Make docs MCP-client agnostic

Replace Claude-specific terminology with generic language:
- "Ask Claude:" → "Say:"
- "Claude will:" → "Your assistant will:"
- "Claude uses:" → "Calls:" / "This uses:"
- Architecture diagrams: "Claude Code" → "MCP Client"
- Installation tabs: "Claude Code" → "MCP Client" (with Claude Code as example)
- Prerequisites: list multiple MCP clients (Claude Code, Cursor, Zed)

Docs now work for any MCP-compatible client or custom implementation.

src/content/docs/getting-started/installation.mdx

@@ -10,10 +10,12 @@ import { Tabs, TabItem, Aside } from '@astrojs/starlight/components';
 ### From PyPI (Recommended)
 
 <Tabs>
-  <TabItem label="Claude Code">
+  <TabItem label="MCP Client">
+    For Claude Code:
     ```bash
     claude mcp add mcnanovna -- uvx mcnanovna
     ```
+    For other MCP clients, configure `uvx mcnanovna` as a server.
   </TabItem>
   <TabItem label="Standalone">
     ```bash
@@ -53,10 +55,12 @@ MCNANOVNA_WEB_PORT=8080 uv run mcnanovna
 ### From PyPI
 
 <Tabs>
-  <TabItem label="Claude Code">
+  <TabItem label="MCP Client">
+    For Claude Code:
     ```bash
     claude mcp add mcpositioner -- uvx mcpositioner
     ```
+    For other MCP clients, configure `uvx mcpositioner` as a server.
   </TabItem>
   <TabItem label="Standalone">
     ```bash
@@ -94,15 +98,12 @@ mcpositioner requires the ESP32 positioner hardware. See [Hardware Build](/hardw
 
 ## Both Servers Together
 
-For automated 3D antenna pattern measurement, run both servers:
+For automated 3D antenna pattern measurement, add both servers to your MCP client:
 
 ```bash
-# Add both to Claude Code
+# Claude Code example
 claude mcp add mcnanovna -- uvx mcnanovna
 claude mcp add mcpositioner -- uvx mcpositioner
-
-# Restart Claude Code to load both
-claude
 ```
 
 Then use the `measure_antenna_range` prompt to run automated pattern sweeps.

src/content/docs/getting-started/quickstart.mdx

@@ -7,26 +7,25 @@ import { Steps, Tabs, TabItem, Aside } from '@astrojs/starlight/components';
 
 ## Prerequisites
 
-- Claude Code CLI installed
+- An MCP client (Claude Code, Cursor, Zed, or any MCP-compatible app)
 - NanoVNA-H connected via USB
 - Python 3.11+ (handled automatically by uvx)
 
 ## Installation
 
 <Steps>
-1. **Add the MCP server to Claude Code**
+1. **Add the MCP server to your client**
 
+   For Claude Code:
    ```bash
    claude mcp add mcnanovna -- uvx mcnanovna
    ```
 
-2. **Start a new Claude Code session**
+   For other clients, configure `uvx mcnanovna` as an MCP server per your client's documentation.
 
-   ```bash
+2. **Start a new session**
-   claude
-   ```
 
-3. **Ask Claude to use your VNA**
+3. **Ask your assistant to use your VNA**
 
    Try these prompts:
    - "Scan my antenna from 144 to 148 MHz"
@@ -42,7 +41,7 @@ The VNA auto-connects on first tool call. No configuration needed if using defau
 
 ## Verify Connection
 
-Ask Claude: "Get VNA info"
+Try: *"Get VNA info"*
 
 You should see device details like firmware version, serial number, and frequency range.
 

src/content/docs/index.mdx

@@ -26,7 +26,7 @@ import nanoVNA from '../../assets/hardware/NanoVNA-H-2.jpg';
 
 ## What is this?
 
-Two MCP servers that let Claude control RF test equipment:
+Two MCP servers that let LLMs control RF test equipment:
 
 <CardGrid stagger>
   <Card title="mcnanovna" icon="document">
@@ -39,7 +39,7 @@ Two MCP servers that let Claude control RF test equipment:
   </Card>
   <Card title="Cross-Server Workflows" icon="rocket">
     Both servers work together for automated 3D antenna pattern measurement.
-    Claude orchestrates positioning and VNA measurements across the grid.
+    Your assistant orchestrates positioning and VNA measurements across the grid.
   </Card>
   <Card title="Web UI" icon="laptop">
     Optional Three.js 3D viewer for radiation patterns.
@@ -73,12 +73,12 @@ Direct access to professional RF measurement capabilities:
 ## Quick Install
 
 ```bash
-# Add both servers to Claude Code
+# Add both servers (Claude Code example)
 claude mcp add mcnanovna -- uvx mcnanovna
 claude mcp add mcpositioner -- uvx mcpositioner
 ```
 
-Then ask Claude to analyze your antenna, measure a filter, or run a 3D pattern sweep.
+Then ask your assistant to analyze your antenna, measure a filter, or run a 3D pattern sweep.
 
