mirror of
https://github.com/paperclipai/paperclip.git
synced 2026-11-01 15:35:12 +01:00
7cbd61349a67b7ddb87700a7169ff3f7f3cf5f38
6
Commits
| Author | SHA1 | Message | Date | |
|---|---|---|---|---|
 DottaandPaperclip
|
2f6fa3b6dc |
fix: recover provider authentication inside tasks (#14629)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Agents need a working model provider connection to run a task. > - A provider can reject a stored credential after the task starts. > - The failed run must ask the responsible user to repair that connection. > - This pull request adds that request directly to the task and reuses Connections sign-in. > - The user can choose an API key or subscription, then continue the task with a fresh session. ## Linked Issues or Issue Description **What happened?** A run that ended with `acpx_auth_required` or another known provider authentication error did not immediately offer an inline way to connect the provider. A repair form could also lock the user to the failed account's sign-in method. **Expected behavior** Show a provider connection card in the task as soon as the authentication failure is saved. Allow the responsible user to connect or repair the provider with any supported sign-in method. Keep the connection name automatic and resume the task after successful setup. **Steps to reproduce** 1. Run a task with a supported provider and an expired or invalid credential. 2. Let the run fail with a provider authentication error. 3. Open the task and attempt to repair the connection. Related work: Refs #13724 and #13726. This change adds the inline task repair flow and method choice. ## What Changed - Classify provider authentication failures and create one connection request for the current task. A persisted blocked classification suppresses automatic retries only after the repair card is created; unsupported providers retain their existing recovery path. - Mark only the attributed, unchanged credential as needing sign-in. Preserve credentials that were refreshed after the failed run started. - Reuse the provider sign-in controls inside the task. Allow API key and subscription choices for Claude, Codex, and Grok. Keep names hidden and generate a default from the user, provider, and method. - Keep the existing account when reconnecting with the same method. Create and select another account when the method changes. Validate updates to explicit agent bindings through the normal agent save path. - Require explicit adoption for legacy agent authentication. Validate in the agent environment, then commit the binding, connection install, audit, and card completion in one transaction. Keep failed setup and account selection visible and retryable. - Add regression tests and update the specification and Connections documentation. ## Verification - Fresh local verification: 199 tests passed across the inline form, provider method selector, default naming, authentication and recovery classifiers, run liveness, OpenAPI routes, database adoption/rollback, and Cursor execution suites. The adoption database suite also passed against disposable Docker PostgreSQL. - Full repository `pnpm build` and `pnpm -r typecheck` passed on the latest commit. Token gates are clean. - Embedded browser: opened real task cards from seeded authentication failures; switched Claude from API key to subscription and back; switched Codex from subscription to API key; confirmed the name field stays hidden. Provider sign-in was not completed with real credentials. - The broad local `pnpm test:run` started before review fixes and was interrupted after the working tree changed; it is not counted as a passing full run. Fresh focused tests passed. CI supplies the full test and browser suite results for the current commit. - CI is green on commit `4b97a4e447045ff3d7516525a187a5d1d21e0d4c`: 54 checks passed and two Storybook checks were skipped by their path rules. The workspace preview job passed on one rerun after a local-server startup timeout; its rerun passed 835 tests. - Greptile is 5/5 on the same commit with no actionable findings and no unresolved review threads. ## Risks - Incorrect authentication classification could prompt for a connection unnecessarily. Tests exclude tool authorization, quota, and unrelated runtime failures. - A method change selects the new personal provider default, which also applies to other agents that use that user's default. Explicit account bindings use the existing permission and runtime validation path. - Credential invalidation must not race with refresh or reconnect. The code compares the saved credential generation and grant update time under locks. - No database migration or new credential storage format is required. ## Model Used OpenAI GPT-6 through Codex. The exact model ID and context window size were not exposed in this session. Capabilities used: reasoning, repository editing, shell commands, database tests, and embedded-browser interaction. ## 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 (focused tests listed above) - [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> |
||
|
DottaandPaperclip
|
96bf004a79 |
