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13709b4c7a |
feat(connections): let agents configure connections within delegated authority (#17737)
## Thinking Path
> - Paperclip is the open source app people use to manage AI agents for
work.
> - Connections provide governed tools, chat channels, model accounts,
and gateways.
> - Several management routes require a human board actor even when an
agent has the required grant.
> - Default agents must configure these resources within the responsible
user's authority.
> - This pull request adds a shared authorization path to the existing
REST and native API surface.
> - Human authentication, execution approvals, and local host boundaries
remain enforced.
> - The benefit is that a standard agent can complete authorized setup
with a bounded human handoff.
## Linked Issues or Issue Description
**Subsystem affected**
Server authorization, connection services, shared contracts, native API
discovery, database schema.
**Problem or motivation**
Connection administration is available in the web app but often
unavailable to agents. Agent grants, responsible-user authority,
credential ownership, and actor attribution need separate checks.
Opening gateway-token creation also requires preserving the issuing
agent's delegated authority during token use.
**Proposed solution**
Use the existing authorization evaluator for every connection family.
Enforce current responsible-user authority, effective trust, grant
scope, resource visibility, and target-agent access. Keep existing agent
grants unchanged. Expose authorized configuration through default
`search_api` and `call_api`. Save human authentication steps and let
agents continue after completion.
**Roadmap alignment**
This change completes the API access path for the existing Connected
Apps, Personal & Shared AI Accounts, and governed MCP Gateway
capabilities in `ROADMAP.md`. It follows the maintainer's requested
design. Related work: #11899 enforces connection execution access and
creator/manager rules; this PR extends agent management across
connection families. It does not replace that execution-policy work.
## What Changed
- Add shared connection management context and mandatory
responsible-user, trust, scope, and target checks.
- Allow authorized agents to configure tool, chat/email, GitHub/Slack,
AI, profile, and gateway resources through existing routes.
- Preserve human credential ownership and record the actual agent,
responsible user, and run or key in audit data.
- Preserve saved browser authentication handoffs and callback session
checks.
- Bind agent-issued durable gateway tokens to their responsible user and
recheck delegated authority at use.
- Add explicit REST transport and management capability metadata,
built-in guidance, and sensitive-response handling.
- Intersect caller and endpoint-agent Slack test/invitation policies,
including independent and shared rates. Require the addressed human’s
current endpoint identity link before completing identity handoffs.
- Add production-authenticated integration scenarios. Companion #17739
contains the saved setup UI (including the required human
import/rotation step), product and permission documentation,
catalog/Vercel credential and callback ownership, and operation maps to
keep each review below 100 files. Both PRs must ship together; merge
this implementation first, then its companion.
## Verification
- Current implementation head:
`2ecd6451d0d0c8d82121a4e3fa4ce94c5befbbd6`, including master
`ea727dc3c2`, 99 files. The latest follow-up fixes the two valid
findings from the preceding f9 review. Exact-head Greptile has completed
at5/5 with no findings and Superagent passed. Full exact-head Linux CI
workflow40446606056 completed SUCCESS; only the queued external
Paperclip Review remains pending; earlier Linux passes do not qualify
this successor.
- Latest preserved-stack verification passed **2,165 tests** in fresh
PostgreSQL: **70 actual-auth scenarios**, 27 OpenAPI contracts, 2,022
native API tests and 46 saved GitHub wizard cases. **141 existing
gateway/policy acceptance tests** also passed. Workspace
typecheck/build, maps and token gates passed. The first workspace
typecheck was blocked by sandbox tsx IPC permissions; its authorized
rerun passed. This is focused local evidence; the full Linux CI matrix
is still required.
- Issuer/target gateway policy regressions were red before the fix. Both
decisions now intersect, including Block/Ask first/rates, same
credential identity and current token/user/agent authority after
approval. Invocations retain their token and actual requesting agent;
deleted tokens fail closed. Thirteen actual-auth cases cover revocation,
narrowed scope, approvals, shared rates and board compatibility.
