examples: first autonomous FM capture — Pitbull on 101.1 MHz

LLM-driven SDR session recorded 2026-01-28T15:05:21-07:00.
Built flowgraph via MCP tools, launched in Docker with RTL-SDR
USB passthrough, captured 128s of WBFM audio to WAV.

Song identified via songrec/Shazam: "Damn I Love Miami"
by Pitbull & Lil Jon.

Signal chain: RTL2838 → osmocom source (2.4 MS/s)
→ LPF (100 kHz, ÷5) → WBFM demod (÷10) → 48 kHz WAV

Includes GRC flowgraph, WAV recording, and helper scripts.
This commit is contained in:
Ryan Malloy 2026-01-28 15:07:39 -07:00
parent 75d19eb6dd
commit 97248fc069
4 changed files with 950 additions and 0 deletions

488
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options:
parameters:
author: ''
catch_exceptions: 'True'
category: '[GRC Hier Blocks]'
cmake_opt: ''
comment: ''
copyright: ''
description: ''
gen_cmake: 'On'
gen_linking: dynamic
generate_options: qt_gui
hier_block_src_path: '.:'
id: default
max_nouts: '0'
output_language: python
placement: (0,0)
qt_qss_theme: ''
realtime_scheduling: ''
run: 'True'
run_command: '{python} -u {filename}'
run_options: prompt
sizing_mode: fixed
thread_safe_setters: ''
title: Not titled yet
window_size: (1000,1000)
states:
bus_sink: false
bus_source: false
bus_structure: null
coordinate: [8, 8]
rotation: 0
state: enabled
blocks:
- name: freq
id: variable
parameters:
comment: ''
value: 101.1e6
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: samp_rate
id: variable
parameters:
comment: ''
value: int(2.4e6)
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: analog_wfm_rcv_1
id: analog_wfm_rcv
parameters:
affinity: ''
alias: ''
audio_decimation: '10'
comment: ''
maxoutbuf: '0'
minoutbuf: '0'
quad_rate: 480e3
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: blocks_wavfile_sink_0
id: blocks_wavfile_sink
parameters:
affinity: ''
alias: ''
append: 'False'
bits_per_sample1: FORMAT_PCM_16
bits_per_sample2: FORMAT_PCM_16
bits_per_sample3: FORMAT_VORBIS
bits_per_sample4: FORMAT_PCM_16
comment: ''
file: ''
format: FORMAT_WAV
nchan: '1'
samp_rate: samp_rate
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: low_pass_filter_1
id: low_pass_filter
parameters:
affinity: ''
alias: ''
beta: '6.76'
comment: ''
cutoff_freq: 100e3
decim: '5'
gain: '1'
interp: '1'
maxoutbuf: '0'
minoutbuf: '0'
samp_rate: 2.4e6
type: fir_filter_ccf
width: 10e3
win: window.WIN_HAMMING
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: osmosdr_source_1
id: osmosdr_source
parameters:
affinity: ''
alias: ''
ant0: ''
ant1: ''
ant10: ''
ant11: ''
ant12: ''
ant13: ''
ant14: ''
ant15: ''
ant16: ''
ant17: ''
ant18: ''
ant19: ''
ant2: ''
ant20: ''
ant21: ''
ant22: ''
ant23: ''
ant24: ''
ant25: ''
ant26: ''
ant27: ''
ant28: ''
ant29: ''
ant3: ''
ant30: ''
ant31: ''
ant4: ''
ant5: ''
