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## Thinking Path > - Paperclip is the open source control plane people use to manage AI-agent companies > - Budgets and spend telemetry are control-plane safety features, not just reporting > - Local Codex and Claude adapters can execute through either ACP or their native CLI engines > - The ACP lane records usage and reported cost, but CLI JSON output often reports tokens without a price > - The CLI lane was either losing per-run usage semantics or coercing missing cost to zero, making real usage indistinguishable from a genuinely free run > - This pull request preserves CLI usage as per-run totals and records token-bearing runs without a reported price as explicitly unpriced ledger events > - The benefit is accurate usage accounting and a visible pricing gap instead of silently misleading zero-cost telemetry ## Linked Issues or Issue Description Refs #9471 Refs #9230 **Bug description** A `codex_local` run using the CLI engine can emit a final `turn.completed` event with millions of input tokens and tens of thousands of output tokens while the agent's spend ledger remains indistinguishable from a true zero-usage, zero-cost run. Claude CLI output has the same missing-price edge case. **Expected behavior** Token-bearing CLI runs should persist their usage. If the adapter reports a price, the ledger should record it as reported; if the CLI reports usage but no price, the ledger should explicitly mark the event as unpriced rather than silently treating missing price data as a reported `$0` cost. **Reproduction shape** 1. Configure `codex_local` with `engine: cli`. 2. Run a task that produces a `turn.completed` usage payload. 3. Observe token usage in the run stream. 4. Before this change, missing price data is represented as ordinary zero-cost spend and the CLI usage basis is not consistently propagated. ## What Changed - Mark Codex and Claude native CLI usage totals as `per_run` and propagate that basis through success and failure results. - Stop coercing missing Claude CLI cost to `0`. - Add `cost_status` to cost events with `reported` and `unpriced` values, including an idempotent migration and shared validation/types. - Persist token-bearing runs without a reported price as `unpriced` ledger events while retaining zero cents until an authoritative price exists. - Add parser, execute-path, heartbeat-accounting, and cost-service regression coverage for both local CLI adapters. - Document the cost-status invariant and CLI accounting behavior. ## Verification - `pnpm exec vitest run packages/adapters/codex-local/src/server/parse.test.ts packages/adapters/claude-local/src/server/parse.test.ts server/src/__tests__/codex-local-execute.test.ts server/src/__tests__/claude-local-execute.test.ts server/src/__tests__/heartbeat-cost-accounting.test.ts server/src/__tests__/costs-service.test.ts` — 6 files / 102 tests passed. - `pnpm --filter @paperclipai/shared typecheck` - `pnpm --filter @paperclipai/db typecheck` — includes migration numbering and safety checks. - `pnpm --filter @paperclipai/adapter-codex-local typecheck` - `pnpm --filter @paperclipai/adapter-claude-local typecheck` - `pnpm --filter @paperclipai/server typecheck` ## Risks - Existing cost rows default to `reported`, preserving current interpretation; only new token-bearing events with absent cost are marked `unpriced`. - This change does not invent model pricing. Budget hard stops still cannot charge an unknown amount, but operators and evals can now distinguish missing pricing from a genuinely reported zero cost. - Consumers that enumerate cost-event fields should tolerate the additive `costStatus` field. > For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and discuss it in `#dev` before opening the PR. Feature PRs that overlap with planned core work may need to be redirected — check the roadmap first. See `CONTRIBUTING.md`. ## Model Used - OpenAI Codex, exact model `gpt-5.3-codex`, with repository tool use and code execution; default reasoning mode. ## Checklist - [x] I have included a thinking path that traces from project context to this change - [x] I have specified the model used (with version and capability details) - [x] I have checked ROADMAP.md and confirmed this PR does not duplicate planned core work - [x] I have searched GitHub for duplicate or related PRs and linked them above - [x] I have either (a) linked existing issues with `Fixes: #` / `Closes #` / `Refs #` OR (b) described the issue in-PR following the relevant issue template - [x] I have not referenced internal/instance-local Paperclip issues or links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip` URLs) - [x] My branch name describes the change (e.g. `docs/...`, `fix/...`) and contains no internal Paperclip ticket id or instance-derived details - [x] I have run tests locally and they pass - [x] I have added or updated tests where applicable - [x] I have updated relevant documentation to reflect my changes - [x] I have considered and documented any risks above - [x] All Paperclip CI gates are green - [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge Co-authored-by: Paperclip <noreply@paperclip.ing>