Intermediate missing-token attribution, review-context and
implicit-session actor failures remain in the qualification record; all
final cases pass.
- Activity pagination now retains a bounded cursor across private-only
windows. The actual-JWT regression reaches three older readable events
after 27 private ones without exposing private details. A native
device-login regression was red for plaintext receipts; local check and
test-call results now use existing protected-response handling. The
passing actual-auth case proves encrypted persistence, exact replay,
redacted history and no response asset.
- Previous-head `5b55195593` Linux CI initially failed e2e shard 4/8 in
the existing connection-intent continuation test: periodic recovery
queued a repair at 01:21:47, the scripted journey completed the task at
01:21:48, and the extra queued run was cancelled at 01:21:49 because the
task was terminal. The assertion selected that latest cancelled run.
GitHub refused the first attempt while the workflow was nonterminal.
After completion, the single evidence-supported failed-job rerun was
accepted as **attempt 2** on the same head (workflow 40431202466). The
failed shard and final E2E aggregate passed on attempt 2, and the
complete Linux workflow for that head is successful. The original
failure remains part of qualification. No additional unchanged-code
rerun will be used for this failure.
- Companion CI also has an unchanged login-cleanup idleness timeout,
retained in its qualification record. That same 16-case suite passed in
this parent Linux run and a fresh local database. Both preceding
workflows passed after their single failed-job reruns as attempt 2; the
original failures remain recorded. No additional unchanged-code rerun
was used.
- Migration `0380_broken_aqueduct.sql` was regenerated through the
repository workflow after master took 0379 for project Git
authorization. It adds the responsible-user column with `IF NOT EXISTS`,
preserves upstream migrations, and satisfies snapshot retention and
migration safety checks.
- Upstream published Copilot v62 and v63 identities remain byte-for-byte
unchanged. The combined guidance is now v64, digest
`sha256:22e31f95ef972bcead98a4a707c9f33433558fd111e390e027a2bbb4346e112a`.
The normal shared TypeScript/Rust identity check and **61 Copilot
installation tests passed**. The old source-identity assertion first
failed against unchanged published v63; regenerating a new v64 preserves
the published release.
- Workspace `pnpm -r typecheck` and `pnpm build`, map validation, and UI
token gates passed on the final combined stack after the upstream merge.
Node 24.22.1 / pnpm 9.15.4 were used.
- **Earlier 82 API/OpenAPI tests passed** in fresh PostgreSQL 18: 55
assembled-server scenarios and 27 contracts. They use real persistent
agent keys, run JWTs, human sessions, production defaults, and
deterministic provider fixtures. No actor injection establishes access.
- The new email regression was red before per-account scope filtering.
The Arcade regression was red before human ownership and inventory-key
fixes; it also verifies actual-agent audit identity and a human-session
inventory read. The activity regression measured **200 authorization
checks before the fix and one afterward** for the same one-item page.
- **82 GitHub UI tests passed**, including all three new
failed-replacement regressions that were red before their fix. The UI
preserves an earlier copy only after confirming its committed
generation. Changed or unreadable results block copying and reconnecting
until reconciled. Human-only secret responses now include their
nonsecret committed generation.
- Private test status now rechecks the originating principal and linked
task, including mandatory agent/responsible-user privacy. Cross-agent
tests require the full caller tool access decision and the same
credential identity, regardless of auth label; caller and target
policies/approvals and rate limits apply before execution and after
human approval. A profile-only precondition was found to reject valid
allow-policy and scoped-grant access and has been removed. Both
permitted-access cases and a no-auth-label identity regression were red
before the correction; caller-specific Block still prevents provider
execution. The private-status regression was also red before its fix.
- The tool-activity regression measured 100 capability decisions and 102
run captures on a 100-event page before the fix. It now uses two task
decisions and at most two captures while retaining the same 50 visible
events, private-event filtering, and 403 after audit-grant revocation.
The regression was red before request-context reuse and task-decision
sharing; final server typecheck/build also pass.
