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Сергей Маринкевич
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---
name: mattermost-search
description: |
Search Mattermost export dumps via mattermost-search MCP (mm_search_mcp.py):
message text, attachment names, attachment text content, filters by user/channel/team/date.
Use when the user asks to find messages, posts, or files in Mattermost exports,
mattermost-dl results, or the local sqlite index. Requires MCP server mattermost-search.
Index bypass (no_index, regex, CLI, grep) needs explicit user permission.
---
# Mattermost Search (MCP)
Search local Mattermost JSON exports produced by `mattermost-dl.py`. **Always use MCP
tools** (`mm_search`, `mm_search_index_status`) as the default path.
## Mandatory rules
**Поиск в обход индекса и MCP — только с явного разрешения пользователя.**
Не делать самостоятельно, пока пользователь явно не попросил:
| Обход | Примеры |
|---|---|
| Индекс | `no_index=true`, `regex=true` (сканирует JSON), прямое чтение/grep по `results/` |
| MCP | запуск `mm_search.py`, `python mm_search.py …`, любой shell вместо MCP tools |
**Разрешено без спроса:** `mm_search` с индексом (`used_index: true`) — обычный
`search_mode="message"`, `file_name`, `file_content`.
**Если индекс недоступен или нужен regex/scan:** остановиться, сообщить пользователю
(нет `db_exists`, нужен `mm_index.py`, или требуется медленный обход JSON) и **дождаться
явного «да»** перед `no_index`, `regex`, CLI или чтением файлов экспорта.
## Prerequisites
- **`mattermost-search`** MCP server connected (`mm_search`, `mm_search_index_status` visible).
- Export JSON under `results/` (or `MM_SEARCH_ROOT`).
- SQLite index `mattermost_index.sqlite` (or `MM_SEARCH_DB`) for fast search and
**required** for attachment search. Build/update: `python mm_index.py`.
Server env (set in `mcp.json` `cwd` / `env`):
| Variable | Default |
|---|---|
| `MM_SEARCH_ROOT` | `results` |
| `MM_SEARCH_DB` | `mattermost_index.sqlite` |
## Quick start
1. `mm_search_index_status()` — confirm `db_exists`, `root_exists`, `json_files`.
2. Pick **search_mode** (see table below).
3. `mm_search(query=…, …)` with filters; keep `limit` small (10–50) unless the user needs all hits.
4. Read `matches[].post.message`; for attachments also `matches[].attachment`.
## Tools
| Need | Tool |
|---|---|
| Search messages / attachments | `mm_search(query, …)` |
| Check index & export layout | `mm_search_index_status(db?, root?)` |
## Choose search_mode
| Goal | `search_mode` | Notes |
|---|---|---|
| Text in post body | `message` (default) | Uses FTS index; JSON scan only with user permission |
| Attachment filename | `file_name` | Index **required**; no `regex` |
| Text inside attachment | `file_content` | Index **required**; UTF-8 text files only |
| Regex in message | `message` + `regex=true` | **User permission required** — scans JSON, skips index |
## mm_search parameters
| Param | Role |
|---|---|
| `query` | Search string (or regex pattern) |
| `user` | Exact username filter |
| `channel` | Exact `display_name` or `name` |
| `team` | Exact team name |
| `after` / `before` | `YYYY-MM-DD` or ISO datetime |
| `limit` | Max matches (apply early — large exports) |
| `ignore_case` | Default: on for substring, off for regex |
| `no_index` | Force JSON file scan — **user permission required** |
| `output` | `json` (default) or `human` (CLI-style lines) |
| `show_file` | Prefix `file:idx:` in human output |
## Response shape (`output=json`)
```json
{
"count": 2,
"used_index": true,
"search_mode": "message",
"root": "results",
"db": "mattermost_index.sqlite",
"matches": [
{
"file": "results/20260605/user/channel.json",
"channel": "general",
"team": "myteam",
"post": {
"id": "…",
"idx": 42,
"created": "2026-01-15T10:00:00Z",
"username": "alice",
"message": "…",
"files": ["path/to/file.pdf"]
},
"attachment": {
"filename": "doc.txt",
"path": "…",
"is_text": true
}
}
]
}
```
`attachment` is present only for `file_name` / `file_content` hits.
## Common workflows
**Find what someone wrote about a topic**
```
mm_search(query="deploy rollback", user="alice", after="2026-01-01", limit=20)
```
**Find posts in a channel**
```
mm_search(query="incident", channel="alerts", limit=30)
```
**Find attachment by name**
```
mm_search(query="report.pdf", search_mode="file_name", limit=10)
```
**Regex over raw JSON (no index)** — только после явного разрешения пользователя
```
mm_search(query="ERROR-\\d+", regex=true, no_index=true, limit=50)
```
**Human-readable listing for the user**
```
mm_search(query="standup", output="human", show_file=true, limit=15)
```
## Pitfalls
- `file_name` / `file_content` + `regex=true` → error.
- Attachment search without index → error; run `mm_index.py` first.
- `channel` / `user` / `team` are **exact** matches, not substring.
- Token budget: prefer `limit`, narrow `after`/`before`, then widen if empty.
- If `count=0` with index: broaden `query`, drop filters, suggest `mm_index.py` — **не**
переключаться на `no_index` / `regex` / CLI без явного разрешения.
## Related CLI
Использовать **только по явной просьбе пользователя** (обход MCP):
| CLI | MCP equivalent |
|---|---|
| `mm_search.py QUERY` | `mm_search(query=QUERY)` |
| `--file-name` | `search_mode="file_name"` |
| `--file-content` | `search_mode="file_content"` |
| `--regex` | `regex=true` (permission required) |
| `--no-index` | `no_index=true` (permission required) |
| `mm_index.py` | not in MCP — предложить пользователю, не запускать самому |