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Silica

AI-native EDA environment · MCP server for hardware design and verification

PyPI Python License


What it does

Silica wraps your EDA toolchain — open-source and commercial — in a structured MCP interface. You describe what you want to the model; Silica gives it the tool access and reasoning skills to find and fix RTL bugs, synthesize designs, and run verification workflows autonomously.

Open-source tools (Verilator, Yosys, Verible, SymbiYosys, Icarus, GHDL, nextpnr, eqy, openFPGALoader, Surfer) work out of the box. Commercial tools (VCS, Questa, Xcelium, Vivado, Quartus, DC Shell, JasperGold, VC Formal, SpyGlass, Verdi) are detected automatically when present on PATH — no extra config needed.

The core value: closed autonomous loops. Run sim → parse failure → reason about RTL → propose fix → re-run — without human copy-paste. The full open-source FPGA flow is covered end-to-end: synthesize → place and route → program device.

Quick start

1. Install Silica

pip install silica-eda

2. Run the setup wizard

silica setup

The wizard detects which MCP clients and EDA tools you already have installed, lets you choose what to enable, and writes the MCP client config for you. It covers Claude Desktop, Claude Code, Cursor, Zed, Windsurf, OpenCode, and Gemini CLI.

When it's done, check your config anytime with:

silica config

3. Install missing tools (if any)

Easiest path — OSS CAD Suite. YosysHQ publishes a single binary bundle that includes Verilator, Icarus, Yosys, SymbiYosys, GHDL, nextpnr, eqy, openFPGALoader, Surfer, GTKWave, and all the SMT solvers. Download it from the releases page and extract it — silica uses the bundled tools directly, with no PATH setup or environment sourcing needed. This covers everything except the linters (Verible / svlint), which you install separately.

silica does not download OSS CAD Suite for you (it bundles many tools under their own licenses — that's your call to install). It only detects an existing install.

How silica finds your OSS CAD Suite — any one of these:

  1. Auto-detect — common locations are checked automatically: ~/oss-cad-suite, ~/.silica/oss-cad-suite, /opt/oss-cad-suite, /usr/local/oss-cad-suite (Linux/macOS), or C:\oss-cad-suite (Windows).

  2. Enter a path in the wizard — if it's installed somewhere else, silica setup prompts you for the path and remembers it.

  3. Set it manually — point silica at any location with either:

    • the config key in ~/.silica/config.toml:
      [oss_cad_suite]
      path = "/your/path/to/oss-cad-suite"
      
    • or the SILICA_OSS_CAD_SUITE environment variable:
      export SILICA_OSS_CAD_SUITE=/your/path/to/oss-cad-suite
      

    The path should point at the oss-cad-suite folder itself (the one containing bin/). Run silica config to confirm it's detected.

For anything not bundled in OSS CAD Suite, the wizard prints the exact install commands for your platform automatically.

4. Start the server

silica serve

Your MCP client will launch this automatically — you typically don't need to run it manually.

5. Test the UART example

Ask Claude:

Run the UART TX simulation in examples/uart/ and tell me if it passes.

Or introduce a bug and ask Claude to find and fix it autonomously:

In examples/uart/uart_tx.sv, change line 54 to use == instead of == CLKS_PER_BIT - 1 for the baud counter comparison. Then run the simulation, find the bug, and fix it.

Manual client setup

If you prefer to configure your MCP client by hand instead of using silica setup:

Claude Desktop~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or ~/.config/Claude/claude_desktop_config.json (Linux):

{
  "mcpServers": {
    "silica": {
      "command": "silica",
      "args": ["serve"]
    }
  }
}

Claude Code

claude mcp add silica silica serve

Cursor~/.cursor/mcp.json:

{
  "mcpServers": {
    "silica": {
      "command": "silica",
      "args": ["serve"]
    }
  }
}

Windows (WSL2)

{
  "mcpServers": {
    "silica": {
      "command": "wsl",
      "args": ["-e", "silica", "serve"]
    }
  }
}

CLI reference

Command Description
silica serve Start the MCP server (stdio transport). Default if no subcommand given.
silica setup Interactive first-run configuration wizard.
silica config Show current configuration and live tool status (incl. detected OSS CAD Suite).

Controlling tool selection

By default every detected tool is available and auto picks the best one (open-source first). To control this per category, edit ~/.silica/config.toml:

[tools.simulation]
priority = ["verilator", "iverilog"]   # ordering for auto-selection
enabled  = ["verilator", "iverilog"]   # allowlist — everything else is blocked

priority reorders what auto tries. enabled is an enforced allowlist: tools not on it can't be used even when the model asks for one explicitly — the request is rejected with an error naming the tool and what's enabled, so the model can retry with an allowed one. Useful when a machine has commercial tools installed that shouldn't be run (license pools, air-gapped flows). Leave enabled empty or unset for no restriction.

Categories: simulation, synthesis, place_route, formal, lint, format, waveform, program.

Guardrails

Built for pointing an autonomous agent at a real repo:

  • File access is confined to the project directoryread_rtl / write_rtl / get_constraints reject absolute or .. paths that escape the directory the server was started in.
  • Writes are diff-firstwrite_rtl defaults to a dry run that returns a unified diff; nothing touches disk until explicitly confirmed.
  • A hung tool never kills the server — every tool call has a timeout and returns a structured error instead of crashing the session.