ant6: ''
ant7: ''
ant8: ''
ant9: ''
args: '"rtl=0"'
bb_gain0: '20'
bb_gain1: '20'
bb_gain10: '20'
bb_gain11: '20'
bb_gain12: '20'
bb_gain13: '20'
bb_gain14: '20'
bb_gain15: '20'
bb_gain16: '20'
bb_gain17: '20'
bb_gain18: '20'
bb_gain19: '20'
bb_gain2: '20'
bb_gain20: '20'
bb_gain21: '20'
bb_gain22: '20'
bb_gain23: '20'
bb_gain24: '20'
bb_gain25: '20'
bb_gain26: '20'
bb_gain27: '20'
bb_gain28: '20'
bb_gain29: '20'
bb_gain3: '20'
bb_gain30: '20'
bb_gain31: '20'
bb_gain4: '20'
bb_gain5: '20'
bb_gain6: '20'
bb_gain7: '20'
bb_gain8: '20'
bb_gain9: '20'
bw0: '0'
bw1: '0'
bw10: '0'
bw11: '0'
bw12: '0'
bw13: '0'
bw14: '0'
bw15: '0'
bw16: '0'
bw17: '0'
bw18: '0'
bw19: '0'
bw2: '0'
bw20: '0'
bw21: '0'
bw22: '0'
bw23: '0'
bw24: '0'
bw25: '0'
bw26: '0'
bw27: '0'
bw28: '0'
bw29: '0'
bw3: '0'
bw30: '0'
bw31: '0'
bw4: '0'
bw5: '0'
bw6: '0'
bw7: '0'
bw8: '0'
bw9: '0'
clock_source0: ''
clock_source1: ''
clock_source2: ''
clock_source3: ''
clock_source4: ''
clock_source5: ''
clock_source6: ''
clock_source7: ''
comment: ''
corr0: '0'
corr1: '0'
corr10: '0'
corr11: '0'
corr12: '0'
corr13: '0'
corr14: '0'
corr15: '0'
corr16: '0'
corr17: '0'
corr18: '0'
corr19: '0'
corr2: '0'
corr20: '0'
corr21: '0'
corr22: '0'
corr23: '0'
corr24: '0'
corr25: '0'
corr26: '0'
corr27: '0'
corr28: '0'
corr29: '0'
corr3: '0'
corr30: '0'
corr31: '0'
corr4: '0'
corr5: '0'
corr6: '0'
corr7: '0'
corr8: '0'
corr9: '0'
dc_offset_mode0: '0'
dc_offset_mode1: '0'
dc_offset_mode10: '0'
dc_offset_mode11: '0'
dc_offset_mode12: '0'
dc_offset_mode13: '0'
dc_offset_mode14: '0'
dc_offset_mode15: '0'
dc_offset_mode16: '0'
dc_offset_mode17: '0'
dc_offset_mode18: '0'
dc_offset_mode19: '0'
dc_offset_mode2: '0'
dc_offset_mode20: '0'
dc_offset_mode21: '0'
dc_offset_mode22: '0'
dc_offset_mode23: '0'
dc_offset_mode24: '0'
dc_offset_mode25: '0'
dc_offset_mode26: '0'
dc_offset_mode27: '0'
dc_offset_mode28: '0'
dc_offset_mode29: '0'
dc_offset_mode3: '0'
dc_offset_mode30: '0'
dc_offset_mode31: '0'
dc_offset_mode4: '0'
dc_offset_mode5: '0'
dc_offset_mode6: '0'
dc_offset_mode7: '0'
dc_offset_mode8: '0'
dc_offset_mode9: '0'
freq0: 101.1e6
freq1: 100e6
freq10: 100e6
freq11: 100e6
freq12: 100e6
freq13: 100e6
freq14: 100e6
freq15: 100e6
freq16: 100e6
freq17: 100e6
freq18: 100e6
freq19: 100e6
freq2: 100e6
freq20: 100e6
freq21: 100e6
freq22: 100e6
freq23: 100e6
freq24: 100e6
freq25: 100e6
freq26: 100e6
freq27: 100e6
freq28: 100e6
freq29: 100e6
freq3: 100e6
freq30: 100e6
freq31: 100e6
freq4: 100e6
freq5: 100e6
freq6: 100e6
freq7: 100e6
freq8: 100e6
freq9: 100e6
gain0: '40'
gain1: '10'
gain10: '10'
gain11: '10'
gain12: '10'
gain13: '10'
gain14: '10'
gain15: '10'
gain16: '10'
gain17: '10'
gain18: '10'
gain19: '10'
gain2: '10'
gain20: '10'
gain21: '10'
gain22: '10'
gain23: '10'
gain24: '10'
gain25: '10'