 ## Hardware
 
@@ -104,7 +104,7 @@ Then ask Claude to analyze your antenna, measure a filter, or run a 3D pattern s
 
 ## Example Prompts
 
-Once installed, try asking Claude:
+Once installed, try prompts like:
 
 - *"Connect to my NanoVNA and sweep 7.0-7.3 MHz to check my 40m dipole"*
 - *"Measure the insertion loss of this BPF from 144-148 MHz"*

src/content/docs/mcnanovna/overview.mdx

@@ -5,7 +5,7 @@ description: MCP server for NanoVNA-H vector network analyzers
 
 import { Aside } from '@astrojs/starlight/components';
 
-mcnanovna gives Claude direct control of NanoVNA-H vector network analyzers over USB serial. It exposes 78 MCP tools for frequency sweeps, S-parameter measurements, calibration, LCD capture, RF analysis, and 3D antenna radiation pattern visualization.
+mcnanovna gives LLMs direct control of NanoVNA-H vector network analyzers over USB serial. It exposes 78 MCP tools for frequency sweeps, S-parameter measurements, calibration, LCD capture, RF analysis, and 3D antenna radiation pattern visualization.
 
 ## Capabilities
 
@@ -49,7 +49,7 @@ Other NanoVNA variants using the same USB serial protocol (VID 0x0483, PID 0x574
 
 ```
 ┌─────────────────────────────────────────────────────────┐
-│                    Claude Code                          │
+│                    MCP Client                           │
 │                         │                               │
 │                    MCP Protocol                         │
 │                         ▼                               │

src/content/docs/mcnanovna/prompts.mdx

@@ -5,7 +5,7 @@ description: Guided workflow prompts for mcnanovna
 
 import { Aside } from '@astrojs/starlight/components';
 
-Prompts are pre-built conversation templates that guide Claude through multi-step procedures. They set up context and provide step-by-step instructions for common workflows.
+Prompts are pre-built conversation templates that guide your assistant through multi-step procedures. They set up context and provide step-by-step instructions for common workflows.
 
 ## Available Prompts
 

src/content/docs/mcnanovna/tools.mdx

@@ -130,30 +130,30 @@ import { Tabs, TabItem } from '@astrojs/starlight/components';
     ```
     User: Scan my antenna from 144 to 148 MHz with 201 points
 
-    Claude uses: sweep(144000000, 148000000, 201)
+    Calls: sweep(144000000, 148000000, 201)
-    Claude uses: scan(s11=true)
+    Calls: scan(s11=true)
-    Claude uses: analyze()
+    Calls: analyze()
     ```
   </TabItem>
   <TabItem label="Filter Analysis">
     ```
     User: Analyze this bandpass filter from 1 to 500 MHz
 
-    Claude uses: sweep(1000000, 500000000, 201)
+    Calls: sweep(1000000, 500000000, 201)
-    Claude uses: analyze_filter()
+    Calls: analyze_filter()
     ```
   </TabItem>
   <TabItem label="Calibration">
     ```
     User: Calibrate for the 2m band
 
-    Claude uses: sweep(144000000, 148000000, 101)
+    Calls: sweep(144000000, 148000000, 101)
-    Claude uses: cal("load")   # user connects load
+    Calls: cal("load")   # user connects load
-    Claude uses: cal("open")   # user connects open
+    Calls: cal("open")   # user connects open
-    Claude uses: cal("short")  # user connects short
+    Calls: cal("short")  # user connects short
-    Claude uses: cal("thru")   # user connects through
+    Calls: cal("thru")   # user connects through
-    Claude uses: cal("done")
+    Calls: cal("done")
-    Claude uses: save(0)
+    Calls: save(0)
     ```
   </TabItem>
 </Tabs>

src/content/docs/mcpositioner/overview.mdx

@@ -5,7 +5,7 @@ description: MCP server for ESP32 dual-axis antenna positioner
 
 import { Aside } from '@astrojs/starlight/components';
 
-mcpositioner gives Claude control of an ESP32-based dual-axis antenna positioner over WiFi. It drives two NEMA 17 stepper motors via TMC2209 drivers for theta (polar, 0-180°) and phi (azimuth, 0-360°) rotation.
+mcpositioner gives LLMs control of an ESP32-based dual-axis antenna positioner over WiFi. It drives two NEMA 17 stepper motors via TMC2209 drivers for theta (polar, 0-180°) and phi (azimuth, 0-360°) rotation.
 
 ## Purpose
 
@@ -36,7 +36,7 @@ Full build instructions and KiCad schematics are in the [Hardware section](/hard
 
 ```
 ┌─────────────────────────────────────────────────────────┐
-│                    Claude Code                          │
+│                    MCP Client                           │
 │                         │                               │
 │                    MCP Protocol                         │
 │                         ▼                               │

src/content/docs/mcpositioner/prompts.mdx

@@ -86,12 +86,12 @@ This prompt requires both mcpositioner AND mcnanovna MCP servers to be running.
 