- Generic chat configure/reconnect now hands agent-supplied verification
credentials to the addressed human before provider work or vault
changes. Actual key/JWT regressions were red for Slack signing-key
replacement and generic channel secret-reference rebinding. They now
prove unchanged refs and vaulted signing value, human setup, permitted
agent bot-token repair, and governed test messages. All 82 API/OpenAPI
cases pass in fresh PostgreSQL. Eight native receipt protections and
final server typecheck/build also pass.
- The preceding review found that old healthy state could retire a
credential-entry card before a human changed anything. The actual-JWT
regression was red. Saved field generations now change only with
protected values and commit with refs plus a verification fence; retries
retain the baseline. Old health, bot-token repair and unchanged entry
stay pending. New signing verification and current authority permit
continuation. A separate red race proved that user revocation during
provider authentication could return 403 after refs changed; authority
is now checked before persistence and inside the credential transaction.
The final 82 API/OpenAPI cases, four neighboring real-database
Slack/GitHub lifecycle cases, and final server typecheck/build pass.
- A preceding full run crossed a rate-window boundary. Database rows
prove one consumed slot at 23:35 and another at 23:36 for the same
policy/bucket. Only Date is frozen in the rate test cases; transport and
asynchronous timers remain real. Production rate behavior is unchanged,
and the final full run passes. An intermediate fixture failure that
overwrote hidden generation metadata with an API projection is retained
in the qualification record.
- Linux CI on an earlier head found two rate-admission assertions that
omitted the newly persisted bucket key. The failures were reproduced
locally; both assertions now verify the exact actor/tool bucket and all
49 policy-service tests pass. The companion qualification record retains
the initial and intermediate failures. Catalog creator attribution is
preserved in the companion to keep this implementation review at 99
files.
- The latest review reproduced three regressions before repair: complete
human replacements failed on unavailable old signing secrets, fresh
GitHub links incorrectly selected reconnect, and different
credential-entry requests shared an idempotency key. Each old protected
ref now has a narrow known-unavailable fallback; unexpected resolver
failures and company/scope violations still abort. Fresh imports keep
their credential form, configured endpoints keep reconnect, and
canonical field sets/completion modes distinguish handoffs while
matching retries retain their baseline. All 55 actual-auth scenarios and
27 separately run OpenAPI contracts pass, as do server typecheck/build.
Companion #17739 also passes all 41 wizard tests including actual
fresh-form submission, UI typecheck, maps and token gates. Earlier red
results and a mistyped OpenAPI filename are retained in qualification.
- The configured GitHub handoff regression was red in the
browser-component tests and actual-auth link/persistence tests. Saved
links now name requested fields and all/any completion mode; the
companion form submits those supplied fields through reconnect and
retains other saved credentials. Webhook/client-secret reconnect remains
human-only; first-setup secret restrictions remain. All 46 wizard tests
pass, including combined modes and legacy links. A duplicate review
referenced the older companion bf760912; the current form is already
fixed, linked in the reply, and its thread is resolved.
