gemcode 0.3.80

Local-first coding agent on Google Gemini + ADK

GemCode — User manual

GemCode is a local-first coding agent that combines Google Gemini with the Agent Development Kit (ADK) to work inside your repositories: it reads and edits files, runs allowlisted commands, searches code and the web, and can optionally use embeddings, deep research, browser automation, and live audio. Sessions persist under .gemcode/; permissions and audit logging keep operations explicit and inspectable.

This document is the authoritative reference for CLI behavior, configuration, tools, and REPL commands.

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Table of contents

1. What GemCode is (detailed)
2. Architecture
3. Requirements and install
4. First run
5. CLI commands
6. Main CLI flags
7. The .gemcode/ directory
8. Project context: GEMINI.md
9. Function tools (catalog)
10. REPL: slash commands
11. GemSkills
12. Curated memory
13. Workspace trust
14. Output styles and rules
15. Checkpoints, diff, and rewind
16. Multi-root workspaces (/add-dir)
17. Model routing and thinking
18. Capabilities
19. Permissions and interactive approval
20. Hooks
21. Token budget, context, and compaction
22. MCP
23. IDE bridge: gemcode ide --stdio
24. Eval harness and autotune
25. Kaira scheduler
26. Live audio
27. Related components
28. Environment variables
29. Development and release

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What GemCode is (detailed)

GemCode is a single Python package that exposes a gemcode CLI. Every invocation is anchored to a project root (-C, default current directory). From there it:

• Builds a GemCodeConfig (model, capabilities, permissions, limits, paths).
• Optionally loads MCP toolsets from .gemcode/mcp.json.
• Constructs an ADK Runner with a root LlmAgent whose system instruction aggregates: global behavior, GEMINI.md, capability sections, tool manifest, optional output style and rules, the skills manifest (metadata only), and any session-loaded GemSkills (full bodies after /gemskill).
• Persists conversation state in SQLite (.gemcode/sessions.sqlite) keyed by --session / REPL session id.

Modes of use

Mode	How	Best for
One-shot CLI	gemcode -C repo "prompt"	Scripts, CI-style runs, quick questions.
REPL	gemcode -C repo (TTY, no prompt arg)	Long sessions, slash commands, exploration.
TUI	Same as REPL with GEMCODE_TUI=1 (default when supported)	Scrollback, styled output, slash completion menu.
IDE	VS Code extension → gemcode ide --stdio	Editor-native Chat, diff apply, proposals.
Kaira	gemcode kaira	Background queue of independent agent jobs.
Live audio	gemcode live-audio	Voice → Gemini Live (separate from file-editing REPL).

“Memory” in GemCode (three different things)

Mechanism	Where	Purpose
Session history	sessions.sqlite	Full turn-by-turn chat for a session id.
Curated memory	GEMCODE_MEMORY.md, GEMCODE_USER.md (under .gemcode/)	Small, human-approved facts injected when memory features are on; distinct from noisy auto-memory.
Embedding memory	memories.jsonl + ADK hooks (when enabled)	Retrieval-oriented storage when GEMCODE_ENABLE_MEMORY (and related) are on.

Use /curated in the REPL to preview the curated snapshot; tools such as read_curated_memory / remember_fact operate on that layer.

GemSkills at a glance (four ways)

Mechanism	Effect
/create gemskill <name> [description]	Creates .gemcode/skills/<name>/SKILL.md scaffold (new skill on disk).
/gemskill <name>	Pins the skill’s full body into the system instruction for the current session (until /gemskill clear, new session, or resume). Rebuilds the runner.
/append gemskill <name> <request>	One model turn instructed to edit that skill file according to <request>.
/skill <name>, /<name>, or tools load_skill	One-shot turn: inject expanded skill into the user message for that turn only (does not pin to system prompt).

The built-in batch skill is manual-only (disable_model_invocation); use /batch <goal> to run it.

Slash completion

The REPL and TUI use a canonical command list for Tab completion (repl_commands.SLASH_COMMANDS). Some spellings (e.g. /quit, /logs, /embed) still work in process_repl_slash but may not appear as separate menu rows—see descriptions in /help.

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Architecture

Outer loop (CLI / REPL / IDE): You choose project root (-C), session id, model mode, capabilities, and whether mutating tools are allowed (--yes or HITL). GemCode builds an ADK Runner with an LlmAgent and a tool inventory appropriate for that config.