 ## Using Prompts
 
-In Claude Code, invoke prompts by name:
+Invoke prompts by name:
 
 ```
 User: Run the measure_pattern_grid prompt for my Yagi on 70cm
 
-Claude: [Uses measure_pattern_grid prompt with antenna_type="yagi", band="70cm"]
+[Uses measure_pattern_grid prompt with antenna_type="yagi", band="70cm"]
 ```
 
-The prompt provides step-by-step guidance, and Claude executes the tools from both mcpositioner and mcnanovna as needed.
+The prompt provides step-by-step guidance, and your assistant executes the tools from both mcpositioner and mcnanovna as needed.

src/content/docs/tutorials/antenna-analysis.mdx

@@ -11,9 +11,9 @@ This tutorial covers common antenna analysis tasks using mcnanovna.
 
 The most common antenna measurement is SWR (Standing Wave Ratio) and impedance at the feedpoint.
 
-Ask Claude: "Analyze my antenna from 144 to 148 MHz"
+Say: "Analyze my antenna from 144 to 148 MHz"
 
-Claude will:
+Your assistant will:
 1. Run a sweep across the band
 2. Find the resonant frequency (minimum SWR)
 3. Calculate impedance at resonance
@@ -32,17 +32,17 @@ Return loss at resonance: -23.4 dB
 
 For antennas with multiple resonances (like a multi-band antenna):
 
-Ask Claude: "Find all resonances from 1 to 30 MHz"
+Say: "Find all resonances from 1 to 30 MHz"
 
-Claude uses `analyze_s11_resonance` to find all points where the antenna is resonant.
+This uses `analyze_s11_resonance` to find all points where the antenna is resonant.
 
 ## Impedance Matching
 
 If your antenna doesn't match 50Ω, design a matching network:
 
-Ask Claude: "Design a matching network for 35+j25 ohms at 145 MHz"
+Say: "Design a matching network for 35+j25 ohms at 145 MHz"
 