gain26: '10'
gain27: '10'
gain28: '10'
gain29: '10'
gain3: '10'
gain30: '10'
gain31: '10'
gain4: '10'
gain5: '10'
gain6: '10'
gain7: '10'
gain8: '10'
gain9: '10'
gain_mode0: 'False'
gain_mode1: 'False'
gain_mode10: 'False'
gain_mode11: 'False'
gain_mode12: 'False'
gain_mode13: 'False'
gain_mode14: 'False'
gain_mode15: 'False'
gain_mode16: 'False'
gain_mode17: 'False'
gain_mode18: 'False'
gain_mode19: 'False'
gain_mode2: 'False'
gain_mode20: 'False'
gain_mode21: 'False'
gain_mode22: 'False'
gain_mode23: 'False'
gain_mode24: 'False'
gain_mode25: 'False'
gain_mode26: 'False'
gain_mode27: 'False'
gain_mode28: 'False'
gain_mode29: 'False'
gain_mode3: 'False'
gain_mode30: 'False'
gain_mode31: 'False'
gain_mode4: 'False'
gain_mode5: 'False'
gain_mode6: 'False'
gain_mode7: 'False'
gain_mode8: 'False'
gain_mode9: 'False'
if_gain0: '20'
if_gain1: '20'
if_gain10: '20'
if_gain11: '20'
if_gain12: '20'
if_gain13: '20'
if_gain14: '20'
if_gain15: '20'
if_gain16: '20'
if_gain17: '20'
if_gain18: '20'
if_gain19: '20'
if_gain2: '20'
if_gain20: '20'
if_gain21: '20'
if_gain22: '20'
if_gain23: '20'
if_gain24: '20'
if_gain25: '20'
if_gain26: '20'
if_gain27: '20'
if_gain28: '20'
if_gain29: '20'
if_gain3: '20'
if_gain30: '20'
if_gain31: '20'
if_gain4: '20'
if_gain5: '20'
if_gain6: '20'
if_gain7: '20'
if_gain8: '20'
if_gain9: '20'
iq_balance_mode0: '0'
iq_balance_mode1: '0'
iq_balance_mode10: '0'
iq_balance_mode11: '0'
iq_balance_mode12: '0'
iq_balance_mode13: '0'
iq_balance_mode14: '0'
iq_balance_mode15: '0'
iq_balance_mode16: '0'
iq_balance_mode17: '0'
iq_balance_mode18: '0'
iq_balance_mode19: '0'
iq_balance_mode2: '0'
iq_balance_mode20: '0'
iq_balance_mode21: '0'
iq_balance_mode22: '0'
iq_balance_mode23: '0'
iq_balance_mode24: '0'
iq_balance_mode25: '0'
iq_balance_mode26: '0'
iq_balance_mode27: '0'
iq_balance_mode28: '0'
iq_balance_mode29: '0'
iq_balance_mode3: '0'
iq_balance_mode30: '0'
iq_balance_mode31: '0'
iq_balance_mode4: '0'
iq_balance_mode5: '0'
iq_balance_mode6: '0'
iq_balance_mode7: '0'
iq_balance_mode8: '0'
iq_balance_mode9: '0'
maxoutbuf: '0'
minoutbuf: '0'
nchan: '1'
num_mboards: '1'
sample_rate: 2.4e6
sync: sync
time_source0: ''
time_source1: ''
time_source2: ''
time_source3: ''
time_source4: ''
time_source5: ''
time_source6: ''
time_source7: ''
type: fc32
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
- name: xmlrpc_server_0
id: xmlrpc_server
parameters:
addr: 0.0.0.0
alias: ''
comment: ''
port: '8090'
states:
bus_sink: false
bus_source: false
bus_structure: null
state: enabled
connections:
- [analog_wfm_rcv_1, '0', blocks_wavfile_sink_0, '0']
- [low_pass_filter_1, '0', analog_wfm_rcv_1, '0']
- [osmosdr_source_1, '0', low_pass_filter_1, '0']
metadata:
file_format: 1
grc_version: 3.10.12.0

Binary file not shown.

