Skip to main content

Autonomous AI agent for Yandex.Direct and Yandex.Metrika — with safety rails, audit trail, and a plan→confirm→execute policy.

Project description

yadirect-agent

An autonomous AI agent for Yandex.Direct that does the daily PPC chores — with a safety layer that refuses to spend money it shouldn't.

Python License: MIT CI Ruff Checked with mypy

What it does

You give it a task in plain language — "pause everything with CTR below 0.5% over the last 7 days", "raise bids on the top-5 converting keywords by 20%" — and it talks to Yandex.Direct and Yandex.Metrika, plans the change, runs it through a safety pipeline, executes, and appends an audit record.

Two interchangeable transports over the same core:

  • CLIyadirect-agent run "..." for cron or ad-hoc work.
  • MCP serveryadirect-agent mcp serve for Claude Desktop and Claude Code. Same tools, same safety, different shell.

The problem it solves

Day-to-day PPC management is dozens of small, repetitive decisions on the same handful of signals (CTR, CPA, Quality Score, query drift). They eat attention and they're easy to drop. Handing them to "just an LLM with API keys" is how you wake up to a drained budget.

This agent does the chores and treats spending as the dangerous operation it is: every mutating call is gated, every change is auditable, defaults refuse to do anything irreversible without a human in the loop.

Status

Pre-alpha. The shipped scope, the queue, and the discovered tech debt all live in docs/BACKLOG.md — that's the single source of truth, README will not try to mirror it. Roadmap by milestone: docs/TECHNICAL_SPEC.md.

At a coarse level: reads, safe pauses, gated mutations (resume / budget / bids via apply-plan), full safety pipeline (7 kill-switches + plan→confirm→execute + audit + staged rollout), CLI and MCP work today. Real Wordstat, A/B testing, Metrika reporting and alerts don't yet.

Quickstart

Requires Python 3.11+.

End user (recommended — once on the host machine):

pip install yadirect-agent                      # or: pipx install yadirect-agent
yadirect-agent install-into-claude-desktop      # wires it into Claude Desktop
# Restart Claude Desktop, then in chat:
#   "помоги настроить Яндекс.Директ-агент"

If you prefer the CLI without Claude Desktop:

pip install yadirect-agent
cp /path/to/.env.example .env                   # fill tokens; keep YANDEX_USE_SANDBOX=true
cp /path/to/agent_policy.example.yml agent_policy.yml
yadirect-agent --version
yadirect-agent run "list all campaigns in sandbox"

Contributor / pre-release (current path):

git clone git@github.com:Kozharina/yadirect-agent.git
cd yadirect-agent
make install                                    # venv + dev deps via uv
cp .env.example .env                            # fill tokens; keep YANDEX_USE_SANDBOX=true
cp agent_policy.example.yml agent_policy.yml    # set account_daily_budget_cap_rub
make check                                      # lint + type + tests must be green

yadirect-agent run "list all campaigns in sandbox"

Driving it from Claude Desktop / Claude Code: docs/OPERATING.md.

Safety in one screen

Four independent layers. Any one of them can refuse the operation.

  1. Sandbox by default. YANDEX_USE_SANDBOX=true hits api-sandbox.direct.yandex.com and cannot move real money. Flipping it is a deliberate human action, not something the agent can talk you into.
  2. Plan → confirm → execute. Every mutating call is serialised into an OperationPlan, run through the policy pipeline (budget cap, max-CPC, required negatives, QS guard, budget-balance shift, conversion integrity, query drift), and only then dispatched. The policy lives in agent_policy.yml and cannot be overridden from the model's context.
  3. Audit JSONL. Every action — agent and operator — is appended to logs/audit.jsonl with a trace_id, request/response shapes, and a reversibility marker. Append-only. Secrets are stripped at the sink.
  4. Staged rollout. shadow → assist → autonomy_light → autonomy_full in agent_policy.yml. Promotion is an explicit yadirect-agent rollout promote call that itself gets audited.

The deeper version: docs/TECHNICAL_SPEC.md §M2. Reporting a vulnerability: SECURITY.md.

Commands

yadirect-agent run "<task>"               # one-shot agent run
yadirect-agent chat                       # interactive REPL
yadirect-agent list-campaigns [--state]   # direct call, no model (debug)
yadirect-agent plans list | show <id>     # inspect pending plans
yadirect-agent apply-plan <id>            # operator approval — actually executes
yadirect-agent rollout status | promote   # autonomy stage transitions
yadirect-agent mcp serve [--allow-write]  # MCP stdio server
yadirect-agent doctor                     # environment diagnostics

Where to look next

You want to… Read
Use it from Claude Desktop / Claude Code docs/OPERATING.md
Understand the layers and what depends on what docs/ARCHITECTURE.md
See what's queued, blocked, in tech debt, done docs/BACKLOG.md
Read the milestone roadmap docs/TECHNICAL_SPEC.md
Contribute code docs/CODING_RULES.md, docs/TESTING.md, docs/REVIEW.md
Know how Claude Code itself behaves in this repo CLAUDE.md
Report a vulnerability SECURITY.md

License

MIT — see LICENSE.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

yadirect_agent-0.2.4.tar.gz (589.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

yadirect_agent-0.2.4-py3-none-any.whl (270.2 kB view details)

Uploaded Python 3

File details

Details for the file yadirect_agent-0.2.4.tar.gz.

File metadata

  • Download URL: yadirect_agent-0.2.4.tar.gz
  • Upload date:
  • Size: 589.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for yadirect_agent-0.2.4.tar.gz
Algorithm Hash digest
SHA256 ebe6fff5f972dd3237e0619ca0d69383acc9b6711c6627b84881f620572f1dfb
MD5 434b8c06d9832f1a8e01aa82b24151d7
BLAKE2b-256 46ec2a8576373304a34cc73a7a87772ea822f6b469a4a3226991e81ac1d61040

See more details on using hashes here.

Provenance

The following attestation bundles were made for yadirect_agent-0.2.4.tar.gz:

Publisher: release.yml on Kozharina/yadirect-agent

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file yadirect_agent-0.2.4-py3-none-any.whl.

File metadata

  • Download URL: yadirect_agent-0.2.4-py3-none-any.whl
  • Upload date:
  • Size: 270.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for yadirect_agent-0.2.4-py3-none-any.whl
Algorithm Hash digest
SHA256 26d4b2041f07a679aff5f2e03b8927ff5a4f0f7181df61f5fa4ca021ff92b117
MD5 f4c20fe219b6747c747a09e3bc38fae1
BLAKE2b-256 f51090adb7a36848ebda9bd945d4f252430f4c471068e921727f0bf6d0743e74

See more details on using hashes here.

Provenance

The following attestation bundles were made for yadirect_agent-0.2.4-py3-none-any.whl:

Publisher: release.yml on Kozharina/yadirect-agent

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page