- Linux CI on
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ed2c22ea8c |
feat(connections): simplify dedicated GitHub App setup (#15416)
## Thinking Path > - Paperclip manages agent work and the tools each agent can use. > - GitHub bots need their own App identity and restricted repository access. > - Manual App configuration and repeated setup gates make that connection hard to finish. > - GitHub can create an App from a manifest, but people must approve creation and repository access. > - Each Paperclip stack should own configuration, credentials, signature verification, and task admission. > - This change uses Cloud as an encrypted callback and event gateway, then completes setup in the stack. > - GitHub review bots have their own experimental setting. Chat connector opt-in does not control them. ## Linked Issues or Issue Description **What existing behavior does this improve?** Dedicated GitHub App setup, bot settings, and task-scoped GitHub replies. **Current behavior** Users must configure an App, copy credentials, repeat repository selection, and complete manual verification gates. Review settings are hard to scan. Mentions in descriptions can be missed, and automatic completion text can produce an extra GitHub comment. **Proposed behavior** Choose an agent and connect GitHub under a personal account or organization. GitHub asks for creation and installation consent. Paperclip resumes the same draft, stores secrets locally, imports access, verifies delivery, and opens Settings. Each accepted request has one editable App-owned comment for progress and results. Review assessments produce deterministic checks for the reviewed commit. **Breaking changes** GitHub bots require their own default-off experimental opt-in. The setup-method and delegated-agent screens are removed. Per-person automatic-run flags remain readable but are replaced by author filters. Existing connections, direct webhooks, saved restrictions, and manual existing-App recovery remain supported. Companion gateway: https://github.com/paperclipai/paperclip-cloud/pull/688 (merged). The roadmap and related PRs were checked; no duplicate dedicated-App wizard was found. ## What Changed - Add an independent **GitHub review bots** setting across the catalog, routes, identity admission, and task controls. Existing bots continue running when the UI setting is off. - Replace setup with Choose agent and Connect GitHub. Support personal and organization owners, inline low-trust conversion, saved drafts, known organization suggestions, automatic completion, and same-App recovery. - Keep manifests, OAuth PKCE, credential exchange, vault storage, installation verification, and original webhook-signature validation in the stack. Use the Cloud sealed gateway for public callbacks and outbound local delivery. - Add resumable owner metadata in migration 0323. Retry a failed registration renewal through the same durable replacement rather than creating another App route. - Support authorized mentions in issue and PR bodies, comments, inline comments, and review summaries. Preserve attachments, edited-source identity, duplicate protection, and lifecycle invalidation. Filter requests explicitly addressed to another connected bot. - Give agents task-scoped review, comment, and update tools. Update one working comment through progress and final output. Close coalesced requests and recover delayed acknowledgements, including deleted earlier working comments. Preserve automatic replies for legacy connections without saved review configuration. Preserve partial publication evidence and quarantine uncertain automatic fallbacks without blocking Board messages or questions. - Reorganize Settings and Access with rich slash-skill instructions, numeric passing scores, clear automation controls, formal-review tooltips, member and contributor sections, and verified App branding links. Preserve invalid score drafts and automation choices across tabs. - Paginate repositories in 20-row batches with search and a true connection-wide toggle. Batch verification at GitHub's 500-ID token limit. Keep saved repository overrides while hiding their editor. - Give each review a detail URL that remains usable beyond the newest 100 records. Synchronize the manager OpenAPI contracts and add recovery, authorization, UI, and browser regressions. - Reconcile the current master branch and retain its agent avatar, feature catalog, and extracted heartbeat preparation code. Preserve a saved test-drive port and recover from an occupied high port. ## Verification - Focused UI, independent experimental-setting, and CLI tests: 199 passed. - `pnpm -r typecheck`, `pnpm build`, and `pnpm check:token-gates` passed. The broad local Vitest attempt was interrupted after resource timeouts and stale expectations; the affected regressions passed focused reruns. The latest-head full CI matrix passed, including all browser shards, server/chat suites, builds, typechecking, canary packaging, and Docker context integrity. A Docker Hub 429 required a CI retry; it passed without changing the code. - Final review repairs: 127 attachment/event tests and server typecheck passed. All 13 final integration regressions passed under the normal CI timeout, covering legacy reply compatibility, deleted coalesced comments, inline-only review completion, progress edits, and native final recovery. Restart-safe description/review attachments passed the attachment suite. - Final regressions: four reply/lifecycle