Sovereign Agent Logbook
Every AI agent needs a logbook. Yours should stay in Europe.
An open-source, tamper-evident logbook for AI agents. It records each action, tool call and human approval your agent logs in an append-only, hash-chained file on your own server. Each entry says who, what, why, approved by whom and with what outcome. It works with any model (Mistral, GPT-NL, Llama, Claude, GPT…) because it speaks the open Model Context Protocol.
v0.1 is a working skeleton, not a finished product. It logs, chains, masks secrets, verifies and exports, and every claim on this page has a test behind it. What it does not do yet is listed honestly in ROADMAP.md.
Why
The EU AI Act requires providers and deployers of high-risk AI systems to keep logs and keep a human able to intervene (Articles 12, 14 and 26(6)). Those duties were due on 2 August 2026, or 2 August 2027 for AI built into regulated products. That changed with the Digital Omnibus on AI (Regulation (EU) 2026/1744, in force 27 July 2026). It moved them to 2 December 2027 for most high-risk systems and 2 August 2028 for AI built into regulated products. The clock moved; it did not stop. Reporting serious incidents (Article 73) sits in a different chapter of the Act, outside that postponement; check its timing for your system. The logbook gives you a verified timeline of the agent's logged actions to report from.
Autonomous agents make those duties harder. One task is ten tool calls, and when something goes wrong nobody can reconstruct which call did what, on whose approval.
Most tools for this live inside a US cloud platform or are built for one model vendor. If you run a sovereign setup — an open-weight model on your own hardware — there is nothing small and neutral to drop in. This is that thing.
What you get
- A tamper-evident log. Each event carries the hash of the previous one.
Change, insert, remove or reorder a line and
logbook verifytells you exactly where. (How, in one file of about 80 lines) - Any model, any host, or no cloud at all. Four MCP tools:
log_event,verify_logbook,recent_events,export_logbook. - Secrets masked before writing. Keys that look like passwords, tokens,
API keys, IBANs or BSNs are replaced with
***masked***before hashing. - No outbound network, proven by a public test. The test blocks outbound socket connections in the Python runtime and still completes a full write, verify and export cycle. A second test asserts that the logbook core imports no HTTP client. (tests/test_no_network.py)
- Audit-ready export. JSON and CSV your DPO or auditor can read without this tool.
- An open format. SPEC.md is the log format, separate from the code, Apache-licensed, so other tools can write it too.
- A Skills pack that teaches any agent when to log, what to write and when to stop and ask a human. (skills/sovereign-agent-logbook/SKILL.md)
Five-minute install
pip install git+https://github.com/Delfen-com/sovereign-agent-logbook
Point your MCP-capable agent host at the server over stdio. For Claude
Desktop / Claude Code, Cursor, Continue, or any host with an mcpServers
block:
{
"mcpServers": {
"logbook": {
"command": "sovereign-agent-logbook",
"env": { "LOGBOOK_PATH": "/var/lib/logbook/agent.jsonl" }
}
}
}
Or run it as a service on your own box with Docker:
docker build -t sovereign-agent-logbook .
docker run -d --name logbook \
-p 127.0.0.1:8765:8765 \
-v logbook-data:/data \
sovereign-agent-logbook
# MCP endpoint: http://127.0.0.1:8765/mcp (put TLS in front for anything beyond localhost)
Then, at any time, as a human:
logbook --path /var/lib/logbook/agent.jsonl verify
logbook --path /var/lib/logbook/agent.jsonl export --format csv > audit.csv
logbook --path /var/lib/logbook/agent.jsonl tail --limit 10
What an event looks like
{"spec":"0.1","seq":42,"id":"…","ts":"2026-11-05T20:41:03.123456+00:00",
"prev_hash":"9f2c…","hash":"3a1b…",
"agent_id":"invoice-bot","model":"mistral-small-4",
"action":"pay_invoice","arguments":{"amount":1250,"iban":"***masked***"},
"reason":"Invoice 2026-118 matches PO 4471 and is under the auto-approval limit",
"approval":"auto","approved_by":null,"approval_rule":"pay-under-2000-matched-po",
"outcome":"success","result_summary":"Paid via bank API, ref 88213",
"run_id":"task-7f3e","tags":["finance"]}
Field meanings are normative in SPEC.md.
Trust: no black box
| What we promise | How you can check it yourself |
|---|---|
| Tamper-evident | Edit any line of a logbook file, run logbook verify |
| No outbound network | tests/test_no_network.py; the Dockerfile adds no network tooling |
| Tests are public and run on every change | The CI badge above links to every run |
| We say what it does not protect against | THREAT-MODEL.md |
| We say which AI Act articles it helps with, and which it does not | docs/ai-act-mapping.md |
| The format outlives the software | SPEC.md, Apache-2.0 |
| Security issues have a process | SECURITY.md |
| Decisions are recorded | ROADMAP.md, CHANGELOG.md |
Not tied to one platform
GitHub is where most developers look, so this is the working repository.
An identical mirror on EU-hosted infrastructure is planned so that the code
never depends on a single platform; the target is being chosen and will be
recorded in ROADMAP.md. Until then, git clone gives you a
complete copy — that is the point of git.
Hosted version
If you would rather not run a server, a hosted version on EU-only infrastructure (Hetzner, Germany / Scaleway, France) with retention policies, daily signed anchoring of the chain and a monthly audit export is planned. Terms as offered on delfen.ai/logbook: €29 per month excluding VAT, 30-day free trial, cancel any time; if the hosted version is not live by the end of a trial, the trial is cancelled rather than charged.
Licence
Apache License 2.0. Built in the Netherlands by Delfen. Contributions welcome — see CONTRIBUTING.md.
Metadata
Release files for sovereign-agent-logbook 0.1.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| sovereign_agent_logbook-0.1.1.tar.gz | 29.1 kB | With provenance | Details for sovereign_agent_logbook-0.1.1.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| sovereign_agent_logbook-0.1.1-py3-none-any.whl | Python 3 | none | any | Details for sovereign_agent_logbook-0.1.1-py3-none-any.whl |
Total release size: 45.5 kB
Release files / sovereign_agent_logbook-0.1.1.tar.gz
| Download URL | sovereign_agent_logbook-0.1.1.tar.gz |
|---|---|
| Size | 29.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
44b8ee5c4f6a57a742649288961ff6610bcafba1809a51ddf74e9eefceae82c6
|
|
BLAKE2b-256 checksum How to use checksums |
8e0c5a4d058e7fc5b6259031e0855fecab6ae60b5e9e72d6bdc3f18a5938c0a2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 Nov 8, 2026.
Transparency logRelease files / sovereign_agent_logbook-0.1.1-py3-none-any.whl
| Download URL | sovereign_agent_logbook-0.1.1-py3-none-any.whl |
|---|---|
| Size | 16.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
68ef17c30e1e61f60af2426abbb7f328614e69a258b7feeef896d679011995b8
|
|
BLAKE2b-256 checksum How to use checksums |
ea6d2a96555ba9ac705bbb1a22de6079b4aefdb9ee1acb43fd9e76463133b05a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 Nov 8, 2026.
Transparency logSecurity for sovereign-agent-logbook 0.1.1
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
Both files in this release have been uploaded with provenance metadata.
Attestation for sovereign_agent_logbook-0.1.1.tar.gz
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 Nov 8, 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.
To learn more about protecting yourself from malicious actors, visit our package security documentation.