mangowhoiscloud/geode

最近记录的来源活动: 2026年10月15日 12:23

SkillsMP 收录数据更新: 2026年11月2日 18:02

已收集 skills: 47

GitHub 星标: 15
GitHub Forks: 2

用 AI 助手安装

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Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/mangowhoiscloud/geode.

仓库 README

仓库 README 来源：README.md

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<img src="assets/geodi-dot.svg" alt="Geodi, GEODE's dot mascot" width="240" /> <a href="https://github.com/mangowhoiscloud/geode/actions/workflows/ci.yml"><img src="https://img.shields.io/github/actions/workflow/status/mangowhoiscloud/geode/ci.yml?style=flat-square&label=ci" alt="CI"></a> <a href="https://github.com/mangowhoiscloud/geode/releases/latest"><img src="https://img.shields.io/github/v/release/mangowhoiscloud/geode?style=flat-square&label=release" alt="Latest release"></a> <a href="https://mangowhois.ai/products/geode/docs/">Docs</a> · <a href="https://github.com/mangowhoiscloud/geode-eval-artifacts">Evaluation artifacts</a> · <a href="README.ko.md">한국어</a> # GEODE v1.0.35 — Autonomous Agent Runtime + Evaluation Substrate GEODE is a Python agent runtime for research, file work, and scheduled tasks. Its agentic loop calls tools, reads their results, and continues the task. A daemon owns execution and sessions; the terminal client connects over IPC. MCP servers and messaging integrations extend the available tools and channels. The same distribution includes evaluation tools and experimental scaffold search. These have separate responsibilities from the runtime; see [package boundaries](#package-boundaries). ## Quick start Use Python 3.12+ and [uv](https://docs.astral.sh/uv/getting-started/installation/) on macOS or Linux. Git is needed only for source development. ```bash uv tool install geode-agent geode version geode setup geode ``` The package name is **`geode-agent`**; the terminal command is **`geode`**. Setup offers ChatGPT sign-in, API-key entry, or an explicit dry-run choice. The terminal client starts the daemon when needed. Try a request in the session: ```text Summarize the documents in this directory and cite the source files. Compare these two design proposals and list the unresolved decisions. ``` Web access, messaging, and other integrations require their own configuration and permissions. See the [setup guide](docs/setup.md). ### Authentication and model selection Inside a GEODE session: | Command | Purpose | |---|---| | `/login openai` | ChatGPT device-code sign-in for an eligible account | | `/login anthropic` | Hidden API-key entry for Anthropic | | `/login add` | Choose a provider/account type and add credentials interactively | | `/login status` | Inspect configured authentication | | `/model` | Select an available model and effort | The OpenAI subscription route calls the Codex backend through an in-process OAuth adapter. It can also read existing Codex credentials; it does not run Codex CLI for inference. Account entitlement and limits still apply. Anthropic uses API keys; the retired Claude CLI subscription route is unsupported. API-key routes include Anthropic, OpenAI, OpenRouter, and Z.AI. Use hidden terminal prompts instead of placing keys in commands or chat. GEODE-managed provider keys and OAuth accounts are stored in `~/.geode/auth.toml`, an owner-only plaintext file, not an OS keychain. Externally supplied environment credentials remain supported. See [provider configuration](https://mangowhois.ai/products/geode/docs/run/providers/) and [authentication](https://mangowhois.ai/products/geode/docs/ops/oauth/) for source selection, credential precedence, and account routing. ### Optional Jev judgments GEODE supports Jev judgments through TypeSafe or OpenRouter. Configure a usable credential, then select the judgment route explicitly: ```text /model judgment typesafe /model judgment openrouter /model judgment llm ``` Choose one route; `llm` returns to the LLM judgment path. This selection preserves the generative model and effort. Adding a key alone does not enable Jev. Reflection runs after tool-result rounds and before final delivery, subject to runtime guards. See [judgment configuration](https://mangowhois.ai/products/geode/docs/config/reference/) and [verification and evaluation](https://mangowhois.ai/products/geode/docs/verification/evaluation/) for credentials, usage, and the scope of each judgment. ## Configuration and operations | Location | Responsibility | |---|---| | `~/.geode/auth.toml` | Provider credentials and account metadata saved by `geode setup` and `/login` (0600) | | `~/.geode/.env` | Optional environment credentials and integration secrets | | `~/.geode/config.toml` | User-wide behavior defaults and the folders you trusted with `geode config trust` | | `~/.geode/extension-policy.json` | Grants for MCP servers, hooks, skills, and adapters that are not bundled | | `./.geode/config.toml` | Project behavior overrides; gitignored, and capability keys apply only in a trusted folder | | `./.env` | Project environment values, read only in a trusted folder; fills keys the global file lacks | | `~/.geode/` | Runtime state, sessions, diagnostics, and private artifacts | Project behavior overrides user defaults. A repository's `.env`, MCP servers, gateway config, and keys that widen capability (sandbox, computer use, webhooks, storage paths) apply only after `geode config trust` in that folder. [Configuration basics](https://mangowhois.ai/products/geode/docs/config/basics/) has the full resolution order. Credential resolution also depends on the selected model, source, and account; it is not one flat settings ladder. Google Workspace OAuth has its own [account and keyring storage](https://mangowhois.ai/products/geode/docs/run/google-workspace/). ```bash