fix: use persisted state for lifecycle continuation and retry budgets (#13888)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Its control plane decides when a task can continue, wait, stop, or complete. > - Legacy continuation could change when an agent changed its wording without changing task state. > - Shared attempt counts also let repair and infrastructure retries affect each other's limits. > - This pull request uses persisted state and separate, bounded allowances for these decisions. > - If automatic repair stops, the task explains what happened and offers a guarded retry. > - Paired tests and real-provider evaluations verify that Stop, approvals, ownership, and spending limits remain authoritative. ## Linked Issues or Issue Description Related work: Refs #13761, Refs #11126, Refs #13610. These cover obsolete continuation dispatch and retry storms. Open and closed issues and PRs were searched for related lifecycle, continuation, and retry work. **What happened?** Legacy continuation depended on English wording and progress heuristics. Repair, failure retry, and productive continuation could consume shared counts. When bounded repair stopped, the task showed a technical recovery message without a clear next action. **Expected behavior** Persisted disposition and owned execution paths determine the next action. Missing disposition prompts bounded agent repair. Explicit work mode determines planning mode. Narrative changes and raw activity counts cannot replenish allowances. An exhausted repair shows a readable notice. An explicit retry checks current controls and preserves the assigned agent. **Steps to reproduce** Run `pnpm test:lifecycle-baseline`. The paired probes keep structured state constant while varying completion, planning, blocker, and progress prose. Run the explicit `lifecycle-baseline` and `continuation-accounting` Product E2E suites for real-provider coverage. In Storybook, open **Design previews / Recovery notice** to inspect the production component's normal, pending, acknowledged, unavailable, failure, and mobile states. ## What Changed - Hide the image attachment button, icon, and drop/paste hint in answer composers. Image paste and drop support remains available. - Merge current master and retain both browser regression sets. Use a production-stamped service worker in the offline recovery browser fixture. - Share one state-based legacy continuation decision across immediate, delayed, and recovered dispatch. Bind bounded repairs to their source run and episode. - Remove title and description wording from work-mode authority. Agents can still write requested plans in execution mode. - Persist separate failure-retry and productive-continuation counters. Disposition repair and resource waits cannot consume or reset those allowances. - Validate delayed repair identity, then recheck current gates before provider dispatch. Fence native startup cancellation. - Show **Agent needs attention**, a plain-language explanation, **Retry agent**, and expandable details in both task interfaces. Report request progress, acknowledgement, and errors inline. - Store typed recovery notice metadata. Recognize older active notices only through exact stored action and run IDs. Notice text never grants retry authority. - Use the existing recovery-action endpoint for retry. Recheck current action, status, owner, agent availability, dependencies, active runs, pending questions and confirmations, approvals, pause controls, and budget. Duplicate requests do not wake twice. - Add component, page, route, database, contract, and Storybook coverage. Keep the scenario inventory and executable evals here. Historical reports and snapshots live in the [commit-pinned paperclip-evals archive](https://github.com/paperclipai/paperclip-evals/blob/ce3e5afcd4a1184650f586a2b5b8be5874c66c8b/experiments/2026-09-lifecycle-authority/README.md). - Preserve unsaved project fields while the same project URL changes to its canonical alias. Do not reuse data across projects or companies. This separate fix addresses the repeated repository-editor browser failure without changing the browser test. - Keep the development service worker from intercepting Vite module reloads. Update the connection-intent browser fixture to record progress and completion through the agent API. ## Verification Merge preparation on September 25, commit `c1e8e4b7ddd9fbc4913ed55ce21b8e12906c2f97`: - Merged master `bd2030932` and resolved the browser test-list conflict by keeping both sets of regressions. - Deterministic lifecycle baseline: 1,090/1,090 assertions passed; no failures, skips, or missing selected evidence. Unit 423, runner 184, database integration 397, grading 86. - Browser support: 17/17 passed. The offline recovery test first failed with an unstamped development worker, then passed with the production stamp. Its assertions are unchanged. - Focused interaction UI and offline fallback tests: 19/19 passed. Verified the custom-answer composer in Storybook: no attachment controls or hint; entering an answer enables Next. - Recursive typecheck, production build, token gates, and diff checks passed. The worktree is clean. No new real-provider campaign was run. - Current CI and review: [Current PR CI passed](https://github.com/paperclipai/paperclip/actions/runs/36166011243): 55 successful checks and two optional Storybook