MCP Tools

Tool Description
run_simulation Simulate RTL. Auto-selects from Verilator, Icarus, GHDL, VCS, Questa, Xcelium. Accepts multiple design files / a .f filelist via extra_sources. Returns structured errors, optional VCD trace, and optional coverage (coverage=True, Verilator).
run_cocotb Run a cocotb (Python) testbench against an HDL design via cocotb's runner. Returns per-test pass/fail.
synthesize Synthesize to gates. Auto-selects from Yosys, Vivado, Quartus, DC Shell. Accepts multiple files / a .f filelist. Returns utilization and timing summary.
run_place_route Place and route an FPGA netlist. Auto-selects from nextpnr (ice40, ECP5, Nexus, MachXO2). Returns timing summary and utilization. Output bitstream path is passed directly to program_device.
program_device Program a bitstream to an FPGA. Auto-selects from openFPGALoader. Supports SRAM and SPI flash targets.
lint Static analysis. Auto-selects from Verible, Verilator, SpyGlass. Lints multiple files / a .f filelist. Returns structured warnings.
format_rtl Auto-format SystemVerilog/Verilog with verible-verilog-format. Diff-first (dry_run) like write_rtl; refuses to mangle on syntax errors.
run_formal Formal verification and equivalence checking. Auto-selects from SymbiYosys, eqy, JasperGold, VC Formal. Returns pass/fail/error with counterexample traces.
launch_waveform Open a VCD/FST/FSDB trace in Surfer, GTKWave, or Verdi (fire-and-forget).
read_waveform Read signal values straight out of a VCD/FST trace (pure Python, no viewer). List available signals, then fetch transitions for chosen signals in a time window — lets the model inspect waveforms autonomously.
read_coverage Summarize a Verilator coverage.dat as per-file and overall line coverage, with uncovered line numbers.
read_rtl Read source file with line numbers.
write_rtl Propose RTL changes — always dry_run=True before writing.
get_project_structure Scan for RTL and constraint files.
search_rtl Grep across project RTL with context.
get_constraints Read constraint files (.xdc, .sdc, .lpf).

Workflow Skills

Silica ships reasoning scripts that teach the model how to interpret tool output and form hypotheses — not just how to call tools. Available as MCP prompts:

  • debug_simulation_failure — step-by-step triage from error list to verified fix
  • write_testbench — generate a complete testbench from a module interface
  • generate_assertions — write SVA assertions from design intent
  • close_timing — work through timing violations with synthesis feedback
  • debug_formal_failure — triage a formal FAIL/UNKNOWN from the counterexample trace to a verified fix
  • cdc_review — enumerate and classify every clock domain crossing against known-safe patterns

Architecture

silica/
├── silica/
│   ├── server.py              # FastMCP server; registers all tools and prompts
│   ├── cli.py                 # subcommand dispatch (serve / setup / config)
│   ├── tools_registry.py      # canonical list of EDA tools (per-OS support + install)
│   ├── clients_registry.py    # canonical list of all supported MCP clients
│   ├── terminal.py            # OSC 8 hyperlink support
│   ├── config.py              # ~/.silica/config.toml load/save
│   ├── oss_cad_suite.py       # detect an existing OSS CAD Suite; binary resolution
│   ├── setup.py               # interactive setup wizard + config viewer
│   ├── tools/                 # MCP tool definitions
│   │   ├── _config_dispatch.py  # config-aware auto tool selection
│   │   ├── _sources.py        # .f filelist / multi-file expansion
│   │   ├── simulation.py      # run_simulation()
│   │   ├── cocotb.py          # run_cocotb()
│   │   ├── coverage.py        # read_coverage()
│   │   ├── synthesis.py       # synthesize()
│   │   ├── place_route.py     # run_place_route()
│   │   ├── program.py         # program_device()
│   │   ├── lint.py            # lint()
│   │   ├── format.py          # format_rtl()
│   │   ├── formal.py          # run_formal()
│   │   ├── waveform.py        # launch_waveform(), read_waveform()
│   │   └── project.py         # read_rtl(), write_rtl(), get_project_structure(), ...
│   └── adapters/              # per-tool CLI wrappers + output parsers
│       ├── _hints.py          # platform-aware install hint strings
│       ├── verilator.py       # open source
│       ├── cocotb_runner.py
│       ├── icarus.py
│       ├── ghdl.py
│       ├── yosys.py
│       ├── nextpnr.py
│       ├── openfpgaloader.py
│       ├── verible.py
│       ├── sby.py
│       ├── eqy.py
│       ├── vcs.py             # commercial (detected if on PATH)
│       ├── questa.py
│       ├── xcelium.py
│       ├── vivado.py
│       ├── quartus.py
│       ├── dc_shell.py
│       ├── jaspergold.py
│       ├── vc_formal.py
│       ├── spyglass.py
│       └── verdi.py
└── examples/
    └── uart/                  # 8N1 UART TX — reference design for end-to-end testing

Toolchain coverage

Category Open source Commercial (detected if on PATH)
Simulation Verilator, Icarus Verilog, GHDL VCS (Synopsys), Questa (Siemens), Xcelium (Cadence)
Python TB cocotb (Icarus/Verilator/…)
Synthesis Yosys Vivado (AMD/Xilinx), Quartus (Intel), DC Shell (Synopsys)
Place & Route nextpnr (ice40, ECP5, Nexus, MachXO2)
Formal SymbiYosys, eqy JasperGold (Cadence), VC Formal (Synopsys)
Lint Verible, svlint SpyGlass (Synopsys)
Format verible-verilog-format
Coverage Verilator
Waveform GTKWave, Surfer Verdi (Synopsys)
Program openFPGALoader

Development

git clone https://github.com/simaanc/silica-eda
cd silica-eda
uv sync                  # installs silica-eda editable + dev deps (pytest, ruff)

# Run the test suite and linter
uv run pytest tests/ -q
uv run ruff check silica/ tests/

# Run the server locally (for debugging)
uv run silica serve

# Run the UART end-to-end test
iverilog -g2012 -o /tmp/uart_sim examples/uart/uart_tx_tb.sv examples/uart/uart_tx.sv
vvp /tmp/uart_sim

License

Apache-2.0

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