address /var/snap/microk8s/common/run/containerd.sock \
|
||
--namespace k8s.io image import -
|
||
# 3. apply + roll
|
||
$K apply -f ~/k8s/pragent-webhook.yaml
|
||
$K -n pragent rollout restart deploy/pragent-webhook
|
||
$K -n pragent logs -f deploy/pragent-webhook
|
||
```
|
||
|
||
Env on the Deployment: `PRAGENT_ENGINE`, `OPENCODE_MODEL`,
|
||
`OPENCODE_EXPERIMENTAL_LSP_TOOL`, `PRAGENT_FACTORY_DIR`, `PRAGENT_OPENCODE_BIN`,
|
||
`PRAGENT_WORK_ROOT`, `PRAGENT_REVIEW_TIMEOUT`, `GITEA_API`, `OLLAMA_URL`,
|
||
`OLLAMA_MODEL`, `OLLAMA_MAX_TOKENS`, `DIFF_MAX_CHARS`,
|
||
`PRAGENT_ADDITIONAL_CONTEXT_URL` (optional, see "Repo-provided static
|
||
context" above), `PRAGENT_MAX_CONCURRENT_REVIEWS`, `PRAGENT_MAX_BODY_BYTES`
|
||
are literals;
|
||
`WEBHOOK_SECRET` + `PRAGENT_BOT_TOKEN` come from the Secret. The image now runs
|
||
as uid 10001 — add `securityContext: {runAsNonRoot: true, runAsUser: 10001,
|
||
fsGroup: 10001}` to the pod spec so the `/tmp/pragent-work` emptyDir is writable.
|
||
|
||
`GET /health` reports `ok inflight=<n> max_concurrent=<n>`.
|
||
|
||
## Relationship to the CI-step pilot
|
||
|
||
Both paths coexist. The webhook service is strictly less per-repo setup. For
|
||
repos still on the CI-step workflow (`.gitea/workflows/ai-review.yml`), retire
|
||
that file once the owner has a user-level webhook — otherwise a labeled PR gets
|
||
reviewed twice. `gitea_admin/pragent`'s own self-CI workflow was retired when the
|
||
webhook service went live.
|
||
|
||
## Known limitations (pilot)
|
||
|
||
- One model (`glm-5.2:cloud`); no tiering, no analyzer fan-out, no shared-prefix
|
||
caching. Those are framework features.
|
||
- No status checks, no fail-close (review never blocks a PR).
|
||
- Dedupe is per-commit: a re-push (new SHA) always re-reviews (by design — the
|
||
diff changed). Prior-review context is fed to the model so it doesn't repeat,
|
||
but the bot does not delete or resolve its own old reviews.
|
||
- Inline comments only anchor to post-change lines present in the diff (context +
|
||
added). A finding whose `line` the model places on a removed line or outside
|
||
the diff is folded into the summary as a bullet instead of misplaced.
|
||
- Gitea 1.26.1: system webhooks broken (see above) → user-level webhooks instead;
|
||
hook delivery-history API (`.../hooks/{id}/tasks`) returns 404, so delivery is
|
||
observed via the pragent-webhook pod logs (`kubectl -n pragent logs -f deploy/pragent-webhook`).
|
||
|