Make the docs and help text unapologetically teach as the product path for Claude Code, Codex, and OpenCode on Linux KVM.
Rewrite the README, install/first-run/integration guides, public contract, vision, and use-case docs around the zero-to-hero chat flow, and explicitly note that there are no users yet so breaking changes are acceptable while the interface is still being shaped.
Update package metadata, CLI help, and the docs/help expectation tests to match the new positioning. Validate the reframe with usage: pyro [-h] [--version] COMMAND ...
Validate the host and serve disposable MCP workspaces for chat-based coding agents on supported Linux x86_64 KVM hosts.
positional arguments:
COMMAND
env Inspect and manage curated environments.
mcp Run the MCP server.
run Run one command inside an ephemeral VM.
workspace Manage persistent workspaces.
doctor Inspect runtime and host diagnostics.
demo Run built-in demos.
options:
-h, --help show this help message and exit
--version show program's version number and exit
Suggested zero-to-hero path:
pyro doctor
pyro env list
pyro env pull debian:12
pyro run debian:12 -- git --version
pyro mcp serve
Connect a chat host after that:
claude mcp add pyro -- uvx --from pyro-mcp pyro mcp serve
codex mcp add pyro -- uvx --from pyro-mcp pyro mcp serve
If you want terminal-level visibility into the workspace model:
pyro workspace create debian:12 --seed-path ./repo --id-only
pyro workspace sync push WORKSPACE_ID ./changes
pyro workspace exec WORKSPACE_ID -- cat note.txt
pyro workspace diff WORKSPACE_ID
pyro workspace snapshot create WORKSPACE_ID checkpoint
pyro workspace reset WORKSPACE_ID --snapshot checkpoint
pyro workspace shell open WORKSPACE_ID --id-only
pyro workspace service start WORKSPACE_ID app --ready-file .ready -- sh -lc 'touch .ready && while true; do sleep 60; done'
pyro workspace export WORKSPACE_ID note.txt --output ./note.txt, usage: pyro mcp serve [-h] [--profile {vm-run,workspace-core,workspace-full}]
Expose pyro tools over stdio for an MCP client. Bare `pyro mcp serve` now starts `workspace-core`, the recommended first profile for most chat hosts.
options:
-h, --help show this help message and exit
--profile {vm-run,workspace-core,workspace-full}
Expose only one model-facing tool profile. `workspace-
core` is the default and recommended first profile for
most chat hosts; `workspace-full` is the larger opt-in
profile. (default: workspace-core)
Default and recommended first start:
pyro mcp serve
Profiles:
workspace-core: default for normal persistent chat editing
vm-run: smallest one-shot-only surface
workspace-full: larger opt-in surface for shells, services,
snapshots, secrets, network policy, and disk tools
Use --profile workspace-full only when the host truly needs those
extra workspace capabilities., and uv run ruff check .
All checks passed!
uv run mypy
Success: no issues found in 61 source files
uv run pytest -n auto
============================= test session starts ==============================
platform linux -- Python 3.12.10, pytest-9.0.2, pluggy-1.6.0
rootdir: /home/thales/projects/personal/pyro
configfile: pyproject.toml
testpaths: tests
plugins: anyio-4.12.1, xdist-3.8.0, cov-7.0.0
created: 32/32 workers
32 workers [393 items]
........................................................................ [ 18%]
........................................................................ [ 36%]
........................................................................ [ 54%]
........................................................................ [ 73%]
........................................................................ [ 91%]
................................. [100%]
=============================== warnings summary ===============================
../../../.local/share/uv/python/cpython-3.12.10-linux-x86_64-gnu/lib/python3.12/importlib/metadata/__init__.py:467: 32 warnings
/home/thales/.local/share/uv/python/cpython-3.12.10-linux-x86_64-gnu/lib/python3.12/importlib/metadata/__init__.py:467: DeprecationWarning: Implicit None on return values is deprecated and will raise KeyErrors.