geode about # Effective model, paths, and daemon status geode doctor # Diagnose local setup and credential availability geode config explain model # Show the layers behind a behavior setting geode update --dry-run # Preview the update path geode update # Registry install: newest compatible patch geode update --latest # Explicitly allow minor/major registry upgrades ``` Source-checkout updates and customized uv installs have separate handling; see [installation and updates](docs/architecture/immutable-distribution-lifecycle.md). To remove only the uv-installed CLI while keeping runtime data, use `uv tool uninstall geode-agent`. `geode uninstall` also removes runtime data; inspect `geode uninstall --dry-run` first. Cost guards use observed usage and configured tariffs. They are not a provider billing cap: an in-flight call can exceed a threshold, and missing usage is not zero cost. See [usage accounting](docs/architecture/usage-accounting.md). `geode` starts in the directory where you invoke it; no repository or project configuration is required. Each resolved directory has its own local daemon, reused by later CLI sessions there. Automatic startup does not activate external messaging gateways. `geode serve` explicitly starts the configured gateway for that workspace; stop its local daemon first if it is already running. ### If something fails - **Command not found:** check `uv tool dir --bin` and your shell's PATH. - **Authentication failure:** inspect `/login status`, then sign in or replace the key through `/login`. Do not paste credentials into diagnostics or issues. - **Unexpected model or setting:** inspect `geode about`, `/model`, and `geode config explain model`; running sessions retain admitted settings. - **Daemon connection failure:** run `geode doctor` and check the configured workspace socket and its adjacent `serve.log` under `~/.geode/run/`. Identify the owning process before stopping it; another session may be using it. ## Integrations **Messaging.** `geode serve` runs the daemon and configured Slack, Discord, Telegram, and scheduler services. Channel credentials and bindings are opt-in. Remote computer use is disabled in Gateway sessions unless explicitly enabled. See [Gateway setup](docs/setup.md#slack-gateway). **MCP client.** Attach external tool servers through GEODE's MCP configuration. A server that is not bundled loads only with a grant in `~/.geode/extension-policy.json`, and servers defined by a project load only in a trusted folder. See the [MCP guide](https://mangowhois.ai/products/geode/docs/runtime/tools/mcp/). **MCP server.** Configure an MCP client's stdio command as `geode-mcp`. The core server exposes `run_agent`, `query_memory`, and `get_health`. For HTTP access, `geode-mcp --http` uses `GEODE_MCP_TOKEN` bearer authentication; a non-loopback bind without a token is refused. This endpoint can execute agent tools, so access grants execution authority. See the [server implementation](core/mcp_server.py) for its current transport contract. ## Package boundaries | Package | Responsibility | Commands | |---|---|---| | `core/` | Agent runtime, terminal client, daemon, tools, memory, MCP | `geode`, `geode-mcp` | | `evals/` | Audits, benchmark adapters, evaluation evidence | `geode-eval` | | `evolve/` | Experimental scaffold search and Crucible | `geode-evolve` | Installed code and bundled assets stay separate from mutable state. Scaffold mutation and promotion require a writable GEODE Git checkout. SIL and Crucible are **experimental**. They evaluate changes to prompts, tools, and other scaffolding without updating model weights. Safety-audit results and benchmark results have different acceptance contracts. The public record does not establish sustained self-improvement. Start with the [self-improving hub](https://tech.mangowhois.ai/self-improving/) or the [campaign guide](docs/self-improving/campaign-quick-start.md). ## Evaluation evidence Read results with their source revision, task set, model route, effort, timeout, and attempt history. A runtime completion message, a model judgment, and a benchmark verifier result are different observations. | Track | Scope to check | |---|---| | [Tau2](https://mangowhois.ai/products/geode/docs/benchmarks/tau2/) | Native-user and GEODE-user tracks; completion and quota contamination | | [MCPMark](https://mangowhois.ai/products/geode/docs/benchmarks/mcpmark/) | Covered services, paired observations, and full-Verified limitations | | [Terminal-Bench 2.1](https://mangowhois.ai/products/geode/docs/benchmarks/terminal-bench/) | Account-scoped one-task smoke versus full-suite results | | [Jev judgments](https://mangowhois.ai/products/geode/docs/verification/evaluation/) | Decision quality, completion timing, and end-to-end task outcomes | Receipts and privacy-reviewed trajectories are published in the [evaluation artifact repository](https://github.com/mangowhoiscloud/geode-eval-artifacts). These tracks do not form a single product score or a frontier-harness ranking. ## Development ```bash git clone https://github.com/mangowhoiscloud/geode.git cd geode uv sync --locked uv run geode version ``` Read [AGENTS.md](AGENTS.md) for contributor rules and [CONTRIBUTING.md](CONTRIBUTING.md) for development and PR guidance. The [workflow](docs/workflow.md) owns verification and integration; [architecture docs](docs/architecture/) own subsystem contracts. Development guidance in `.agents/skills/` is separate from runtime skills in `.geode/skills/`. Runtime prompt guidance also does not replace executable permission checks. See [prompt assembly](https://mangowhois.ai/products/geode/docs/runtime/llm/prompt-system/). [Changelog](CHANGELOG.md) · [Security policy](SECURITY.md) · [Apache 2.0 license](LICENSE)

