MiniMax

Vendor-neutral life-science Agent Plugin: public bio APIs, local RNA figures, safe molecular tools, and independent review.

Delegate coding tasks from MiniMax Code to locally installed coding CLIs (Claude Code, Codex, Kimi Code, ZCode, DSH) through a dependency-free stdio MCP server with git-diff review.

Long-running task patterns distilled from OpenAI Codex harness v0.149.0 — tool output budgeting, context pressure compaction, parallel sub-agent fan-out, structured plan streaming, self-review, sub-agent delegation, world-state tracking, background task management, thread-level goal persistence, per-sub-task model routing, completion auditing, fork-context decision, sub-agent family tracking, goal token budgeting, error recovery strategy, retry with backoff, streaming output reader, session handoff, long-term memory, skill auto-selection, plugin authoring helper, tool discovery pattern, and session branch/fork. 23 Skills total covering the complete agent lifecycle: planning → decomposition → sub-agent parallelism → execution → state tracking → tool discovery → skill/plugin authoring → memory persistence → session branching. Activates when an agent must manage token budget, decompose work, sustain multi-step tasks without losing focus, coordinate sub-agents, pick the right model for the job, prove that a non-trivial task is actually done, stay within an explicit goal token budget, recover from transient failures, read streaming output without filling context, hand off a session cleanly, persist memory across sessions, write a discoverable skill, design a discoverable tool, author a marketplace plugin, or branch / fork / revert a session. **Requires MiniMax Code 0.2.4+** (pinned to the mcode 0.2.4 task / bash tool surface — task(description, prompt, agent_name, run_in_background?), bash(command, timeout?, run_in_background?), task_query, task_output, task_stop — earlier mcode versions used legacy placeholders for the same fields and are not supported).

Generic toolkit for driving a local ComfyUI 8188 server: workflow submission, queue monitoring, image download, and reproducible generation patterns. Includes a dependency-free stdio MCP server and four Skills (comfyui-studio + comfyui-workflow + comfyui-character + comfyui-drama) covering 6 preset scenarios (生图 / 模仿 / 改图 / 融合 / 首帧 / 出片).

Operate, troubleshoot, and extend a local DanceAnon video anonymization project from MiniMax Code.

Skills for managing Dida365 (滴答清单, China) tasks, lists, habits, focus records and countdowns through the official Dida365 MCP server, which you add yourself in your client's MCP settings.

Workbench Skills for creating, reading, editing, and checking DOCX, PDF, PPTX, and XLSX documents with standard open-source tooling.

Search, discover, summarize and audit GitHub through the gh CLI: find repos about a topic, map a field landscape, trending, repo overviews, similar projects, code search, issue/PR search and org audits — backed by 9 zero-config Python scripts with relevance ranking and quota-aware searching. Read-only by default; opt-in write management (repos/issues/PRs/workflows/secrets/releases plus auth/config and gh api mutations) requires target, impact and minimal-data disclosure plus explicit user confirmation before execution. Honours GH_HOST (defaults to github.com; routes all API traffic to e.g. *.ghe.com GitHub Enterprise Cloud or github.acme.com GitHub Enterprise Server — credentials do not cross hosts, GH_TOKEN/GITHUB_TOKEN applies to github.com+*.ghe.com only, GHES on-prem requires GH_ENTERPRISE_TOKEN, and the skill does not validate the target).

A minimal Plugin that demonstrates one Skill and one experimental io.minimax.mcode Hook entry for the Agent Plugins 1.0 portable Hooks preview. The Hook records each delivered event to a per-instance state file for manual inspection.

A minimal Plugin that demonstrates one Skill and one inline Hook entry under the mcode 0.4.0+ plugin format. The authoritative manifest for mcode 0.4.0+ is .claude-plugin/plugin.json; this top-level manifest is a v0.3.x-compatible shim that exists only to satisfy the hosted validator and the v0.3.x runtime. See proposals/hooks-v0.4-spec.md for the full spec and examples/hello-mcode-hooks-v04/README.md for the layout explanation.

Plan complex tasks as editable multi-agent workflows. Review the topology before execution, follow live results, and repair failed scripts while reusing valid completed work. Includes bilingual dashboards, configurable budgets and HTML/Markdown reports.