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#!/usr/bin/env python3
"""
FM Receiver Flowgraph Builder using gr-mcp
This script uses gr-mcp's MCP tools to programmatically build a Wideband FM
receiver flowgraph that:
- Receives RF from an RTL-SDR dongle (or simulated source)
- Demodulates FM audio
- Outputs to speakers
Signal Chain:
RTL-SDR Source (2.4 MHz) Low Pass Filter WBFM Demod Audio Sink
88-108 MHz Anti-alias Demodulate Speakers
complex IQ 200 kHz BW to audio
"""
import asyncio
import sys
from pathlib import Path
from fastmcp import Client
# Add project root to path for imports
sys.path.insert(0, str(Path(__file__).parent.parent))
from main import app as mcp_app
async def find_blocks_matching(client: Client, patterns: list[str]) -> dict[str, str]:
"""Search available blocks for ones matching the given patterns."""
result = await client.call_tool(name="get_all_available_blocks")
available = result.data
matches = {}
for pattern in patterns:
for block in available:
if pattern.lower() in block.key.lower():
if pattern not in matches:
matches[pattern] = block.key
break
return matches
async def build_fm_receiver(
client: Client,
freq_mhz: float = 99.5,
output_path: str = "/tmp/fm_receiver.grc",
use_simulation: bool = False,
):
"""
Build an FM receiver flowgraph.
Args:
client: FastMCP client connected to gr-mcp
freq_mhz: FM station frequency in MHz (default 99.5)
output_path: Where to save the .grc file
use_simulation: If True, use signal source instead of RTL-SDR
"""
print(f"\n{'='*60}")
print(f"Building FM Receiver for {freq_mhz} MHz")
print(f"{'='*60}\n")
# Step 1: Find available blocks
print("Step 1: Checking available blocks...")
result = await client.call_tool(name="get_all_available_blocks")
available_blocks = {b.key: b for b in result.data}
# Check for SDR source options
sdr_sources = ["osmosdr_source", "soapy_source", "rtlsdr_source"]
found_sdr = None
for src in sdr_sources:
if src in available_blocks:
found_sdr = src
print(f" ✓ Found SDR source: {src}")
break
if not found_sdr and not use_simulation:
print(" ⚠ No SDR source found (osmosdr, soapy, rtlsdr)")
print(" Using simulation mode with analog_sig_source_x")
use_simulation = True
# Check for required blocks
required = ["low_pass_filter", "analog_wfm_rcv", "audio_sink"]
for block_key in required:
if block_key in available_blocks:
print(f" ✓ Found: {block_key}")
else:
# Try partial match
matches = [k for k in available_blocks if block_key in k]
if matches:
print(f" ✓ Found (partial): {matches[0]}")
else:
print(f" ✗ Missing: {block_key}")
# Step 2: Create the blocks
print("\nStep 2: Creating blocks...")
blocks = {}
# Source block
if use_simulation:
result = await client.call_tool(
name="make_block", arguments={"block_name": "analog_sig_source_x"}
)
blocks["source"] = str(result.data)
print(f" Created simulation source: {blocks['source']}")
else:
result = await client.call_tool(
name="make_block", arguments={"block_name": found_sdr}
)
blocks["source"] = str(result.data)
print(f" Created SDR source: {blocks['source']}")
# Low pass filter
result = await client.call_tool(
name="make_block", arguments={"block_name": "low_pass_filter"}
)
blocks["lpf"] = str(result.data)
print(f" Created low pass filter: {blocks['lpf']}")
# WFM (Wideband FM) demodulator
result = await client.call_tool(
name="make_block", arguments={"block_name": "analog_wfm_rcv"}
)
blocks["wfm"] = str(result.data)
print(f" Created WFM demod: {blocks['wfm']}")
# Audio sink
result = await client.call_tool(
name="make_block", arguments={"block_name": "audio_sink"}
)
blocks["audio"] = str(result.data)
print(f" Created audio sink: {blocks['audio']}")
# Step 3: Configure block parameters
print("\nStep 3: Configuring block parameters...")