-Claude uses `analyze_lc_match` to compute L-network solutions:
+This uses `analyze_lc_match` to compute L-network solutions:
 ```
 Solution 1: Series L (27 nH) + Shunt C (18 pF)
 Solution 2: Shunt C (12 pF) + Series L (42 nH)
@@ -57,7 +57,7 @@ Solution 2: Shunt C (12 pF) + Series L (42 nH)
     - Narrow bandwidth
     - Figure-8 radiation pattern
 
-    Ask Claude: "Analyze my dipole on 20m"
+    Say: "Analyze my dipole on 20m"
   </TabItem>
   <TabItem label="Vertical">
     **Expected characteristics:**
@@ -65,7 +65,7 @@ Solution 2: Shunt C (12 pF) + Series L (42 nH)
     - Needs matching network or radials
     - Omnidirectional pattern
 
-    Ask Claude: "Analyze my vertical on 40m"
+    Say: "Analyze my vertical on 40m"
   </TabItem>
   <TabItem label="Yagi">
     **Expected characteristics:**
@@ -73,7 +73,7 @@ Solution 2: Shunt C (12 pF) + Series L (42 nH)
     - Narrow bandwidth
     - Directional pattern
 
-    Ask Claude: "Analyze my Yagi from 144 to 148 MHz"
+    Say: "Analyze my Yagi from 144 to 148 MHz"
   </TabItem>
   <TabItem label="Loop">
     **Expected characteristics:**
@@ -81,7 +81,7 @@ Solution 2: Shunt C (12 pF) + Series L (42 nH)
     - High Q (narrow bandwidth)
     - Figure-8 pattern (small loop)
 
-    Ask Claude: "Analyze my magnetic loop on 40m"
+    Say: "Analyze my magnetic loop on 40m"
   </TabItem>
 </Tabs>
 
@@ -114,7 +114,7 @@ For a dipole, each side is approximately λ/4 in length. At 145 MHz, that's abou
 
 The antenna is resonant but not at 50Ω.
 
-Ask Claude: "Design a matching network for my measured impedance"
+Say: "Design a matching network for my measured impedance"
 
 ### Narrow bandwidth
 
@@ -127,7 +127,7 @@ High-Q antennas (small loops, loaded verticals) have narrow bandwidth. Options:
 
 For a quick analytical pattern based on antenna type:
 
-Ask Claude: "Show the radiation pattern for my dipole"
+Say: "Show the radiation pattern for my dipole"
 
 This uses the S11 data to determine resonance and impedance, then generates an idealized 3D pattern.
 

src/content/docs/tutorials/calibration.mdx

@@ -34,7 +34,7 @@ An SMA calibration kit includes precision standards. For casual use, a 50Ω term
 <Steps>
 1. **Set the sweep range**
 
-   Ask Claude: "Set sweep from 144 to 148 MHz with 101 points"
+   Say: "Set sweep from 144 to 148 MHz with 101 points"
 
    Calibration is frequency-specific. Always calibrate at the frequencies you'll measure.
 
@@ -42,43 +42,43 @@ An SMA calibration kit includes precision standards. For casual use, a 50Ω term
 
    Connect the 50Ω load termination to Port 1.
 
-   Ask Claude: "Run cal load"
+   Say: "Run cal load"
 
 3. **Connect the OPEN**
 
    Remove the load, leave Port 1 open (or use an open standard).
 
-   Ask Claude: "Run cal open"
+   Say: "Run cal open"
 
 4. **Connect the SHORT**
 
    Connect the short standard to Port 1.
 
-   Ask Claude: "Run cal short"
+   Say: "Run cal short"
 
 5. **Connect the THROUGH**
 
    Connect Port 1 to Port 2 with a short cable or barrel adapter.
 
-   Ask Claude: "Run cal thru"
+   Say: "Run cal thru"
 
 6. **Optional: Isolation**
 
    Connect 50Ω loads to both ports.
 
-   Ask Claude: "Run cal isoln"
+   Say: "Run cal isoln"
 
    This corrects for crosstalk between ports.
 
 7. **Apply calibration**
 
-   Ask Claude: "Run cal done"
+   Say: "Run cal done"
 
    This computes and applies the error correction coefficients.
 
 8. **Save calibration**
 
-   Ask Claude: "Save calibration to slot 0"
+   Say: "Save calibration to slot 0"
 
    Saves to NanoVNA flash for later recall.
 </Steps>
@@ -109,7 +109,7 @@ Each slot holds one calibration. Common approach:
 
 ## Recalling Calibration
 
-Ask Claude: "Recall calibration from slot 0"
+Say: "Recall calibration from slot 0"
 
 The NanoVNA will use the stored calibration. Note that calibration must match the current sweep settings.
 

src/content/docs/tutorials/pattern-measurement.mdx

@@ -11,7 +11,7 @@ This tutorial walks through measuring a complete 3D antenna radiation pattern us
 
 - NanoVNA-H connected via USB
 - ESP32 positioner built and on WiFi
-- Both MCP servers added to Claude Code:
+- Both MCP servers added to your client (e.g., for Claude Code):
   ```bash
   claude mcp add mcnanovna -- uvx mcnanovna
   claude mcp add mcpositioner -- uvx mcpositioner
@@ -56,27 +56,27 @@ For accurate patterns, the transmit antenna should have a known, broad pattern (
 <Steps>
 1. **Verify both servers are connected**
 
-   Ask Claude: "Check positioner status and VNA info"
+   Say: "Check positioner status and VNA info"
 
-   Claude will call `positioner_status` and `info` to verify both devices respond.
+   This will call `positioner_status` and `info` to verify both devices respond.
 
 2. **Home the positioner**
 
-   Ask Claude: "Home the positioner on both axes"
+   Say: "Home the positioner on both axes"
 
    This establishes the reference position (theta=0, phi=0).
 
 3. **Calibrate the VNA**
 
-   Ask Claude: "Calibrate for the 2m band"
+   Say: "Calibrate for the 2m band"
 
    Follow the SOLT calibration procedure. This is critical for accurate S21 measurements.
 
 4. **Run the pattern measurement**
 
-   Ask Claude: "Measure a 3D radiation pattern for my dipole antenna on 2m"
+   Say: "Measure a 3D radiation pattern for my dipole antenna on 2m"
 
-   Claude uses the `measure_pattern_grid` prompt to guide the measurement:
+   This uses the `measure_pattern_grid` prompt to guide the measurement:
    - Confirms grid resolution (default: 5° theta × 10° phi)
    - Moves through each grid point in serpentine order
    - Measures S21 at each position
@@ -86,7 +86,7 @@ For accurate patterns, the transmit antenna should have a known, broad pattern (
 
    If the mcnanovna web UI is running (`MCNANOVNA_WEB_PORT=8080`), the pattern renders in 3D automatically.
 
-   Or ask Claude: "Show the pattern statistics"
+   Or say: *"Show the pattern statistics"*
 </Steps>
 
 ## Resolution Tradeoffs