return self.metadata['Version']
-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
================================ tests coverage ================================
_______________ coverage: platform linux, python 3.12.10-final-0 _______________
Name Stmts Miss Cover Missing
-------------------------------------------------------------------------
src/pyro_mcp/__init__.py 25 0 100%
src/pyro_mcp/api.py 307 7 98% 37-38, 63, 69, 72, 75, 548
src/pyro_mcp/cli.py 1132 141 88% 288-289, 332-333, 336, 344, 367-368, 394-395, 398, 406, 450, 460-461, 464, 477, 483-484, 498-499, 502, 566-575, 592-593, 596, 635, 2180, 2182, 2226, 2236, 2280, 2284-2285, 2295, 2302, 2344-2351, 2392, 2409-2414, 2459-2461, 2470-2472, 2483-2485, 2494-2496, 2503-2505, 2510-2512, 2523-2528, 2530, 2541-2546, 2567-2572, 2574, 2589-2594, 2596, 2608, 2623, 2637, 2655-2660, 2669-2674, 2676, 2683-2688, 2690, 2701-2706, 2708, 2719-2724, 2726, 2737-2742, 2764, 2787, 2806, 2824, 2841, 2899, 3017
src/pyro_mcp/contract.py 52 0 100%
src/pyro_mcp/demo.py 16 0 100%
src/pyro_mcp/doctor.py 12 0 100%
src/pyro_mcp/ollama_demo.py 245 6 98% 289, 294, 299, 318, 439, 550
src/pyro_mcp/runtime.py 142 14 90% 80, 84, 88, 92, 120, 130, 144, 173, 182, 194, 230-232, 262
src/pyro_mcp/runtime_boot_check.py 33 0 100%
src/pyro_mcp/runtime_build.py 546 47 91% 92, 127, 181, 189, 238-240, 263-265, 300, 325, 331, 340-341, 343, 392, 396, 413, 416, 492-494, 497-499, 522, 525, 578, 615, 620, 646-647, 649, 686, 688, 694, 697, 725, 765, 779, 791, 805, 808, 1002, 1009, 1198
src/pyro_mcp/runtime_bundle/__init__.py 0 0 100%
src/pyro_mcp/runtime_network_check.py 15 0 100%
src/pyro_mcp/server.py 8 0 100%
src/pyro_mcp/vm_environments.py 386 55 86% 128, 131, 267, 274, 281, 304-306, 329-331, 352-353, 355, 380, 382, 392-394, 415, 418, 421, 429, 431, 436-437, 446-448, 488, 495-496, 502, 515, 526, 539, 546, 549, 570, 596, 599, 608-609, 613, 617, 626, 629, 636, 644, 647, 659, 667, 676, 682, 685
src/pyro_mcp/vm_firecracker.py 47 0 100%
src/pyro_mcp/vm_guest.py 206 22 89% 139, 142, 173, 176, 202, 205, 208, 211, 217, 239, 262-279, 291, 313, 633-634, 643
src/pyro_mcp/vm_manager.py 2846 355 88% 625, 642, 650-657, 677, 684, 688, 712-715, 795-796, 818, 828, 830, 845, 853-855, 858, 870, 872, 881, 889, 892, 901-902, 910, 913, 919, 926, 929, 933, 951-955, 1010-1011, 1050, 1096, 1102, 1114, 1150, 1156, 1159, 1168, 1170, 1173-1177, 1230, 1236, 1239, 1248, 1250, 1253-1257, 1268, 1277, 1280, 1284-1290, 1319, 1322-1324, 1326, 1333, 1335, 1345, 1347, 1349, 1352-1353, 1361, 1377, 1379, 1381, 1391, 1403-1404, 1408, 1424, 1440-1441, 1443, 1447, 1450-1451, 1469, 1476, 1488, 1505, 1508-1509, 1511, 1582-1583, 1586-1588, 1599, 1602, 1605, 1617, 1638, 1649-1650, 1657-1658, 1669-1671, 1781, 1792-1798, 1808, 1860, 1870, 1891, 1894-1895, 1901-1904, 1910, 1922-1962, 1991-1993, 2034, 2046-2047, 2077, 2146, 2175, 2524-2528, 2598-2602, 2614, 2720, 3563, 3577, 3580, 3583, 3648-3653, 3720, 3802, 3842-3843, 3846-3847, 3862-3863, 3914, 4194, 4229, 4232, 4237, 4250, 4254, 4263, 4277, 4316, 4349, 4444, 4472-4473, 4477-4478, 4504, 4530-4531, 4576, 4578, 4600-4601, 4629, 4631, 4661-4662, 4681-4682, 4734, 4738, 4741-4743, 4745, 4747, 4776-4777, 4809-4845, 4863-4864, 4903, 4905, 4934, 4954-4955, 4977, 4988-4990, 5036, 5049-5050, 5059-5061, 5104-5105, 5171-5178, 5189-5192, 5203, 5208, 5216-5230, 5240, 5473-5476, 5485-5490, 5498-5503, 5513, 5557, 5577, 5601-5602, 5678-5680, 5706-5725, 5784, 5789, 5804, 5832, 5836, 5848, 5884-5886, 5946, 5950, 6079, 6111, 6155, 6170, 6189, 6201, 6242, 6251, 6256, 6269, 6274, 6296, 6394, 6422-6423
src/pyro_mcp/vm_network.py 134 22 84% 65-66, 139, 201, 203, 205, 226, 317-331, 350-351, 360, 362, 372-384
src/pyro_mcp/workspace_disk.py 164 0 100%
src/pyro_mcp/workspace_files.py 293 0 100%
src/pyro_mcp/workspace_ports.py 79 1 99% 116
src/pyro_mcp/workspace_shell_output.py 88 2 98% 16, 61
src/pyro_mcp/workspace_shells.py 235 26 89% 105-118, 193-194, 226-227, 230-235, 251, 257-259, 263, 270-271, 299, 301, 303, 306-307
src/pyro_mcp/workspace_use_case_smokes.py 216 8 96% 131, 134-135, 423-426, 490
-------------------------------------------------------------------------
TOTAL 7227 706 90%
Required test coverage of 90% reached. Total coverage: 90.23%
======================= 393 passed, 32 warnings in 5.60s =======================.