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这个仓库中的 skills

软件开发工程师软件质量保证分析师与测试员网络与计算机系统管理员市场调研分析师与营销专员

11 个职业分类 · 已分类 83%

skill

职业分类

描述

更新

geode-gitflow

未分类

Prepare GEODE worktrees, Korean PRs, CI-gated merges, and guarded cleanup. Use for repository branch, commit, PR, merge, or release work; apply only the stages the user authorized.

原文语言：英语

2026-10-15

codex

未分类

A radically minimal, blank-canvas interface built as a pure edge-to-edge surface, with almost no color and typography carrying the visual weight. Black serves as the only filled color, the only divider, and the sole surface tone cards.

原文语言：英语

2026-10-12

geode-eval

未分类

Scope, preregister, execute, audit, normalize, and publish GEODE evaluations with research-question, reproduction, attempt-lineage, trajectory, verifier-receipt, and immutable artifact contracts. Use for benchmark runs or comparisons, eval-artifact and…

原文语言：英语

2026-09-29

geode-code-conventions

未分类

Apply GEODE's measured architecture, module and symbol naming, Python type/class, persisted schema, test, site, and versioning conventions. Use when adding or moving modules, choosing dataclass/Pydantic/Protocol/ABC forms, naming classes or files, designing…

原文语言：英语

2026-09-28

code-review-quality

未分类

Python code quality review lens. SOLID principles, dead code, exception handling, resource leaks, thread safety, performance. Triggered by "quality" ("품질"), "SOLID", "dead code" ("데드코드"), "exception", "resource leak", "thread safety" keywords.

原文语言：英语

2026-09-25

codebase-audit

未分类

Codebase audit + refactoring workflow. Dead code detection, God Object splitting, duplicate function removal, design flaw identification, frontier comparison verification. Triggered by "audit" ("감사"), "dead code" ("데드코드"), "refactor" ("리팩토링"), "god object",…

原文语言：英语

2026-09-25

frontier-harness-research

未分类

Research process for comparing frontier harnesses (Claude Code, Codex, OpenClaw, autoresearch, Prime Agent) with the original/upstream implementation and performing GAP analysis before feature implementation. Triggered by "research" ("리서치"), "gap",…

原文语言：英语

2026-09-25

geode-workflow

软件开发工程师

GEODE evidence-first development workflow. Use for feature work, provider/model changes, GUI/computer-use work, PDF/document ingestion, observability/schema/event/state changes, verification planning, GitFlow merge prep, and requests to "follow the workflow"…

原文语言：英语

2026-09-25

model-onboarding

未分类

Add or update a GEODE model or provider from current primary documentation and repository call-site evidence. Use for model IDs, context limits, pricing, reasoning controls, provider routes, capability gates, or fallback changes.

