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KiCad EDA orchestration via kicad-mcp MCP server. Routes 17 tools for schematic creation, PCB layout, autorouting, DRC, and Gerber export. Enforces serialized PCB ops, library-first lookup, and autoroute-only routing.
AI-automated hardware product pipeline: from requirements to manufacturable Gerber + compiled firmware + cross-platform app. Orchestrates system design, ESP-IDF firmware, KiCad PCB, UniApp client, and release packaging in a zero-human-touch flow.
Systematically reduce AIGC detection rates in academic papers (Chinese/English). Analyzes detection reports, identifies high-impact sections, applies multi-layer rewriting strategies preserving formatting/footnotes, and verifies results. Supports 维普/知网/Turnitin platforms.
AI agent and LLM system engineering reference covering single-agent dev (ReAct, tool calling, plan-execute), multi-agent coordination (swarm, role decomposition, file locking), LLM security (prompt injection, jailbreak defense, output filtering), RAG architecture (chunking, hybrid retrieval, rerank), and prompt engineering / evaluation (RAGAS, LLM-as-Judge). Use when building AI agents, designing RAG pipelines, orchestrating multi-agent workflows, hardening LLM apps, or writing prompts.
Multi-agent adversarial-verification orchestration for high-confidence conclusions. Fan-out finders, then verify every finding through a three-prism panel (exploitability / correctness / refutation) that defaults to disbelief, gate fixes behind load-bearing proof tests that catch agents who falsely claim "done/fixed", and roll out behind a build-first exit-code guard. Use when a fan-out task must produce trustworthy results — security audit, code review, research synthesis, migration — and a single agent's self-report cannot be trusted. Composes with securing-systems (what to look for) and shipping-changes (change closed loop); orchestration engine is the Workflow tool.
End-to-end change-shipping closed loop for non-trivial work — research → proposal doc → phased guarded implementation → PR self-review → harden → merge. Use when taking a substantial change from idea to merged PR, when a task needs a written proposal before code, when implementing in reversible phases behind a guarded commit chain (assert + test + verify, all green before commit), or when self-reviewing your own PR. Complements automating-devops (which is the git/CI/release knowledge reference); this skill is the orchestration spine that sequences a change from zero to merged.
DevOps knowledge reference covering Git workflows, testing strategies, DevSecOps, release pipeline orchestration (release.yml, multi-arch images, cosign integration), CI/CD pipelines, database management, observability, and performance optimization. Use when working with Git, CI/CD, release pipelines, ghcr image publishing, testing, monitoring, or infrastructure automation.
| name | operating-kicad-eda |
| description | KiCad EDA orchestration via kicad-mcp MCP server. Routes 17 tools for schematic creation, PCB layout, autorouting, DRC, and Gerber export. Enforces serialized PCB ops, library-first lookup, and autoroute-only routing. |
| user-invocable | true |
| argument-hint | <operation: schematic|pcb|route|drc|export|full-pipeline> |
| allowed-tools | Read, Bash |
MCP tool router for KiCad 9. Never guess, never hand-route, never parallelize PCB writes.
| Scenario | Use | Approach |
|---|---|---|
| Create schematic from design doc | Yes | schematic() operations |
| Generate PCB from schematic | Yes | build_pcb_from_schematic |
| Route a PCB | Yes | autoroute(operation="run") only |
| Fix DRC violations | Yes | drc(operation="autofix") |
| Export manufacturing files | Yes | export() Gerber/BOM/render |
| Hand-place a single trace | NO | LLM traces violate clearances |
pcb(add_trace/add_via) produces DRC-failing garbage. Use autoroute(operation="run").library(operation="search") first..kicad_pcb file.drc(operation="run") + audit(operation="all") before declaring done.| Task | MCP Tool | Operation |
|---|---|---|
| Search parts | library | search |
| Create/edit schematic | schematic | create_symbol, add_wire, add_label |
| Build PCB from schematic | build_pcb_from_schematic | — (standalone) |
| Place footprints | pcb | place_footprint |
| Set board outline | pcb | set_board_outline |
| Add zones (copper pour) | pcb | add_zone |
| Auto-route | autoroute | run |
| Run DRC | drc | run |
| Auto-fix DRC | drc | autofix |
| Export Gerber | export | gerber |
| Export BOM | export | bom |
| 3D render | export | render |
| Estimate board size | estimate_board_size | — (standalone) |
| Suggest placement | suggest_placement | — (standalone) |
| Full audit | audit | all |
1. library(search) → find symbols and footprints
2. schematic(create_symbol) → place all components
3. schematic(add_wire/add_label) → connect nets
4. [Python] footprint injection script → fix kicad-cli lookup
5. build_pcb_from_schematic → initial PCB
6. pcb(set_board_outline) → product form factor
7. suggest_placement or pcb(place_footprint) → position components
8. autoroute(run) → FreeRouter
9. drc(run) → check
10. drc(autofix) → fix violations
11. pcb(add_zone) → GND copper pour both layers
12. export(gerber) → manufacturing files
13. export(render) → 3D views
| Topic | File |
|---|---|
| KiCad 9 parse quirks | kicad9-quirks.md |
| DRC fix strategies | drc-strategies.md |
| Footprint injection | footprint-injection.md |