falconsai-surgeon — the thin client (THIN-1 ②, V7.53; V7.54 ASCII-safe output, cryptography declared)
A wheel built from this directory by tools/build_client.py. It depends on cryptography (the verifier's ed25519 check) and nothing else; it imports nothing from the server (app) — proven in a clean virtual environment at every ship.
Today (V7.57, THIN-1 step 4): surgeon upload <checkpoint> --server URL --key KEY [--open], surgeon verify <package.zip> (offline), and through the job API surgeon replay <recipe> <checkpoint>, surgeon fleet <recipe> <folder>, surgeon report <checkpoint>, surgeon excise <checkpoint> <node>, surgeon merge <checkpoint> <name> - the checkpoint is uploaded into a session, the server reads the recipe, the job runs, the record is printed (exit 1 if any op was refused). compare, quantize, fold refuse in words until the server runs them as job kinds; those run from a copy of the repository (tools/surgeon_cli.py).
Install. From the server that runs your session (no account needed for the download):
curl -O https://<your-surgeon-host>/download/falconsai_surgeon-<version>-py3-none-any.whl
curl -O https://<your-surgeon-host>/download/falconsai_surgeon-<version>-py3-none-any.whl.sha256
sha256sum -c falconsai_surgeon-<version>-py3-none-any.whl.sha256
pip install falconsai_surgeon-<version>-py3-none-any.whl
surgeon doctor --server https://<your-surgeon-host> --key <your key>
PyPI (pip install falconsai-surgeon) follows once the project is published; this repository holds the publishing workflow (.github/workflows/publish-client.yml, Trusted Publishing — no token). Source of truth for the code is the Model Surgeon tree's client/; this repo mirrors it at each release and the wheel it builds is byte-identical (both pin SOURCE_DATE_EPOCH).
Licensing. The client is proprietary; surgeon/verify.py — the offline package verifier — is Apache-2.0 and free for everyone, forever. See LICENSE.txt.
Troubleshooting (V7.58)
Run surgeon doctor --server URL --key KEY first: it prints the server's health and version, whether the key is recognised and its tier, whether the client version matches the server, and the next action.
| You see | Meaning | Next |
|---|---|---|
could not reach <server> |
nothing answered at that address | is the server up, is the address the one the proxy serves? surgeon doctor --server URL |
HTTP 401 ... No session |
the session expired (30 idle minutes, a restart) or the cache is stale | run the command again - a new session is minted |
HTTP 403 ... |
the key was refused for this command | surgeon doctor shows the tier; surgery and jobs need Practitioner; verification needs no key |
HTTP 413 ... |
the file is over the tier's ceiling (the message states it) | a smaller checkpoint, .safetensors for the larger ceiling, or Practitioner |
HTTP 429 ... |
rate limited | wait a minute and retry |
REFUSED <file>: ... refused: <op> <node>: ... |
the server applied the job and refused an op (name not on the table, already excised, donor missing) | read the server's words; check the name with surgeon report or the Nodes & Layers panel |
<path>: no such file |
the checkpoint or recipe path is wrong | check the path; surgeon --help shows the argument order |
Traceback |
a client defect | report it with --verbose output |
Exit codes: 0 clean - 1 the server refused one or more ops (the job ran) - 2 the client refused (its message says why).
A dropped upload resumes: the session is kept per server under ~/.falconsai-surgeon/; rerun the same command and the server says which chunks it already holds (--verbose shows resuming: ...). --no-session-cache turns that off.
Metadata
Release files for falconsai-surgeon 7.69
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| falconsai_surgeon-7.69-py3-none-any.whl | Python 3 | none | any | Details |
Release files / falconsai_surgeon-7.69-py3-none-any.whl
| Download URL | falconsai_surgeon-7.69-py3-none-any.whl |
|---|---|
| Size | 16.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
8dd0fdb9331e7441f5779b602b70fdbc7307db69f3c15acd718bc9e8549be5a3
|
|
BLAKE2b-256 checksum How to use checksums |
7467b58f3c7094a5f0b2bad5cfd489bff93080eca7206923a69d6253c6ff10e2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logSecurity for falconsai-surgeon 7.69
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 1 file in this release has been uploaded with provenance metadata.
Attestation for falconsai_surgeon-7.69-py3-none-any.whl
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.