Skip to main content

Kepil

PyPI License: AGPL v3

Accountability layer for AI agents. Give every agent a passport, put every action through one gate, and keep a log that cannot be rewritten afterwards.

53% of organisations have had an AI agent exceed its intended permissions. 48% of agents in production run with no monitoring at all. Only 22% treat an agent as an entity with its own identity. — Cloud Security Alliance and State of AI Agent Security, 2026

Kepil is what the other 78% are missing: identity, mandate, enforcement, evidence — and the part nobody else does, undo.

pip install kepil
python -m kepil.admin        # http://localhost:7317

Русская версия: README.ru.md


What it does

Passport. Every agent version gets an immutable card: who built it, who runs it, what it does, what it will never do, its risk class, its autonomy class, its limits, and when its risks are due for review. A new version is a new card; the old one is kept forever.

Mandate. A machine-readable power of attorney for one job: allowed actions, allowed systems, spending limits, a validity window, and which action types must be confirmed by a human. Anything not explicitly allowed is refused.

Gate. The single point through which an agent touches the outside world. Every action is checked against the mandate before a model is even called. Fail-closed: any error inside the check means refusal, never a pass.

Journal. Append-only JSONL where every record carries the hash of the one before it. Editing or deleting a record is detectable — by anyone, using an independent implementation:

npx proofbyte-agent-trace verify data/journal.jsonl

Undo. The journal is a graph of actions, and every profession declares its compensating action. Kepil walks that graph backwards and stops honestly at the first step that cannot be undone. Agent platforms record what happened; this one puts it back.

Confirmations on your phone. Irreversible actions arrive in Telegram with two buttons — approve or return — so being accountable does not mean sitting at a laptop.

Use it from any MCP client

Kepil ships an MCP server, so an editor, an assistant or another agent can work through it — and every action still passes the same gate into the same journal.

{
  "mcpServers": {
    "kepil": { "command": "python", "args": ["-m", "kepil.mcp"] }
  }
}

Seven tools: list professions, create an order, run a step, read order status, see what is waiting for a human, verify the journal, read an agent passport.

One tool is deliberately missing: confirmation. If a model could approve an irreversible action, the human would drop out of the chain and the whole design would be pointless. The confirmation card goes to a person — in the panel or in Telegram — and no MCP client can press it. A test enforces this.

Guard your existing automations

Kepil has a small JSON API, so an n8n workflow, a Make scenario or your own script can ask permission before acting:

curl -X POST http://localhost:7317/api/check   -H "Authorization: Bearer $KEPIL_API_TOKEN"   -H "Content-Type: application/json"   -d '{"order_id":"ord-0042","action":"send:message","system":"whatsapp.local"}'
{ "decision": "await_human", "allowed": false, "needs_human": true,
  "reason": "необратимое действие: требуется подтверждение человека" }

The answer is recorded in the journal, so later you can show on what grounds the automation did — or did not do — something. For n8n there is a ready node: n8n-nodes-kepil.

The API stays off until you set a token (panel → Settings, or KEPIL_API_TOKEN). A panel bound to localhost is protected by the binding; a programmatic interface is not, so it is disabled by default.

An agent here is never fully autonomous

AgentPassport refuses to be constructed with the autonomy class where a human can no longer cancel a decision. That is a deliberate architectural limit rather than a missing feature — see ADR-0002. The gate enforces the same rule regardless of what a profession definition claims.

Professions: behaviour as data, not code

An agent's job is a JSON description: ordered steps, boundaries, limits, irreversible action patterns, rollback rules. Adding a new kind of work means adding a file — or filling in a form in the panel. The dangerous parts stay in code and under test.

Five ship with the project: inbound leads, process automation, bookkeeping documents, AI-adoption audit, public-procurement packages.

Undo that stops honestly

An order's journal is a sequence of actions and every profession declares the compensating action for each, so the panel can walk it backwards: pick a window, and the pass runs from the last action towards earlier ones, stopping at the first one that cannot be undone. What will happen is shown before the button is pressed, naming the step where the pass will stop — an undo promise that quietly fails is worse than no undo at all. The result is recorded as an operator's decision, which is why neither the MCP server nor the JSON API can roll anything back: an agent undoing its own actions would be signing in somebody else's name.

The panel

python -m kepil.admin opens an operator console: orders, professions, agent passports, a meter (actions, tokens, cost, human time replaced), the compliance generator, the journal with chain verification and anchoring, and settings.

State is plain JSON files under KEPIL_DATA (default ./data). No database: you can open them, read them, and attach them to a dispute.

The confirmation round trip is what witnesses the log

A hash chain proves the surviving records agree with each other. It says nothing about what was removed: cut the journal at record 3, rewrite everything after it with correct prev_hash values, and verification prints Integrity confirmed over a shorter history that is perfectly consistent with itself.