Inner loop (ADK): The model is called repeatedly. Each turn it may emit function calls; ADK executes them and feeds results back until the run finishes, hits max_llm_calls, or stops for policy or circuit-breaker reasons.

Multi-agent (optional): ADK agent transfer can delegate to sub-agents (e.g. explorer/verifier patterns). Disable with GEMCODE_ADK_AGENT_TRANSFER=0 if you need a single agent only.

Subtasks: run_subtask can spawn focused child runs for parallelized work (used heavily by the built-in /batch skill pattern).

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Requirements and install

• Python 3.11+
• API key: Google AI Studio → GOOGLE_API_KEY (or gemcode login to store under ~/.gemcode/)

cd gemcode
python3 -m venv .venv
source .venv/bin/activate   # Windows: .venv\Scripts\activate
pip install -e ".[dev]"

Copy .env.example to .env in your project (or globally) and set at least GOOGLE_API_KEY.

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First run

1. Workspace trust — On first use in a directory, GemCode may ask you to trust the folder so file and shell tools are allowed. Trust is recorded so you are not prompted every time.
2. API key — If GOOGLE_API_KEY is unset in a TTY session, GemCode can prompt once and save the key (same store as gemcode login).
3. .gemcode/ — Created under the project root for sessions, audit log, policy, tool results, etc.

Non-interactive environments (CI, pipes) must set GOOGLE_API_KEY explicitly and may need to pre-trust or set env vars that skip prompts (see .env.example).

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CLI commands

Invocation	Purpose
gemcode [prompt]	Run one user message and print the model’s final text. Prompt omitted + TTY → REPL. Prompt omitted + stdin → read prompt from stdin.
gemcode -C DIR …	Use DIR as project_root (recommended instead of running from ~).
gemcode login	Save or update the Google API key in the user credential store.
gemcode models (aliases: list-models, list_models)	List Gemini models (--show-all for full list).
gemcode tools list | gemcode tools smoke	Inspect or validate tool declarations for a project (optional --deep-research, --maps-grounding, --embeddings, --memory).
gemcode eval	Run automated gates (tool smoke, pytest if tests/ exists; optional --llm golden prompts). Writes .gemcode/evals/last_eval.json. Exit non-zero on failure.
gemcode autotune init --tag NAME	Create/checkout an autotune/<NAME> branch (scaffolding for iterative tuning).
gemcode autotune eval	Run eval suite and append to .gemcode/evals/autotune_ledger.jsonl.
gemcode live-audio	Microphone → Gemini Live API (see Live audio).
gemcode kaira	Stdin-line → queued jobs scheduler (see Kaira).
gemcode ide --stdio	JSONL IDE protocol on stdin/stdout for editor extensions (hidden entry; used by VS Code).

Files with a prompt (multimodal): attach one or more files Gemini can read (images, PDF, audio, video, plain text, etc.) for that message only:

gemcode -C . --attach ./screenshot.png "Why does this UI look wrong?"
gemcode -C . --attach ./report.pdf "What are the main conclusions?"
gemcode -C . --image a.png --image b.png "Compare these two layouts"

(--image is an alias of --attach.)

In the REPL / TUI, queue files for the next message: /attach path/to.pdf (repeat for multiple), then type your question. Use /attach list, /attach clear. Aliases: /image, /img, /file.

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Main CLI flags

Flag	Meaning
-C, --directory	Project root (default: current working directory).
--session	Session id for SQLite-backed history (reuse to continue a conversation).
--yes	Allow mutating tools (write_file, search_replace, …). Shell still restricted by allowlist + permission mode.
--interactive-ask	HITL: prompt in the terminal to approve each mutating tool instead of requiring --yes up front.
--model	Override default Gemini model id.
--model-mode	auto|fast|balanced|quality — routing strategy (see .env.example).
--deep-research	Enable Gemini built-in search/url tools and deep-research routing.
--maps-grounding	Opt-in Maps grounding inside deep research (can interact badly with other built-ins on some models).
--embeddings	Enable semantic file search (semantic_search_files) and related plumbing.
--capability-mode	auto|research|embeddings|computer|audio|all — force or hint capability bundles.
--tool-combination-mode	Gemini 3 tool context circulation: deep_research|always|never|auto.
--mcp	Load MCP toolsets from .gemcode/mcp.json (requires pip install -e ".[mcp]").
--max-llm-calls	Cap model↔tool iterations (RunConfig.max_llm_calls).
--attach PATH	Attach file(s) for this CLI message only (repeat flag). Gemini-supported MIME (e.g. images, PDF, audio, video). Default max ~20 MiB each (GEMCODE_MAX_ATTACHMENT_BYTES). Alias: --image.