tests, both native GitHub wait tests, 171 feature-gate/reply-contract tests, the routed review preview, and five scheduler/reply regressions passed. The final fixture repair also passed all six setup-continuation cases and all three complete chat-test shards in CI, covering terminal receipts and retries under the normal CI timeout. One loaded-host receipt run exceeded its local timeout; the exact case passed in an isolated rerun and the complete CI shard. - GitHub integration tests cover personal and organization setup, retry recovery, edited mentions, attachment provenance, coalesced requests, delayed acknowledgements, partial review writes, old review URLs, and company boundaries. - Browser qualification: both GitHub journeys, all five provider setup/management journeys, and the GitHub uncertain-send recovery journey passed. GitHub setup, reconnect, and task replies run with chat disabled; chat enabled alone cannot expose GitHub bots. The disposable qualification database was removed after testing. - Earlier live qualification verified App-owned issue replies, native slash-skill invocation, progress comment edits, and a 5/5 PR review with a passing current-head check in the dedicated permissions-smoke repository. These live checks did not use personal credentials as bot execution authority. ## Risks - Deploy the merged Cloud gateway protocol before the stack update. Each callback and encrypted event must retain the original instance and tenant binding. - Migration 0323 uses idempotent column additions for test installations that already applied the earlier draft migration number. - A verified connection does not prove runtime isolation or a completed review. Runtime checks remain separate. - Required merge checks must be configured in GitHub. A passing numeric score does not formally approve a PR; approval and request-changes tools remain opt-in. - Existing-App credentials cannot silently renew an uncertain manifest exchange. Recovery preserves the existing App, draft, connection, and agent. - Repository changes save immediately. Global toggles affect all currently available repositories, including unloaded rows, without granting new installation access. - A failed or uncertain tool write suppresses automatic fallback text; the governed outbox retains its evidence. Deleted or replaced response comments are not recreated through a personal credential fallback. - GitHub logo upload remains an optional human action in GitHub App settings. Runtime provisioning, delegated setup, screenshot publication, and production push delivery remain deferred. ## Model Used OpenAI Codex, based on GPT-6, with tool use and code execution. The exact runtime model identifier and context size are not exposed in this session. ## 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 references) - [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 (focused suites; complete test matrix is checked in CI) - [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> |
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8813a50105 |
feat: run GitHub review bots through Paperclip agents (#13717)
## Thinking Path > - Paperclip manages agent work as tasks and runs. > - GitHub chat brings repository conversations into those tasks. > - A review bot needs the assigned agent, its authority, and governed provider tools. > - The existing channel connection did not supply that review workflow or a complete setup journey. > - This pull request adds GitHub App setup, account access, event prompts, task-bound review tools, and exact-commit checks. > - Operators can inspect each review through the same task, run, and activity systems. ## Linked Issues or Issue Description **Subsystem affected** GitHub chat, governed connection tools, task execution, shared/database contracts, and connector setup UI. **Problem or motivation** Operators need a GitHub review bot that runs their assigned Paperclip agent. Mentions and PR events must preserve task ownership and requester authority. Provider publication must use the bot App identity and enforce the configured permissions. **Proposed solution** Extend the existing GitHub chat connector with resumable App onboarding, linked-member and sponsored-guest access, editable event prompts, and governed review operations. Validate structured assessments on the server and compute a stable Paperclip Review check for the exact head commit. **Alternatives considered** A separate review scheduler would duplicate Paperclip execution and permissions. Reusing personal GitHub credentials would change the bot identity and credential boundary. **Roadmap alignment** This extends the existing Connected Apps and governed-tool infrastructure. The project owner requested and approved this design. Related PR #8645 imports external Codex review feedback; this change runs an assigned Paperclip agent and publishes its results through the existing chat connector. ## What Changed - Include the current Paperclip instance origin in the copied setup prompt. Storybook uses its configured Paperclip origin; callback parameters and URL credentials are excluded. - Add a Claude/Codex copy button in the real setup and Storybook opening step. Its detailed prompt asks four setup questions and guides embedded-browser setup, verification, and optional required checks. Clipboard failure exposes selectable instructions. - Add a tutorial that explains why App installation, review scheduling, and required checks are separate