freq_hz = freq_mhz * 1e6
samp_rate = 2.4e6 # 2.4 MHz sample rate
audio_rate = 48000 # 48 kHz audio
if use_simulation:
# Configure simulation source (complex sine wave at FM frequency)
# Using GRC parameter keys (not display names) from inspect_blocks.py
await client.call_tool(
name="set_block_params",
arguments={
"block_name": blocks["source"],
"params": {
"type": "complex",
"samp_rate": str(samp_rate),
"freq": "1000", # 1 kHz tone offset
"amp": "1",
"offset": "0",
"waveform": "analog.GR_COS_WAVE",
},
},
)
print(f" Configured simulation source (complex, {samp_rate/1e6} MHz)")
else:
# Configure RTL-SDR/OsmoSDR source
# Using GRC parameter keys (not display names) from inspect_blocks.py
await client.call_tool(
name="set_block_params",
arguments={
"block_name": blocks["source"],
"params": {
"type": "fc32",
"args": '"rtl=0"',
"sample_rate": str(samp_rate),
"freq0": str(freq_hz),
"gain0": "40",
"if_gain0": "20",
"bb_gain0": "20",
},
},
)
print(f" Configured SDR source: {freq_mhz} MHz, {samp_rate/1e6} MS/s")
# Configure low pass filter
# Decimation: 2.4M → 480k (factor of 5)
# Using GRC parameter keys (not display names) from inspect_blocks.py
await client.call_tool(
name="set_block_params",
arguments={
"block_name": blocks["lpf"],
"params": {
"type": "fir_filter_ccf",
"decim": "5",
"gain": "1",
"samp_rate": str(samp_rate),
"cutoff_freq": "100e3", # 100 kHz cutoff
"width": "10e3", # 10 kHz transition width
"win": "window.WIN_HAMMING",
},
},
)
print(" Configured LPF: 100 kHz cutoff, 5x decimation → 480 kHz")
# Configure WFM demodulator
# Input rate: 480 kHz, audio decimation: 10 → 48 kHz audio
# Using GRC parameter keys (not display names) from inspect_blocks.py
await client.call_tool(
name="set_block_params",
arguments={
"block_name": blocks["wfm"],
"params": {
"quad_rate": "480e3", # 480 kHz input rate
"audio_decimation": "10", # → 48 kHz output
},
},
)
print(" Configured WFM: quad_rate=480k, audio_dec=10 → 48 kHz")
# Configure audio sink
# Using GRC parameter keys (not display names) from inspect_blocks.py
await client.call_tool(
name="set_block_params",
arguments={
"block_name": blocks["audio"],
"params": {
"samp_rate": str(audio_rate),
"device_name": "", # Default audio device
"ok_to_block": "True",
"num_inputs": "1",
},
},
)
print(f" Configured audio sink: {audio_rate} Hz")
# Step 4: Check block ports before connecting
print("\nStep 4: Checking block ports...")
for name, block_name in blocks.items():
sources = await client.call_tool(
name="get_block_sources", arguments={"block_name": block_name}
)
sinks = await client.call_tool(
name="get_block_sinks", arguments={"block_name": block_name}
)
src_count = len(sources.data) if sources.data else 0
sink_count = len(sinks.data) if sinks.data else 0
print(f" {name} ({block_name}): {src_count} source(s), {sink_count} sink(s)")
# Step 5: Connect the signal chain
print("\nStep 5: Connecting signal chain...")
# Source → Low Pass Filter
await client.call_tool(
name="connect_blocks",
arguments={
"source_block_name": blocks["source"],
"sink_block_name": blocks["lpf"],
"source_port_name": "0",
"sink_port_name": "0",
},
)
print(f" {blocks['source']}:0 → {blocks['lpf']}:0")
# Low Pass Filter → WBFM Demod
await client.call_tool(
name="connect_blocks",
arguments={
"source_block_name": blocks["lpf"],
"sink_block_name": blocks["wfm"],
"source_port_name": "0",
"sink_port_name": "0",
},
)
print(f" {blocks['lpf']}:0 → {blocks['wfm']}:0")
# WBFM Demod → Audio Sink
await client.call_tool(
name="connect_blocks",
arguments={
"source_block_name": blocks["wfm"],
"sink_block_name": blocks["audio"],
"source_port_name": "0",
"sink_port_name": "0",
},
)
print(f" {blocks['wfm']}:0 → {blocks['audio']}:0")
# Step 6: Validate the flowgraph
print("\nStep 6: Validating flowgraph...")
valid = await client.call_tool(name="validate_flowgraph")
if valid.data:
print(" ✓ Flowgraph is valid")
else:
print(" ✗ Flowgraph has errors:")
errors = await client.call_tool(name="get_all_errors")
for err in errors.data:
print(f" - {err}")
# Step 7: Get all connections for verification
print("\nStep 7: Verifying connections...")