skips. Greptile scored this exact commit 5/5. Hiding the question attachment controls is an intentional UI change; paste/drop remains available. Earlier recovery UI verification, commit `21be0fec0e90e86b6d662b8ee4831847cd041cdb`: - Recursive typecheck, production build, token gates, and diff checks passed. - Focused UI coverage: 338 tests passed across six suites (336 before the interaction guard, with the two affected suites rerun at 149 passed after it). Covers both task interfaces, the real page mutation, pending/error acknowledgement, stale state, and unavailable controls. - Recovery database integration: 352 tests passed before the interaction guard. The complete recovery-action and mutation-route suites passed 181 tests after it. The two new pending question/confirmation regressions failed before the fix and passed afterward, including resolved-interaction controls. Shared validator suite: 31 passed. E2E catalog suites: 34 passed. - Browser inspection passed for light/dark themes, mobile layout, expandable details, pending retry, acknowledgement, failure, and disabled retry. Storybook renders the production component; its request is simulated. - The broad local run hit two chat callback-order wait failures and was stopped after all CI unit/database/runner shards passed. Both local failures passed when rerun without the competing full-suite process. - CI exposed a repeated project-repository draft-loss race during canonical redirects. A new unit regression failed before the fix; all nine project-page tests now pass, including controls for other projects and companies. Both unchanged repository browser tests passed against a fresh local server. UI typecheck, production UI build, and token gates passed after this fix. - [Earlier PR CI passed](https://github.com/paperclipai/paperclip/actions/runs/36072486798) on `21be0fec0e90e86b6d662b8ee4831847cd041cdb`: 55 successful checks, two optional Storybook skips, and no failed or pending checks. The repository browser shard passed with the production fix. Greptile is 5/5 on this exact commit with no unresolved review threads. The PR is mergeable. Historical, source-qualified lifecycle evidence: - Lifecycle baseline: 1,074 assertions. Native session coverage: 447 tests. Product E2E support: 515 tests. Browser support: 11 tests. Full earlier verification is retained in the archive. - [Real-provider campaign: 8/8 passed, zero retries](https://d1p6rlowie26tp.cloudfront.net/runner-e2e/campaigns/gha-35881382080-1/index.html), source `e88d210417280140b44a36449027290adcb1aeaa`. Evidence and cleanup checks passed. This includes deliberately exhausted repair cases that correctly remain blocked; it does not mean every task finished Done. This campaign predates the recovery UI change. - Archive migration verified all 16 original JSON files byte-for-byte and all 24 checksum entries. App tests do not need private archive access. [Archive PR #27](https://github.com/paperclipai/paperclip-evals/pull/27) is merged. ## Risks - Agents that omit durable disposition receive at most two repair attempts by default. Prose-only completion exposes missing state rather than silently changing scheduling. - A retry is an explicit board action. The server rechecks current controls. A successful response confirms the task returned to To do; it does not claim that the provider has already started. - Existing notice metadata remains valid. Only older active notices with matching structured evidence receive the new UI. Historical notices without that evidence keep their existing rendering. No schema migration is required. - Old run records require conservative retry accounting. Tests cover old counters, alternating retry lanes, restarts, and exhausted repairs. - Historical snapshots require private `paperclip-evals` access. The app index retains public campaign links. Live campaigns qualify specific sources and scenarios; no new real-provider campaign has run for the recovery UI commit. > This fixes existing lifecycle and recovery behavior and does not duplicate planned core work. ## Model Used OpenAI GPT-6 through Codex assisted implementation, reasoning, code execution, and review. The exact serving model ID and context window are not exposed in this task. Historical real-provider evaluations used Codex model `gpt-5.6-sol`, separately from the implementation assistant. ## 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 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> |
||
|
|
1fe89eb8f8 |
