Borrowing it
Nothing to install: this file belongs to mdemyanov/ktalk-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/mdemyanov/ktalk-mcp/main/CLAUDE.mdgit clone --depth 1 https://github.com/mdemyanov/ktalk-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/mdemyanov/ktalk-mcp/claude-md)<a href="https://agentmods.dev/instructions/mdemyanov/ktalk-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/mdemyanov/ktalk-mcp/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/mdemyanov/ktalk-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/mdemyanov/ktalk-mcp/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.02199 | $0.02199 |
| Opus 5 | $0.01099 | $0.01099 |
| Sonnet 5 | $0.00440 | $0.00440 |
| Haiku 4.5 | $0.00220 | $0.00220 |
Grade A, and why
ktalk-mcp CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ktalk-mcp
Пакет с двумя командами: MCP-сервер для доступа к записям Контур.Толк (KTalk)
и CLI ktalk — операционный реестр записей на SQLite.
Стиль (безусловное правило)
Писать сухо и сжато — в ответах, коммитах, статьях content/, докстрингах.
Вывод, потом обоснование; без преамбул, повторов и похвалы. Нет факта — так и
сказать. Правило действует всегда и приоритетнее привычки к развёрнутости.
Entry points
ktalk-mcp = ktalk_mcp.server:main— MCP-сервер (контент: транскрипты, саммари)ktalk = ktalk_mcp.cli:main— CLI реестра (механика: sync/дедуп/статусы/экспорт)
Commands
bash scripts/check.sh --fast— гейты контура (тот же прогон, что на pre-commit)
Architecture
Один пакет ktalk_mcp, общие client.py/config.py для MCP и CLI.
- Мутирующего MCP-инструмента нет: планирование отдаёт только предпросмотр (ADR-005)
- Пути API живут в таблице
OPERATION_PROFILES(auth.py), не хардкодом в методах — набор путей зависит от режима авторизации calendar_reader.py: окно календаря режется клиентом (сервер лимитирует 7 днями, потолок сегмента 100,skipне работает)cli.py:_REGISTRY_FREE_COMMANDS— команды, не открывающие БДcontour_diagnostics.py— диагностика недокументированного контура (ADR-004)
API Reference
Контракты, режимы авторизации и эмпирика поведения API (спеке верить нельзя) —
в src/ktalk_mcp/CLAUDE.md, грузится при работе с файлами под src/.
Conventions
- Async everywhere (httpx, fastmcp)
- Каждый MCP tool принимает параметр
format: "raw" (JSON as-is) или "markdown" (human-readable) ktalk_get_transcriptподдерживает чанкинг:chunk(0=авто, 1+=номер чанка),chunk_size(символов, по умолчанию 30000)- Ошибки API → человекочитаемые сообщения на русском
- Имена пользователей:
surname firstname, fallback:login→anonymousName→ "Неизвестный" - Длительность: секунды → "X ч Y мин" или "X мин"
CLI / реестр (registry)
- SQLite — операционный source of truth;
registry.mdв vault — генерируемое read-only зеркало (ktalk export), не редактировать руками. - Статусы:
new → done|skipped|partial,partial → done. Экспирация: записиnewстрого старше N дней (по умолчанию 7) →skippedприsync. - Конкурентность: WAL +
busy_timeout=5000, транзакция на операцию — параллельныеmark-*из фоновых агентов безопасны. --jsonу всех команд печатает валидный JSON в stdout; ошибки — в stderr с ненулевым кодом возврата (навык/агент парсят stdout).- Путь к БД бинарный → gitignore в vault (
.registry.db,-wal,-shm). ktalk migrate <vault>— разовый импорт из markdown-реестров; парсер устойчив к 7/8-колоночным архивам и|внутри ячеек.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 143 lines · 2,199 tokens per session scan A 30232d827de2
ktalk-mcp CLAUDE.md is an instructions file published in the GitHub repository mdemyanov/ktalk-mcp (1 stars, last pushed 18d ago), licensed MIT. It adds 2,199 tokens to every session, about $0.0110 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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