conns = await client.call_tool(name="get_connections")
for conn in conns.data:
# ConnectionModel has source/sink PortModels with parent (block) and key (port)
print(
f" {conn.source.parent}:{conn.source.key}"
f"{conn.sink.parent}:{conn.sink.key}"
)
# Step 8: Save the flowgraph
print(f"\nStep 8: Saving flowgraph to {output_path}...")
await client.call_tool(
name="save_flowgraph", arguments={"filepath": output_path}
)
print(f" ✓ Saved to {output_path}")
# Summary
print(f"\n{'='*60}")
print("FM Receiver Flowgraph Complete!")
print(f"{'='*60}")
print(f" Frequency: {freq_mhz} MHz")
print(f" Sample Rate: {samp_rate/1e6} MS/s")
print(f" Audio Rate: {audio_rate} Hz")
print(f" Output: {output_path}")
if use_simulation:
print(" Mode: SIMULATION (no RTL-SDR)")
else:
print(" Mode: RTL-SDR")
print()
return blocks
async def list_all_blocks(client: Client, filter_pattern: str = None):
"""List all available GNU Radio blocks, optionally filtered."""
result = await client.call_tool(name="get_all_available_blocks")
blocks = sorted(result.data, key=lambda b: b.key)
if filter_pattern:
blocks = [b for b in blocks if filter_pattern.lower() in b.key.lower()]
print(f"\nAvailable blocks ({len(blocks)} total):")
for block in blocks:
print(f" {block.key}")
return blocks
async def main():
"""Main entry point."""
import argparse
parser = argparse.ArgumentParser(description="Build FM Receiver with gr-mcp")
parser.add_argument(
"--freq", type=float, default=99.5, help="FM frequency in MHz (default: 99.5)"
)
parser.add_argument(
"--output",
type=str,
default="/tmp/fm_receiver.grc",
help="Output .grc file path",
)
parser.add_argument(
"--simulate",
action="store_true",
help="Use simulated source instead of RTL-SDR",
)
parser.add_argument(
"--list-blocks",
type=str,
nargs="?",
const="",
help="List available blocks (optionally filter by pattern)",
)
args = parser.parse_args()
async with Client(mcp_app) as client:
if args.list_blocks is not None:
await list_all_blocks(
client, args.list_blocks if args.list_blocks else None
)
else:
await build_fm_receiver(
client,
freq_mhz=args.freq,
output_path=args.output,
use_simulation=args.simulate,
)
if __name__ == "__main__":
asyncio.run(main())

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@ -0,0 +1,75 @@
#!/usr/bin/env python3
"""Inspect block parameters for FM receiver blocks."""
import asyncio
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent.parent))
from fastmcp import Client
from main import app as mcp_app
async def inspect_block(client: Client, block_key: str):
"""Create a block and show its parameters."""
print(f"\n{'='*60}")
print(f"Block: {block_key}")
print(f"{'='*60}")
# Create the block
result = await client.call_tool(
name="make_block", arguments={"block_name": block_key}
)
block_name = str(result.data)
print(f"Created: {block_name}")
# Get parameters
params = await client.call_tool(
name="get_block_params", arguments={"block_name": block_name}
)
print("\nParameters (key -> display name):")
for param in params.data:
print(f" {param.key}: {param.value!r}")
print(f" name: {param.name}")
print(f" type: {param.dtype}")
# Get sources (outputs)
sources = await client.call_tool(
name="get_block_sources", arguments={"block_name": block_name}
)
print("\nSources (outputs):")
for port in sources.data:
print(f" [{port.key}] {port.name} ({port.dtype})")
# Get sinks (inputs)
sinks = await client.call_tool(
name="get_block_sinks", arguments={"block_name": block_name}
)
print("\nSinks (inputs):")
for port in sinks.data:
print(f" [{port.key}] {port.name} ({port.dtype})")
return block_name
async def main():
blocks_to_inspect = [
"osmosdr_source",
"low_pass_filter",
"analog_wfm_rcv",
"audio_sink",
"analog_sig_source_x",
]
async with Client(mcp_app) as client:
for block_key in blocks_to_inspect:
try:
await inspect_block(client, block_key)
except Exception as e:
print(f"\nError inspecting {block_key}: {e}")
if __name__ == "__main__":
asyncio.run(main())