Enforce durable external-wait liveness (#9373)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - The heartbeat/recovery subsystem decides whether an agent run has a durable continuation path after the process stops. > - External waits need stricter semantics than local background watchers: a killed local process is not durable, while a first-class blocker/monitor/scheduled wake is. > - Without that distinction, recovery can repeatedly treat adapter-failed continuations as live work and obscure the real reason a task stopped. > - This pull request adds explicit durable external-wait liveness handling and documents the expected execution semantics. > - It also improves operator-visible recovery evidence so invalid external-wait paths explain why they were rejected. > - The benefit is clearer recovery behavior, fewer duplicate continuation recoveries, and a safer contract for monitor-backed external waits. ## Linked Issues or Issue Description - Refs #5978 - Related PRs: #4988, #7495, #8502 ## What Changed - Added durable external-wait liveness classification so local/background watchers are not accepted as durable live paths after the owning process exits. - Preserved first-class blocker/monitor/scheduled wake paths as valid external-wait continuations. - Added backend regression coverage for killed watcher failure, monitor-backed durable wait resumption, normal completion, blocker behavior, and no duplicate recovery. - Added adapter utility coverage for terminal cleanup behavior used by local process adapters. - Surfaced invalid external-wait recovery evidence in the recovery action card and run ledger. - Updated execution semantics documentation and the V1 implementation contract. ## Verification - `pnpm check:token-gates` passed. - `pnpm -r typecheck` passed. - `node scripts/run-vitest-stable.mjs --mode general --group general-server` equivalent lane passed in CI-clean env: 238 files, 2164 tests passed, 1 skipped. - `node scripts/run-vitest-stable.mjs --mode general --group general-workspaces-a` passed in fully Paperclip-env-clean env: UI 305 files / 2430 tests; CLI 43 files / 230 tests. - `node scripts/run-vitest-stable.mjs --mode general --group general-workspaces-b` passed in fully Paperclip-env-clean env: shared/db/adapters/plugin packages all green. - `node scripts/run-vitest-stable.mjs --mode serialized` passed in fully Paperclip-env-clean env: 107 serialized server suites green, including 84/84 heartbeat-process-recovery tests. - `pnpm build` passed in fully Paperclip-env-clean env. Notes: running `pnpm test:run` directly inside the Paperclip heartbeat environment exposed local harness env contamination in existing tests (`PAPERCLIP_CONFIG`, `PAPERCLIP_DB_BACKUP_DIR`, and `PAPERCLIP_WORKTREE_START_POINT`). Re-running the same lanes with inherited `PAPERCLIP_*` and port env removed produced the CI-equivalent green results above. ## Risks - Medium behavioral risk: this changes recovery classification for stopped local external-wait processes, so adapters relying on unmanaged background watchers must use blockers, monitors, scheduled wakes, or explicit durable handoff instead. - Low UI risk: recovery-card copy changes are covered by component tests and Storybook screenshot QA. - No database migration is included. > 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, GPT-5-based coding agent, tool-enabled terminal/code execution. Exact context-window metadata was not exposed in the runtime. ## 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 - [ ] All Paperclip CI gates are green - [ ] 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> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com> |
||
|
DottaandPaperclip
|
555391fed7 |
fix: run restart recovery, workspace self-heal, quota-aware retries, failed-run metrics (#9183)
## Thinking Path
> - Paperclip is the open source app people use to manage AI agents for
work
> - Agents run in heartbeat runs orchestrated by the server; run
lifecycle, retry scheduling, and the dashboard's run-activity metrics
are the subsystems involved
> - A spike in "failed" tasks traced to three causes: server restarts
killing in-flight runs and mislabeling them as failures, deterministic
workspace-validation loops when a worktree's branch diverged, and
provider quota/usage-limit errors being classified as generic transient
failures (putting agents into error state and polluting metrics)
> - Killed-then-recovered runs and quota waits are not product failures,
so both the runtime behavior and the reporting needed to distinguish
them
> - This pull request drains runs gracefully on shutdown with idempotent
restart retries, self-heals workspace branch mismatches, adds a
quota-aware failure class with reset-time retry, separates recovered
restart kills from true failures on the dashboard, and documents restart
hygiene for operators
> - The benefit is fewer spurious failures, automatic recovery instead
of manual repair, and dashboard metrics that reflect real failure rates
## Linked Issues or Issue Description
No public GitHub issue exists; describing the bug inline per the
bug-report template:
**What happened?**
In-flight heartbeat runs are marked `failed` when the server restarts,
even though a retry later succeeds. Worktrees whose checked-out branch
diverges from the issue branch fail workspace validation on every
subsequent run with no recovery path. Provider quota/usage-limit
responses are treated as generic transient upstream errors, putting
agents into an error state and retrying before the quota window resets.
The dashboard counts all of these as true failures, inflating failure
metrics.
**Expected behavior**
Graceful shutdown should interrupt (not fail) running runs and chain
exactly one recovery retry. Workspace validation should repair
recoverable branch mismatches automatically. Quota errors should get
their own error class with the retry scheduled at the provider reset
time and the agent left idle. The dashboard should report recovered
restart kills separately from true failures.