Windows 桌面灵动岛 (Dynamic Island) 状态窗口：让 mcode agent 把工作状态（idle/thinking/working/waiting/done/error）实时推送到屏幕顶部悬浮 pill，agent 自己忙的时候用户不用切回 mcode 也能看到进度。v0.3.0 增加 io.minimax.mcode 客户端扩展（Hooks 草案），与 MiniMax-Code-Plugins PR #20 的 portable Hooks 提案对齐；mcode 0.2.4+ Runtime 触发，registry 接受后零改动生效。

Mainland China-first legal workflow plugins for MiniMax Code — contract review, litigation, compliance, corporate, labor & IP, with statute status checks and citation gates

Reference patterns for designing, evaluating, integrating, and debugging MCP servers without changing the active MCP configuration.

16S/ITS downstream microbiome analysis via local Rscript (alpha/beta diversity, composition, differential abundance, co-occurrence, random forest).

Inspect and visualize local MiniMax Code session ledgers as privacy-aware trajectories through a dependency-free MCP server.

Capability-aware MiniMax Token Plan and multimodal API tools for search, vision, images, speech, video, lyrics, music, and covers.

把一段场景描述变成粉红色章鱼打工人的 GIF 表情包：输出 720x720 循环 GIF 和适合聊天发送的 480x480 小图。需要 MiniMax Code 提供 image_synthesize 与 gen_videos 两个宿主工具。 / Turn a scene description into a pink octopus office-worker GIF meme: a 720x720 looping GIF plus a 480x480 mini-GIF for chat apps. Requires MiniMax Code to provide the image_synthesize and gen_videos host tools.

Replay, audit, and evaluate protein binder design campaigns with the openbinder CLI — source registry, protocol compiler, campaign replay, ranking audit, agent decision evaluation, external handoff, and evidence-graded final reports. No protein models, no GPU.

Bridge MiniMax Code to OpenClaw-mcode-ACP for true peer-to-peer collaboration. Use the inbox protocol to read messages, push progress, ask blocking questions, and answer peer questions, instead of one-shot master/slave task calls. The v0.3.0 release adds the goudan-side companion (acp-inbox-bridge Skill + scripts/acp_inbox.py wrapper + scripts/test_inbox_goudan.py smoke) so the OpenClaw main agent can also drive the inbox from the goudan perspective; the mavis-side Skills (acp-collab, acp-task-dispatch) are unchanged.

Evidence-first research workflow plugins for MiniMax Code — literature search, traceable evidence, citation verification, and human-gated research stages.

Public plant-pathology bioinformatics APIs: UniProt, NCBI, InterProScan, PDB, AlphaFold, Ensembl Plants, Sol Genomics, and Arabidopsis BAR/ATTED/STRING.

RNA-seq downstream plotting via local Rscript: DESeq2/edgeR/limma, volcano, heatmap, GSEA, WGCNA (png+pdf).

Enforce a search-before-edit workflow: locate relevant files, symbols, call sites, and surrounding context before proposing or making code changes.

Search the web through your own self-hosted SearXNG instance: categories, engines, time range, language and safe-search filters via a zero-dependency Python script, with bearer/basic auth and TOML or JSON config. The script contacts only the configured SearXNG instance (HTTPS by default; HTTP only for loopback or explicit opt-in); the instance then forwards the query, language, and categories to its own configured upstream engines (Google, Bing, DuckDuckGo, etc., as enabled by the instance operator). No telemetry, no third-party services run by this script.

Convert an openclaw (or similar) skill into a portable mavis/mcode-compatible skill, exposed as a stdio MCP server. Detects encoding, parameterizes hardcoded paths, enriches frontmatter, and runs the official skill-creator lint.

Skills for managing TickTick (international) tasks, lists, habits, focus records and countdowns through the official TickTick MCP server, which you add yourself in your client's MCP settings.

Cross-platform inventory of CLI tools, scripts, and MCP servers installed on the user's machine. Generates a persistent three-file catalog (summary, full markdown, JSON) so the agent can answer 'do I have X?', 'where is Y?', 'how do I run Z?' without re-scanning the filesystem every session.

Enforce a claim-to-proof workflow: define the evidence, run the right verification, and distinguish verified results from assumptions before declaring work complete.

End-to-end web research: search the web via Tavily keyless, then fetch each URL with a free-first cascade (defuddle → Tavily extract → mcode browser fallback). One Skill, one Python entry point.