Kaira and live-audio accept overlapping options (project root, --yes, research/embeddings, etc.); run gemcode kaira -h / gemcode live-audio -h for full lists.

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The .gemcode/ directory

State is project-local (unless noted).

Path / artifact	Purpose
sessions.sqlite	ADK session service: conversation history for --session ids.
GEMCODE_MEMORY.md, GEMCODE_USER.md	Curated memory (see Curated memory).
audit.log	JSONL audit: tool usage, model usage, terminal reasons, optional tool-use summaries.
tool-results/	Offloaded large tool outputs; references like tool_result:<sha256>.
artifacts/	File artifacts (ADK FileArtifactService).
policy.json	Self-tuning profile for dynamic token / evidence budgets.
memories.jsonl	Embedding-backed memory when GEMCODE_ENABLE_MEMORY=1.
notes.md	Agent notes surfaced via /notes.
evals/last_eval.json	Latest gemcode eval record.
evals/autotune_ledger.jsonl	Rows from gemcode autotune eval.
skills/<name>/SKILL.md	GemSkills (project-scoped; see GemSkills).
output-styles/<name>.md	Output style prompts (see Output styles).
rules/*.md	Rule files with optional path gating (see Rules).
hooks/post_turn	Optional executable post-turn hook (or GEMCODE_POST_TURN_HOOK).
hooks/pre_tool_use, post_tool_use, session_start, session_stop	Optional lifecycle hooks (executable scripts; JSON on stdin).
settings.json	Optional permission rules (allow / deny patterns for bash, etc.).
mcp.json	MCP server definitions when using --mcp.
Checkpoints	Managed by gemcode.checkpoints — listed and restored via /rewind and tools.

User-wide overrides can live under ~/.gemcode/ (credentials, global settings.json, personal skills/styles/rules).

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Project context: GEMINI.md

If present at the repository root, GEMINI.md is injected into the system instruction so the model consistently sees your project goals, conventions, and boundaries.

Use /init (or /init force) in the REPL to scaffold or refresh GEMINI.md from the current tree.

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Function tools (catalog)

Tools are registered in gemcode/tools/ and exposed to the model as ADK function tools. Exact availability may depend on config (e.g. memory, MCP, computer use).

Planning and meta

Tool	Role
todo_write / todo_read	Task lists for multi-step work.
think	Explicit reasoning step (useful for hard problems).

Filesystem and search

Tool	Role
read_file, list_directory, glob_files	Read-only navigation.
grep_content	Ripgrep-style search (respects allowed roots).
repo_map	Compact symbol-oriented map of the repo.
write_file, search_replace	Mutations (require --yes or HITL approval in default mode).
move_file, delete_file	File tree mutations (same permission rules).

Shell and processes

Tool	Role
run_command	Allowlisted one-shot commands.
bash	Pipelines and redirects; supports background=True.
list_tasks, task_output, kill_task	Background task control for bash(..., background=True).

Notebooks

Tool	Role
notebook_read, notebook_edit	Jupyter notebook cells.

Web

Tool	Role
web_search, web_fetch	Programmatic web search and fetch (policy applies).

Tool results and recovery

Tool	Role
load_tool_result	Load a prior offloaded blob by tool_result:<sha>.
checkpoints_list, checkpoint_undo	List/restore checkpoints after mutating operations.

Memory and skills

Tool	Role
remember_fact, read_curated_memory	Curated, safe-to-inject persistent notes (separate from full session memory).
list_skills, load_skill, skills_manifest	Discover and load GemSkills on demand.
load_memory	(When memory enabled) ADK on-demand memory search.

Parallelism

Tool	Role
run_subtask	Spawn a focused sub-run for isolated tasks (used by /batch patterns).

Optional bundles (not in the minimal core list above)

• Deep research: google_search, url_context, optional google_maps_grounding.
• Embeddings: semantic_search_files; with memory, embedding-backed storage.
• Computer use: ADK ComputerUseToolset + Playwright (separate install and flags).
• MCP: Tools loaded from configured servers.