The fix was already in the design without being used. The confirmation card leaves the writer process and goes to a person, in the panel or in Telegram, and that round trip is the one artifact produced outside the writer. So the card now carries the current chain head, the decision that comes back quotes the head it saw, and the journal records it.

A rewritten prefix now has to contradict a message sitting somewhere the writer cannot reach. Verification stops being a self-consistency check and becomes a second party's statement about what the log looked like at a given moment.

chain against itself:  Integrity confirmed
witnessed head:        confirmation at record 0 refers to root sha256:a3d124b9…,
                       which is no longer in the chain: the history was cut or
                       rewritten (3 such confirmations)

Records written after the last witnessed head stay unprotected. That is where the guarantee stops, and it says so.

This came from a reader, ANP2 Network, who described both the attack and the fix in one comment.

Survey: what the installation proves, and what a person must answer

A compliance survey is a list of questions bound to legal norms. Some of the answers are already in the installation — risk and autonomy class in the passport, documentation completeness in the pack, confirmations and stops in the journal. The rest a person has to answer: the provenance of training data, the feature list of a model, insurance contracts.

The panel runs a checklist and splits every item into three: closed by evidence from the installation, a gap, or needs a human. On a real installation about a fifth closes automatically. If it closed much more than that, the checklist would be incomplete.

Two properties are worth stating. A resolver returns a fact — "no high autonomy declared", "zero stops in the journal" — never a verdict of compliance; the conclusion and the signature stay with a person. And a checklist file references the name of a resolver declared in code and contains nothing executable, because otherwise a JSON file from elsewhere would be a way to run code on the machine that keeps the journal.

The integrity resolver reports the system's own weakness: if the chain root has never been fixed, or is fixed unsigned next to the journal, there is no outside witness and the whole history could be rewritten.

8.2  needs a human   anchors exist, but 1 of 1 is unsigned and stored next to
                     the journal — there is no outside witness

Compliance packs

Documentation requirements differ by country and change faster than code, so the texts live outside the engine. The neutral pack shipped here follows international practice (ISO/IEC 42001, record-keeping in the spirit of the EU AI Act). Jurisdiction packs — for example Kazakhstan's AI Law No. 230-VIII with order No. 95/НҚ — are dropped into $KEPIL_DATA/packs as files.

Design rules

  • Zero dependencies. The core runs on the Python 3.11+ standard library, and CI fails the build if a third-party import appears. That keeps Kepil installable inside an air-gapped perimeter, and keeps the supply-chain attack surface of a tool that sees every action at zero.
  • Values never enter the journal — only types, counts and hashes.
  • The verifier is a separate implementation in another language. Proof that only its own author can check is not proof.
Project Role
agent-trace Independent journal verification and evidence packs (MIT)
AI-Gateway PII and secret masking between your apps and external models
AutoGov Discovery of shadow automations and the credentials they can reach

Status

Alpha, 170 tests. Interfaces may still change. Nothing here is a legal opinion: before relying on generated documents, have them reviewed by a lawyer in your jurisdiction.

License

AGPL-3.0-or-later. Running a network service built on Kepil obliges you to release your own source under the same terms — or to take a commercial licence. See NOTICE.md.

Metadata

Release files for kepil 0.3.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for kepil 0.3.2
File Size Uploaded
kepil-0.3.2.tar.gz 125.9 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for kepil 0.3.2
File Interpreter ABI Platform
kepil-0.3.2-py3-none-any.whl Python 3 none any Details

Total release size: 246.2 kB

Release files / kepil-0.3.2.tar.gz

Download URL kepil-0.3.2.tar.gz
Size 125.9 kB
Tags Source
SHA-256 checksum
How to use checksums
21035390ca9900aaf3caaed06a6ee5431a6ef96ba44f4d9c675fd59b91e67725
BLAKE2b-256 checksum
How to use checksums
830a7f844af0f8207442dd6052e71f2924d8871b42d12b68663e526fb4e3e1bb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.2

Release files / kepil-0.3.2-py3-none-any.whl

Download URL kepil-0.3.2-py3-none-any.whl
Size 120.4 kB
Tags Python 3
SHA-256 checksum
How to use checksums
6abd10d593e67379ca04eff60b07cd891cbfbe1b0bae02fa078602a2e1c1d40e
BLAKE2b-256 checksum
How to use checksums
4f0c70f06539c3cc5589bc7980e8ab285d40ba64f39539ec32a9e9766ff8f87b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.2

Release history Release notifications | RSS feed

This release

0.3.2 This release

2 release files

0.3.1

2 release files

0.3.0

2 release files

0.2.1

2 release files

0.2.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page