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b152fd5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 | # Feedback Voting — Local Data Guide
When you rate an agent's response with **Helpful** (thumbs up) or **Needs work** (thumbs down), Paperclip saves your vote locally alongside your running instance. This guide covers what gets stored, how to access it, and how to export it.
## How voting works
1. Click **Helpful** or **Needs work** on any agent comment or document revision.
2. If you click **Needs work**, an optional text prompt appears: _"What could have been better?"_ You can type a reason or dismiss it.
3. A consent dialog asks whether to keep the vote local or share it. Your choice is remembered for future votes.
### What gets stored
Each vote creates two local records:
| Record | What it contains |
|--------|-----------------|
| **Vote** | Your vote (up/down), optional reason text, sharing preference, consent version, timestamp |
| **Trace bundle** | Full context snapshot: the voted-on comment/revision text, issue title, agent info, your vote, and reason — everything needed to understand the feedback in isolation |
All data lives in your local Paperclip database. Nothing leaves your machine unless you explicitly choose to share.
When a vote is marked for sharing, Paperclip immediately tries to upload the trace bundle through the Telemetry Backend. The upload is compressed in transit so full trace bundles stay under gateway size limits. If that immediate push fails, the trace is left in a retriable failed state for later flush attempts. The app server never uploads raw feedback trace bundles directly to object storage.
## Viewing your votes
### Quick report (terminal)
```bash
pnpm paperclipai feedback report
```
Shows a color-coded summary: vote counts, per-trace details with reasons, and export statuses.
```bash
# Installed CLI
paperclipai feedback report
# Point to a different server or company
pnpm paperclipai feedback report --api-base http://127.0.0.1:3000 --company-id <company-id>
# Include raw payload dumps in the report
pnpm paperclipai feedback report --payloads
```
### API endpoints
All endpoints require board-user access (automatic in local dev).
**List votes for an issue:**
```bash
curl http://127.0.0.1:3102/api/issues/<issueId>/feedback-votes
```
**List trace bundles for an issue (with full payloads):**
```bash
curl 'http://127.0.0.1:3102/api/issues/<issueId>/feedback-traces?includePayload=true'
```
**List all traces company-wide:**
```bash
curl 'http://127.0.0.1:3102/api/companies/<companyId>/feedback-traces?includePayload=true'
```
**Get a single trace envelope record:**
```bash
curl http://127.0.0.1:3102/api/feedback-traces/<traceId>
```
**Get the full export bundle for a trace:**
```bash
curl http://127.0.0.1:3102/api/feedback-traces/<traceId>/bundle
```
#### Filtering
The trace endpoints accept query parameters:
| Parameter | Values | Description |
|-----------|--------|-------------|
| `vote` | `up`, `down` | Filter by vote direction |
| `status` | `local_only`, `pending`, `sent`, `failed` | Filter by export status |
| `targetType` | `issue_comment`, `issue_document_revision` | Filter by what was voted on |
| `sharedOnly` | `true` | Only show votes the user chose to share |
| `includePayload` | `true` | Include the full context snapshot |
| `from` / `to` | ISO date | Date range filter |
## Exporting your data
### Export to files + zip
```bash
pnpm paperclipai feedback export
```
Creates a timestamped directory with:
```
feedback-export-20260331T120000Z/
index.json # manifest with summary stats
votes/
PAP-123-a1b2c3d4.json # vote metadata (one per vote)
traces/
PAP-123-e5f6g7h8.json # Paperclip feedback envelope (one per trace)
full-traces/
PAP-123-e5f6g7h8/
bundle.json # full export manifest for the trace
...raw adapter files # codex / claude / opencode session artifacts when available
feedback-export-20260331T120000Z.zip
```
Exports are full by default. `traces/` keeps the Paperclip envelope, while `full-traces/` contains the richer per-trace bundle plus any recoverable adapter-native files.
```bash
# Custom server and output directory
pnpm paperclipai feedback export --api-base http://127.0.0.1:3000 --company-id <company-id> --out ./my-export
```
### Reading an exported trace
Open any file in `traces/` to see:
```json
{
"id": "trace-uuid",
"vote": "down",
"issueIdentifier": "PAP-123",
"issueTitle": "Fix login timeout",
"targetType": "issue_comment",
"targetSummary": {
"label": "Comment",
"excerpt": "The first 80 chars of the comment that was voted on..."
},
"payloadSnapshot": {
"vote": {
"value": "down",
"reason": "Did not address the root cause"
},
"target": {
"body": "Full text of the agent comment..."
},
"issue": {
"identifier": "PAP-123",
"title": "Fix login timeout"
}
}
}
```
Open `full-traces/<issue>-<trace>/bundle.json` to see the expanded export metadata, including capture notes, adapter type, integrity metadata, and the inventory of raw files written alongside it.
Each entry in `bundle.json.files[]` includes the actual captured file payload under `contents`, not just a pathname. For text artifacts this is stored as UTF-8 text; binary artifacts use base64 plus an `encoding` marker.
Built-in local adapters now export their native session artifacts more directly:
- `codex_local`: `adapter/codex/session.jsonl`
- `claude_local`: `adapter/claude/session.jsonl`, plus any `adapter/claude/session/...` sidecar files and `adapter/claude/debug.txt` when present
- `opencode_local`: `adapter/opencode/session.json`, `adapter/opencode/messages/*.json`, and `adapter/opencode/parts/<messageId>/*.json`, with optional `project.json`, `todo.json`, and `session-diff.json`
## Sharing preferences
The first time you vote, a consent dialog asks:
- **Keep local** — vote is stored locally only (`sharedWithLabs: false`)
- **Share this vote** — vote is marked for sharing (`sharedWithLabs: true`)
Your preference is saved per-company. You can change it any time via the feedback settings. Votes marked "keep local" are never queued for export.
## Data lifecycle
| Status | Meaning |
|--------|---------|
| `local_only` | Vote stored locally, not marked for sharing |
| `pending` | Marked for sharing, saved locally, and waiting for the immediate upload attempt |
| `sent` | Successfully transmitted |
| `failed` | Transmission attempted but failed (for example the backend is unreachable or not configured); later flushes retry once a backend is available |
Your local database always retains the full vote and trace data regardless of sharing status.
## Remote sync
Votes you choose to share are sent to the Telemetry Backend immediately from the vote request. The server also keeps a background flush worker so failed traces can retry later. The Telemetry Backend validates the request, then persists the bundle into its configured object storage.
- App server responsibility: build the bundle, POST it to Telemetry Backend, update trace status
- Telemetry Backend responsibility: authenticate the request, validate payload shape, compress/store the bundle, return the final object key
- Retry behavior: failed uploads move to `failed` with an error message in `failureReason`, and the worker retries them on later ticks
- Default endpoint: when no feedback export backend URL is configured, Paperclip falls back to `https://telemetry.paperclip.ing`
- Important nuance: the uploaded object is a snapshot of the full bundle at vote time. If you fetch a local bundle later and the underlying adapter session file has continued to grow, the local regenerated bundle may be larger than the already-uploaded snapshot for that same trace.
Exported objects use a deterministic key pattern so they are easy to inspect:
```text
feedback-traces/<companyId>/YYYY/MM/DD/<exportId-or-traceId>.json
```
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