Vendor file policy: Writes to certain vendor-specific instruction filenames (e.g. CLAUDE.md, AGENTS.md) are blocked; use project conventions like GEMINI.md and curated memory files instead.

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REPL: slash commands

In interactive mode, lines starting with / are slash commands (see repl_commands.py and tui/input_handler.py for the full set). Below is a grouped reference.

Project and context

Command	Purpose
/attach <path>, /attach list, /attach clear	Queue file(s) for the next message (Gemini multimodal). Aliases: /image, /img, /file.
/trust, /trust on, /trust off	Show, grant, or revoke workspace trust for the project root (stored in ~/.gemcode/trust.json; required for file/shell/git tools).
/init | /init force	Analyze the repo and generate or overwrite GEMINI.md.
/cost	Token usage and estimated cost for the session.
/notes, /notes clear, /notes edit	View, clear, or edit .gemcode/notes.md.
/create gemskill <name> [description]	Create a new GemSkill (scaffold SKILL.md).
/gemskill <name>	Load an existing skill into the session system prompt (until /gemskill clear or new session).
/gemskill list | /gemskill clear	List skills or unload all session-loaded skills.
/append gemskill <name> <request>	Iterate the skill file: model edits SKILL.md per your request.
/curated	Show curated memory snapshot (.gemcode/GEMCODE_MEMORY.md, GEMCODE_USER.md).
/style, /style <name>|off	List or activate output styles (.gemcode/output-styles/*.md).
/rules	Show rule files from .gemcode/rules/ (with path gating).
/diff, /diff last, /diff cp_…	Git diff, or checkpoint → workspace diff.
/rewind | /checkpoint	List or restore checkpoints.
/add-dir, /add-dir list, /add-dir remove <name>	Add extra read/search roots (multi-root).
/batch <goal>	Run the built-in batch orchestration skill (large parallel changes).

Session and diagnostics

Command	Purpose
/help	Short help.
/status	Model, capabilities, thinking, limits, risk/context telemetry; loaded_skills (session-pinned GemSkills from /gemskill).
/config	Dump active config fields.
/session, /session list, /session name, /session resume, /session new	Session management; /clear aliases /session new.
/compact, /compact <focus>	Force context compaction / summarization.
/review, /review <path>	Parallel code review pass.
/context	Context pressure and token breakdown (includes styles, rules, skills manifest, touched paths).
/audit [N]	Tail of audit.log.
/tools	Tool inventory for current config.
/tools smoke	Declaration compile check only (lists failures).
/eval, /eval llm	Eval harness: tool smoke + pytest if a tests/ tree exists; optional LLM golden prompts (costs tokens). Writes .gemcode/evals/last_eval.json.
/autotune init <tag>	Create git branch autotune/<tag> (requires a git repo).
/autotune eval, … llm	Run eval and append .gemcode/evals/autotune_ledger.jsonl.
/login	How to run gemcode login (API key is set outside the REPL).
/live-audio	How to run gemcode live-audio (mic → Gemini Live).
/doctor	Environment sanity check.
/version	Version string.
/exit	Leave the REPL.

Model

Command	Purpose
/model, /model use <id>, /model list	Show or set model; list Gemini ids.
/mode, /mode <fast|balanced|quality|auto>	Model mode strategy.

Capabilities

Command	Purpose
/computer, /computer on|off, /computer url	Browser automation (Playwright).
/research, /research on|off	Deep research tools.
/maps, /maps on|off	Maps grounding toggle (runner rebuild).
/embeddings on|off	Semantic search tool.
/caps, /caps …	View or bulk-toggle capabilities.
/memory, /memory on|off	Persistent memory.

Thinking and limits

Command	Purpose
/thinking …	Verbose/brief/off, budget/level for Gemini 2.5/3.x.
/limits, /limits calls <N>	Execution limits.
/budget, /budget <N>|off	Per-turn token budget.

Other

Command	Purpose
/permissions	Permission mode and HITL settings.
/hooks	Post-turn and lifecycle hook paths.
/kaira	How to run the Kaira daemon.
/code on|off	Sandboxed Python executor (ADK BuiltInCodeExecutor).
/plan on|off	Plan-before-act mode.

The TUI (when GEMCODE_TUI=1 and terminal supports it) provides slash completion and a scrollback-style UI.

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GemSkills

GemSkills are reusable markdown playbooks with optional YAML frontmatter.

• Locations: .gemcode/skills/<name>/SKILL.md (project), ~/.gemcode/skills/<name>/SKILL.md (user).