原文语言：英语

2026-09-25

prompt-writing

软件开发工程师

GEODE prompt-writing standards. Use when creating or editing runtime prompts, system prompts, tool/developer instructions, model-facing identity text, prompt templates, or scaffold rules that affect model behavior; especially when avoiding identity assertions…

原文语言：英语

2026-09-20

docs-link-audit

软件开发工程师

Docs 사이트 (`site/` Next.js) 의 본문/JSX/markdown 링크 audit. broken 내부 링크 탐지, build-time copy 인지, 옵트인 HTTP probe. 신규 페이지 추가 / slug 이전 / chapter 삭제 후 회귀 방지. Triggered by "broken link", "404", "docs link", "hyperlink", "링크 점검", "링크 깨짐", "audit links", "link checker"…

原文语言：多语言混合

2026-09-14

geode-context

其他计算机职业

GEODE runtime context for model selection and metadata, architecture, packaging, release, docs, CI, AgenticLoop, async runtime, and plugin boundaries.

原文语言：英语

2026-09-14

verification-team

软件质量保证分析师与测试员

Select complementary review lenses for a requested multi-perspective review or a high-risk GEODE change. Covers design, agent constraints, gateway operations, and CLI/tool behavior; not a mandatory four-agent gate for ordinary edits.

原文语言：英语

2026-09-07

architecture-patterns

软件开发工程师

Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.

原文语言：英语

2026-09-07

baseline-epoch-partition

软件开发工程师

Content-addressed baseline-archive epoch partitioning. Partition baseline_archive.jsonl + the self-improving hub's baseline serving by a HASH of the full baseline-production+measurement spec — when the spec (margin_rule, fitness/margin logic version, the 4…

原文语言：英语

2026-09-07

geode-changelog

软件开发工程师

GEODE CHANGELOG.md management rules. Version releases, change logging, scope determination, format standards. Triggers on "changelog", "release", "version", "릴리스", "변경사항", "버전".

原文语言：英语

2026-09-07

geode-serve

网络与计算机系统管理员

Slack Gateway operations guide. Socket Mode credentials, config.toml bindings, serve restart, receiver debugging, reaction behavior. Triggers on "serve", "gateway", "slack", "바인딩", "binding", "소켓", "socket", "폴러", "poller", "config.toml".

原文语言：英语

2026-09-07

kent-beck-review

软件质量保证分析师与测试员

Code review from the Kent Beck Simple Design 4 Rules perspective. God Object splitting, SRP, duplication removal, naming, cyclomatic complexity. Triggered by "kent beck", "simple design", "simplify", "refactoring" ("리팩토링"), "refactor", "god object", "SRP"…

原文语言：英语

2026-09-07

manim-scene-craft

音视频技术员

Trigger when: (1) the user mentions "manim", "scene", "video", "EN/KO render", "GEODE_HERO_LANG", "1080p60", or (2) editing files under `scripts/visualizations/` ending in `.py`, or (3) the user asks to render, re-render, or extend any of the four validated…

原文语言：英语

2026-09-07

scandinavian-design

网页与数字界面设计师

Apply a refined Scandinavian visual system with a neutral black-and-white foundation, restrained sans-serif typography, purposeful product imagery, generous spacing, clear page chapters, and minimal decoration. Use when the user invokes /scandinavian-design…

原文语言：英语

2026-09-07

smoke-green-loop

软件质量保证分析师与测试员

Diagnose and repair a failed GEODE smoke workflow within the requested acceptance criteria. Preserve failed evidence, verify the shared root cause, and apply merge, rebuild, or live rerun stages only when authorized.

原文语言：英语

2026-09-07

viz-frame-audit

音视频技术员

Trigger when: (1) the user mentions "noise", "slop", "frame audit", "video review", "letter spacing", "padding intrusion", "frame extract", "naive arrow", or Korean equivalents (노이즈, slop, 프레임 검수, 글자 깨짐), or (2) after rendering a new or modified Manim scene,…

原文语言：英语

2026-09-07

arxiv-digest

市场调研分析师与营销专员

Auto-search and summarize latest AI/agent papers.

原文语言：英语

2026-09-07

deep-researcher

市场调研分析师与营销专员

Evidence-first multi-step research with bounded parallel collection, contradiction checks, and cited synthesis.