**Steps to reproduce**
1. Start a heartbeat run, then restart the server (SIGTERM) while it is
in flight — the run lands as `failed` with a process-loss error code
even when its retry succeeds
2. Check out an issue whose worktree branch has diverged (e.g. after a
force-moved branch) — every subsequent run fails
`workspace_validation_failed` deterministically
3. Drive an agent into a provider usage-limit window — the run fails as
a generic transient upstream error and the agent enters an error state
instead of idling until the reset time
**Paperclip version or commit**
master (base
|
||
|
Dotta
|
5a0c1979cf | [codex] Add runtime lifecycle recovery and live issue visibility (#4419) | ||
|
DottaandPaperclip
|
236d11d36f |
[codex] Add run liveness continuations (#4083)
## Thinking Path > - Paperclip orchestrates AI agents for zero-human companies. > - Heartbeat runs are the control-plane record of each agent execution window. > - Long-running local agents can exhaust context or stop while still holding useful next-step state. > - Operators need that stop reason, next action, and continuation path to be durable and visible. > - This pull request adds run liveness metadata, continuation summaries, and UI surfaces for issue run ledgers. > - The benefit is that interrupted or long-running work can resume with clearer context instead of losing the agent's last useful handoff. ## What Changed - Added heartbeat-run liveness fields, continuation attempt tracking, and an idempotent `0058` migration. - Added server services and tests for run liveness, continuation summaries, stop metadata, and activity backfill. - Wired local and HTTP adapters to surface continuation/liveness context through shared adapter utilities. - Added shared constants, validators, and heartbeat types for liveness continuation state. - Added issue-detail UI surfaces for continuation handoffs and the run ledger, with component tests. - Updated agent runtime docs, heartbeat protocol docs, prompt guidance, onboarding assets, and skills instructions to explain continuation behavior. - Addressed Greptile feedback by scoping document evidence by run, excluding system continuation-summary documents from liveness evidence, importing shared liveness types, surfacing hidden ledger run counts, documenting bounded retry behavior, and moving run-ledger liveness backfill off the request path. ## Verification - `pnpm exec vitest run packages/adapter-utils/src/server-utils.test.ts server/src/__tests__/run-continuations.test.ts server/src/__tests__/run-liveness.test.ts server/src/__tests__/activity-service.test.ts server/src/__tests__/documents-service.test.ts server/src/__tests__/issue-continuation-summary.test.ts server/src/services/heartbeat-stop-metadata.test.ts ui/src/components/IssueRunLedger.test.tsx ui/src/components/IssueContinuationHandoff.test.tsx ui/src/components/IssueDocumentsSection.test.tsx` - `pnpm --filter @paperclipai/db build` - `pnpm exec vitest run server/src/__tests__/activity-service.test.ts ui/src/components/IssueRunLedger.test.tsx` - `pnpm --filter @paperclipai/ui typecheck` - `pnpm --filter @paperclipai/server typecheck` - `pnpm exec vitest run server/src/__tests__/activity-service.test.ts server/src/__tests__/run-continuations.test.ts ui/src/components/IssueRunLedger.test.tsx` - `pnpm exec vitest run server/src/__tests__/heartbeat-process-recovery.test.ts -t "treats a plan document update"` - `pnpm exec vitest run server/src/__tests__/activity-service.test.ts server/src/__tests__/heartbeat-process-recovery.test.ts -t "activity service|treats a plan document update"` - Remote PR checks on head `e53b1a1d`: `verify`, `e2e`, `policy`, and Snyk all passed. - Confirmed `public-gh/master` is an ancestor of this branch after fetching `public-gh master`. - Confirmed `pnpm-lock.yaml` is not included in the branch diff. - Confirmed migration `0058_wealthy_starbolt.sql` is ordered after `0057` and uses `IF NOT EXISTS` guards for repeat application. - Greptile inline review threads are resolved. ## Risks - Medium risk: this touches heartbeat execution, liveness recovery, activity rendering, issue routes, shared contracts, docs, and UI. - Migration risk is mitigated by additive columns/indexes and idempotent guards. - Run-ledger liveness backfill is now asynchronous, so the first ledger response can briefly show historical missing liveness until the background backfill completes. - UI screenshot coverage is not included in this packaging pass; validation is currently through focused component tests. > 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, GPT-5.4, local tool-use coding agent with terminal, git, GitHub connector, GitHub CLI, and Paperclip API access. ## 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 run tests locally and they pass - [x] I have added or updated tests where applicable - [x] If this change affects the UI, I have included before/after screenshots - [x] I have updated relevant documentation to reflect my changes - [x] I have considered and documented any risks above - [x] I will address all Greptile and reviewer comments before requesting merge Screenshot note: no before/after screenshots were captured in this PR packaging pass; the UI changes are covered by focused component tests listed above. --------- Co-authored-by: Paperclip <noreply@paperclip.ing> |