• Discovery: Only metadata (name + description) is preloaded into context for token efficiency. Full body loads on demand via /skill <name>, /<name>, or tools load_skill / list_skills.

• Built-in: batch — parallel large-change workflow (map → units → run_subtask → verify). Exposed as /batch <goal>; not auto-invoked by the model (disable_model_invocation).

• /create gemskill <name> — create a new skill directory.

• /gemskill <name> — pin the full skill body into the system prompt for this session.

• /append gemskill <name> <text> — one-shot turn for the model to revise that skill on disk.

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Curated memory

Curated memory is a small, intentional text layer separate from raw session logs or embedding retrieval:

• Project facts: .gemcode/GEMCODE_MEMORY.md (conventions, commands, architecture notes the team wants the agent to see).
• User preferences (per project): .gemcode/GEMCODE_USER.md.

Legacy filenames .gemcode/MEMORY.md and .gemcode/USER.md are still read if the new names are absent.

Content is sanitized before append (length and sensitivity heuristics). The REPL command /curated prints a bounded snapshot of what would be injected. When the memory capability is enabled, curated material can be combined with broader memory tools—see remember_fact, read_curated_memory in the function tools table.

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Workspace trust

File, shell, and related tools require the project root to be trusted. Trust is stored in ~/.gemcode/trust.json (path configurable via GEMCODE_HOME), not inside the repo.

• /trust — show whether the current root is trusted.
• /trust on / /trust off — grant or revoke trust for cfg.project_root.

Without trust, mutating and shell tools remain blocked even if --yes is set—this reduces accidental execution when the cwd is wrong (e.g. home directory).

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Output styles and rules

Output styles

• Paths: .gemcode/output-styles/<name>.md or ~/.gemcode/output-styles/<name>.md (project wins on name clash).
• Names: lowercase letters, digits, hyphens (e.g. concise-bullets.md → concise-bullets).
• REPL: /style lists styles; /style <name> applies for the session; /style off clears.
• Env: GEMCODE_OUTPUT_STYLE or session config cfg.output_style.

Rules

• Paths: .gemcode/rules/*.md and ~/.gemcode/rules/*.md.
• Frontmatter: Optional paths: list — rules can apply only when touched paths match (gating).
• REPL: /rules shows what is loaded.

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Checkpoints, diff, and rewind

Mutating tools participate in a checkpoint system so you can compare and roll back.

• Tools: checkpoints_list, checkpoint_undo.
• REPL: /diff shows git diff when inside a git repo; outside git or when you need history, /diff last or /diff cp_<id> compares checkpoint vs workspace.
• REPL: /rewind (alias /checkpoint) lists or restores checkpoints.

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Multi-root workspaces (/add-dir)

Some projects span multiple directories. /add-dir <path> registers additional roots for read/search operations with path safety checks (resolve_under_allowed_roots). Use /add-dir list and /add-dir remove <name> to manage them.

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Model routing and thinking

• GEMCODE_MODEL, GEMCODE_MODEL_MODE (fast, balanced, quality, auto), and family toggles GEMCODE_MODEL_FAMILY_MODE (primary, alt, auto) select among Gemini 3.x vs 2.5 defaults.
• Thinking: For Gemini 3.x, GEMCODE_THINKING_LEVEL and related env vars; for 2.5, thinking budget. /thinking in the REPL adjusts behavior; GEMCODE_DISABLE_THINKING, GEMCODE_INCLUDE_THOUGHT_SUMMARIES affect cost and verbosity.

See .env.example for the full matrix.

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Capabilities

Capability	Enable	Notes
Deep research	--deep-research, GEMCODE_ENABLE_DEEP_RESEARCH	google_search, url_context; optional Maps.
Embeddings	--embeddings, GEMCODE_ENABLE_EMBEDDINGS	semantic_search_files.
Memory	GEMCODE_ENABLE_MEMORY	File-backed memories + optional load_memory.
Computer use	GEMCODE_ENABLE_COMPUTER_USE / --capability-mode computer	Playwright; requires install + permissions.
Audio (live)	gemcode live-audio	Separate streaming path.

Capability routing (--capability-mode or GEMCODE_CAPABILITY_MODE) can bundle tools and route to role-specific models when configured.