choices. - Add manifest registration, an existing-App path, separate installation and repository selection, repository refresh, and explicit account confirmation. - Add low-trust agent guidance, effective capability verification, member selection, and explicit restricted guests with a sponsor. - Add configurable PR events, prompts, repository overrides, rating thresholds, and separate formal-review permissions. - Give the assigned agent governed App tools to read PRs, comment, begin an assessment, submit findings, and optionally submit a formal review. - Bind review history, root PR events, and inline replies to ordinary tasks. Deduplicate deliveries/findings and reject stale publication. - Link check Details to the underlying task on the current trusted hostname, or to Reviews before task creation. - Add schema migration 0283, API contracts, production UI, and 49 interactive Storybook states. - Repair local lease recovery. Keep the Cloud Dockerfile identical to master; no provider-pack layer or runtime-default environment variable is added. - Retry only rolled-back wake-admission transactions after transient endpoint-lock contention. A deterministic held-lock regression proves one accepted wake. ## Verification - Current head: `7ba761fe007bb798400d3e62346fa964f607f0f8`, rebased on master `d9b3a5653e41f2ee5a1345b97c86a238f7a5c8e9`. Dockerfile has zero diff against master. Final workspace typecheck and build passed. The new PostgreSQL migration regression passed and preserves existing relation and constraint identities after replay. - Greptile reviewed this exact head at 5/5. There are zero unresolved review threads and no merge conflicts. - All current-head checks are green: 54 passed and two conditional Storybook jobs skipped. This includes complete server/workspace test suites, build, typechecks, policy checks, Runner suites, browser suites, and security status. One timing-sensitive callback-ordering test passed in isolation and its CI shard passed one retry. The duplicate local full-suite run was stopped after CI completed; it is not counted as a local full-suite pass. - Before the final Slack rebase and migration renumbering, 186 focused GitHub tests, 14 native bootstrap cases, token gates, and Storybook build passed. The final rebase retained the new Slack communication guidance. - The embedded-browser setup test copied the full detailed prompt, including the configured Paperclip instance URL. Desktop and narrow layouts were checked. Component tests cover successful copying and clipboard failure with selectable text and retry. - Live local and hosted GitHub acceptance evidence refers to application revision `cb703ac959876a07ebf3d7a295847f9f351eb6fc`. Real agent tasks exercised issue mentions, automatic PR reviews, inline findings, repeated mentions, task continuation, and failing-to-passing checks after a push. The Storybook agent generated, built, and browser-rendered pages; missing acceptance text failed, matching text passed, and broken JSX produced an incomplete result. - Live cases also covered independently disabled push events, prompt injection, duplicate signed deliveries, rapid pushes, stale-result rejection, finding deduplication, and restart recovery. Formal reviews were denied while disabled and published only after explicit enablement. Check Details links pointed to the underlying task on the trusted hostname. - Those hosted native Claude runs used the provider-pack layer now removed from this PR. They do not prove native Claude works on the standard Cloud image. A replacement hosted native Codex run is not yet verified: the disposable QA tenant has only an Anthropic AI connection. No new staging or production deployment was made for the packaging removal. - Required-check merge enforcement could not be tested because the private disposable repository's GitHub plan rejected the rules configuration. Published success/failure/incomplete check states were verified directly. ## Risks - Latest master allocated migration 0282 to Slack. The GitHub migration is regenerated as 0283 with replay-safe table/index/constraint creation; a PostgreSQL regression verifies existing relations and constraints are preserved. Existing preview tenants remain subject to the fleet migration-history compatibility preflight; no bypass is introduced. - Migration 0283 adds company-scoped configuration, registration, review, and publication records. Existing connections retain their behavior until reviews/tools are enabled. - Signed webhooks and expiring registration state remain required. Hosted installations also need the companion narrow Cloud gateway exemptions. - Agent assessments can be incomplete or wrong. The server enforces coverage/result structure, current-head publication, rating policy, and separate formal-review permission; it does not replace code-review judgment. - No Cloud image packaging changes are included. Remote native ACPX/Claude and OpenCode retain their existing operator-supplied provider-pack prerequisite. Native Codex and Codex with managed MCP tools do not require that pack. Earlier staging deployment evidence refers to its stated revision, not this packaging-removal head. Production rollout and merging remain outside this change. ## Model Used OpenAI GPT-6 through Codex, with repository, code execution, API, and embedded-browser tools. The exact serving model ID and context-window size were not exposed by the environment. ## 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> |