原文语言：英语

2026-09-07

pr-reviewer

软件质量保证分析师与测试员

Automated Git PR review — diff analysis + quality checks.

原文语言：英语

2026-09-07

agent-ops-debugging

软件开发工程师

Diagnose agent operational failures through default-policy checks, multi-gap analysis, explicit service ownership, request-context lifetime, and degradation-versus-correctness checks.

原文语言：英语

2026-09-06

anti-deception-checklist

软件质量保证分析师与测试员

Verification checklist to prevent fake success. Detects test deletion/disabling, coverage regression, lint bypass, secret exposure. Triggered by "deception", "fake" ("가짜"), "fake success", "verification" ("검증"), "checklist" ("체크리스트"), "deletion detection"…

原文语言：英语

2026-09-06

dependency-review

软件开发工程师

Review GEODE dependency direction, composition boundaries, circular imports, and optional-dependency loading when changing package or subsystem dependencies.

原文语言：英语

2026-09-06

explore-reason-act

软件开发工程师

Mandatory 3-phase explore-reason-act workflow before code modification. Enforces read-before-write, root cause hypothesis formulation, minimal change application. Triggered by "explore" ("탐색"), "reason" ("추론"), "read before write", "root cause" ("근본 원인")…

原文语言：英语

2026-09-06

karpathy-patterns

其他计算机职业

Reference when designing autonomous agent systems or deciding agent freedom/safety/context management/collaboration infrastructure. 10 design principles distilled from Karpathy autoresearch (autonomous ML experiment loop) + AgentHub (agent-native Git DAG).…

原文语言：英语

2026-09-06

agent-world-benchmark

数据科学家

Align, run, audit, and publish GEODE benchmark comparisons against Agent-World arXiv 2604.18292v1 across MCP-Mark, BFCL V4, and tau2-bench. Use for Agent-World or AgentWorld comparison requests, cross-suite agent benchmark design, Tau2 comparator/profile…

原文语言：英语

2026-08-25

codex-mcp-verify

软件质量保证分析师与测试员

Use an available Codex MCP integration as a read-only second-opinion verifier for GEODE code reviews, GAP audits, and contract checks. Use only when the user requests Codex cross-checking and the current tool inventory exposes the required MCP tools.

原文语言：英语

2026-08-25

geode-distribution

网络与计算机系统管理员

Publish and verify a released GEODE version across GitHub Release and PyPI/uv. Use for uv/uvx distribution, stable promotions, release repair runs, and public installation-channel audits.

原文语言：英语

2026-08-25

long-task-watcher

网络与计算机系统管理员

Monitor long-running GEODE work, CI, audits, and training without losing output to buffering or confusing a watcher with the underlying state authority.

原文语言：英语

2026-08-25

openclaw-patterns

软件开发工程师

Agent system design patterns distilled from the OpenClaw codebase. Gateway-centric control, Session Key hierarchy, Binding routing, Lane Queue concurrency, Sub-agent Spawn+Announce, 4-tier automation, Plugin architecture, Policy Chain, Failover strategies.…

原文语言：英语

2026-08-25

stanford-test-time-compute

软件开发工程师

Ground GEODE design and evaluation work in Stanford CS329A Parts 2 and 5. Use for test-time compute, planning, multi-step reasoning, deep research, LATS, independent subplans, best-of-N, repair depth, measurement replication, verifier authority, and…

原文语言：英语

2026-08-25

tech-blog-writer

技术写作员

Technical blog post writing guide. rooftopsnow.tistory.com style — Korean formal technical prose, architecture diagrams, code blocks + design intent commentary, table comparisons, checklist wrap-up. Triggers on "blog", "포스팅", "블로그", "기술 글", "tech blog".

原文语言：英语

2026-08-25

geo

市场调研分析师与营销专员

Audit and improve Generative Engine Optimization as a measurable discovery-to-citation pipeline. Use for /geo, AI-search visibility, citation readiness, and GEO benchmark work.

原文语言：英语

2026-08-25

slop-audit

软件质量保证分析师与测试员

6-lens diagnostic slop audit — unused imports, dead private fns, duplicate signatures, abandoned TODOs, lint bypass markers, stale refs.

原文语言：英语

2026-08-24

geo

数据科学家

Design, implement, or evaluate GEODE's GEO capability with source-grounded stage diagnosis, frozen measurement contracts, and no-model preflight before live engine runs.

原文语言：英语

2026-08-24

已展示 40 / 47 个已收集 Skill。