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Permissions and interactive approval

• GEMCODE_PERMISSION_MODE: default vs strict (strict denies writes and shell unless explicitly allowlisted).
• --yes: Treat as approval for mutating tools for that process.
• --interactive-ask / GEMCODE_INTERACTIVE_PERMISSION_ASK: Prompt in-run for each sensitive tool call if --yes was not passed.
• Settings: .gemcode/settings.json and ~/.gemcode/settings.json can allow / deny patterns (see /permissions output).
• Policy denials do not increment the consecutive-failure circuit breaker.

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Hooks

• Post-turn: GEMCODE_POST_TURN_HOOK or executable .gemcode/hooks/post_turn.
• Lifecycle: Optional executable scripts pre_tool_use, post_tool_use, session_start, session_stop under .gemcode/hooks/ (with optional .sh/.py suffix). They receive JSON on stdin; pre_tool_use can deny a tool with non-zero exit.

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Token budget, context, and compaction

GemCode uses dynamic token policy (context pressure + task risk), tool result offloading, optional ADK event compaction, optional MVP compaction of Content items, and session ceilings (GEMCODE_MAX_SESSION_TOKENS, GEMCODE_TOKEN_BUDGET). Key toggles:

• GEMCODE_DYNAMIC_TOKEN_POLICY, GEMCODE_DYNAMIC_RISK_POLICY, GEMCODE_TOOL_RESULT_OFFLOAD
• GEMCODE_AUTOCOMPACT, GEMCODE_ADK_EVENTS_COMPACTION, etc.

/status and /context surface live telemetry (risk_score, context_percent_left, …).

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MCP

1. Install: pip install -e ".[mcp]".
2. Configure .gemcode/mcp.json (see mcp_loader.py).
3. Run with --mcp so configured toolsets attach to the runner.

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IDE bridge: gemcode ide --stdio

Editor extensions (including the official VS Code extension) spawn:

gemcode ide --stdio

and speak a JSONL protocol (ide_protocol.py, ide_stdio.py) for chat, tool proposals, diffs, apply/undo, and checkpoints — without the extension writing files unless the user confirms.

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Eval harness and autotune

Command	Purpose
gemcode eval [-C DIR] [--llm] [--model M]	Run gates; write .gemcode/evals/last_eval.json; exit 1 on failure.
gemcode autotune init --tag NAME [-C DIR]	Git branch scaffolding for experiments.
gemcode autotune eval …	Eval + append ledger JSONL with git metadata.

Use --llm sparingly; it runs golden prompts and costs tokens.

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Kaira scheduler

gemcode kaira [-C DIR] [--concurrency N] [--yes] [--interactive-ask] …

Reads one prompt per line from stdin; jobs run on a priority queue. The model may enqueue more work via Kaira tools (kaira_enqueue_prompt, kaira_sleep_ms). See /kaira in the REPL for a short usage summary.

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Live audio

gemcode live-audio [-C DIR] [--seconds N] [--rate HZ] [--language CODE] [--model M] …

Streams microphone audio to the Gemini Live API. Requires optional dependencies (sounddevice, numpy). Intended for voice-driven sessions, not file editing by default.

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Related components

Component	Role
VS Code extension (gemcode-vscode/)	Launch CLI, sidebar control center, Chat + diff apply, gemcode ide --stdio.
Web API (gemcode-web-api/)	Example Node server: terminals, env wiring; can integrate with SSE chat adapters.
Web UI contract (docs/web-ui-contract.md)	Documented SSE / POST /api/chat expectations for compatible frontends.

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Environment variables

The canonical commented list is gemcode/.env.example. It covers:

• Models, modes, and family routing
• Capabilities (research, embeddings, computer, audio)
• Permissions, HITL, allowlists
• Context windows, compaction, autocompact, ADK compaction
• Tool output limits, audit, hooks, MCP, verbose errors

Set variables in the shell, in a .env file at the project root, or in CI secrets — never commit API keys.

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Development and release

pip install -e ".[dev]"
pytest

Release workflow (tags → PyPI)

The repo can publish to PyPI on v* tags (see .github/workflows/publish-pypi.yml).

# Bump version in gemcode/pyproject.toml, then:
git add -A
git commit -m "release: vX.Y.Z"
git tag -a vX.Y.Z -m "vX.Y.Z"
git push origin HEAD
git push origin vX.Y.Z

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References

• Google ADK documentation
• Google AI Studio — API keys
• Do not commit proprietary leaked trees into this package; keep reference clones private if used.