5.2 KiB
First Run Transcript
This is the intended evaluator-to-chat-host path for a first successful run on a supported host.
Copy the commands as-is. Paths and timing values will differ on your machine.
The same sequence works with an installed pyro binary by dropping the
uvx --from pyro-mcp prefix. If you are running from a source checkout
instead of the published package, replace pyro with uv run pyro.
pyro-mcp currently has no users. Expect breaking changes while the chat-host
path is still being shaped.
1. Verify the host
$ uvx --from pyro-mcp pyro doctor
Platform: linux-x86_64
Runtime: PASS
KVM: exists=yes readable=yes writable=yes
Environment cache: /home/you/.cache/pyro-mcp/environments
Capabilities: vm_boot=yes guest_exec=yes guest_network=yes
Networking: tun=yes ip_forward=yes
2. Inspect the catalog
$ uvx --from pyro-mcp pyro env list
Catalog version: 4.0.0
debian:12 [installed|not installed] Debian 12 environment with Git preinstalled for common agent workflows.
debian:12-base [installed|not installed] Minimal Debian 12 environment for shell and core Unix tooling.
debian:12-build [installed|not installed] Debian 12 environment with Git and common build tools preinstalled.
3. Pull the default environment
The first pull downloads an OCI environment from public Docker Hub, requires
outbound HTTPS access to registry-1.docker.io, and needs local cache space
for the guest image. See host-requirements.md for the
full host requirements.
$ uvx --from pyro-mcp pyro env pull debian:12
[pull] phase=install environment=debian:12
[pull] phase=ready environment=debian:12
Pulled: debian:12
Version: 1.0.0
Distribution: debian 12
Installed: yes
Cache dir: /home/you/.cache/pyro-mcp/environments
Default packages: bash, coreutils, git
Install dir: /home/you/.cache/pyro-mcp/environments/linux-x86_64/debian_12-1.0.0
OCI source: registry-1.docker.io/thalesmaciel/pyro-environment-debian-12:1.0.0
4. Run one command in a guest
$ uvx --from pyro-mcp pyro run debian:12 -- git --version
[run] phase=create environment=debian:12
[run] phase=start vm_id=...
[run] phase=execute vm_id=...
[run] environment=debian:12 execution_mode=guest_vsock exit_code=0 duration_ms=...
git version ...
The guest command output and the [run] ... summary are written to different
streams, so they may appear in either order in terminals or capture tools. Use
--json if you need a deterministic structured result.
5. Start the MCP server
Bare pyro mcp serve now starts workspace-core, which is the intended chat
path:
$ uvx --from pyro-mcp pyro mcp serve
6. Connect a chat host
Claude Code:
$ claude mcp add pyro -- uvx --from pyro-mcp pyro mcp serve
$ claude mcp list
Codex:
$ codex mcp add pyro -- uvx --from pyro-mcp pyro mcp serve
$ codex mcp list
OpenCode uses the local config shape shown in:
Other host-specific references:
7. Continue into a real workflow
Once the host is connected, move to one of the five recipe docs in use-cases/README.md.
The shortest chat-first story is:
If you want terminal-level visibility into what the agent gets, use the manual workspace flow below:
$ export WORKSPACE_ID="$(uvx --from pyro-mcp pyro workspace create debian:12 --seed-path ./repo --name repro-fix --label issue=123 --id-only)"
$ uvx --from pyro-mcp pyro workspace list
$ uvx --from pyro-mcp pyro workspace sync push "$WORKSPACE_ID" ./changes
$ uvx --from pyro-mcp pyro workspace file read "$WORKSPACE_ID" note.txt --content-only
$ uvx --from pyro-mcp pyro workspace patch apply "$WORKSPACE_ID" --patch-file fix.patch
$ uvx --from pyro-mcp pyro workspace exec "$WORKSPACE_ID" -- cat note.txt
$ uvx --from pyro-mcp pyro workspace snapshot create "$WORKSPACE_ID" checkpoint
$ uvx --from pyro-mcp pyro workspace reset "$WORKSPACE_ID" --snapshot checkpoint
$ uvx --from pyro-mcp pyro workspace export "$WORKSPACE_ID" note.txt --output ./note.txt
$ uvx --from pyro-mcp pyro workspace delete "$WORKSPACE_ID"
Move to --profile workspace-full only when the chat really needs shells,
services, snapshots, secrets, network policy, or disk tools.
8. Trust the smoke pack
The repo now treats the full smoke pack as the trustworthy guest-backed verification path for the advertised workflows:
$ make smoke-use-cases
That runner creates real guest-backed workspaces, exercises all five documented stories, exports concrete results where relevant, and cleans up on both success and failure.
9. Optional one-shot demo
$ uvx --from pyro-mcp pyro demo
{
"cleanup": {
"deleted": true,
"reason": "post_exec_cleanup",
"vm_id": "..."
},
"command": "git --version",
"environment": "debian:12",
"execution_mode": "guest_vsock",
"exit_code": 0,
"stdout": "git version ...\n"
}
pyro demo proves the one-shot create/start/exec/delete VM lifecycle works end
to end.