Skip to main content

Aggrete

PyPI version Python versions License Glama quality

An MCP proxy that enforces a code-of-conduct document across connectors, with per-user memory that accumulates across calls.

Four individually-authorized questions can assemble a layoff list — no single one is sensitive, so no guardrail fires. Aggrete is the layer that catches the combination: is this call, together with everything this person already pulled today, something the code of conduct forbids?

Try it live — nothing to install · or uvx aggrete --demo

Install

pip install aggrete                 # or: uv tool install aggrete
uvx aggrete --demo                  # the walkthrough — no config, auth, or network
aggrete --config proxy.config.yaml  # run it for real

The one example

The check tool dry-runs a plan and returns the verdict before anything is fetched:

Plan check: REFUSED.
  1. hr__recent_joiners     [hr-personnel]  ->  allowed
  2. finance__budget_roles  [finance-comp]  ->  allowed
  3. ops__oncall_draft      [ops-rota]      ->  REFUSED   COC-HR-004
     Personnel, compensation, and operational rosters may not be combined to
     derive the planned departure of identifiable individuals.

Each call is fine alone. The third completes a forbidden set across three domains that overlap on the same people, so it's denied before the upstream call — the data is never fetched.

What it does

  • Refuses before fetching, using a YAML policy and per-user memory across calls and sessions — not single-call authorization.
  • Redacts emails, SSNs, cards, and tokens from results before they reach the model; hides walled tools from users who can't call them.
  • Shields against prompt injection — any write after a session reads untrusted content is refused — and against tool poisoning, flagging hidden instructions in tool descriptions.
  • Holds upstream credentials itself (confused-deputy safe), with optional per-user on-behalf-of access.
  • Audits tamper-evidently — every decision is one hash-chained JSON line (aggrete-audit), forwarded to a SIEM or an OpenTelemetry collector, with Prometheus metrics and health endpoints for operations.
  • Ask before you act — check previews any sequence, scenarios lists things to try.
  • Hold for a human — action: approve pauses a call until the clause owner approves it, from Slack, the terminal, or the console; the approval is a time-limited, audited grant.

Learn more

  • Writing policy — the coc.yaml schema, rule types, arg_match, and drafting from your handbook with aggrete-ingest
  • Deploying — architecture, the deploy matrix, HTTP + OAuth, connecting Claude, and per-user credentials
  • Building a connector — expose read/write tools and govern any system (Google Drive is the reference)
  • Adapter mode — run the engine inside agentgateway, Docker MCP Gateway, IBM ContextForge or any AuthZEN-speaking gateway via /v1/decide, /access/v1/evaluation, Docker interceptors, or the ContextForge plugin
  • Conformance — aggrete conformance runs sixteen checks against the real components and maps them onto the OWASP MCP Top 10, OWASP Agentic Top 10, CoSAI and AIUC-1 (latest report)
  • Roadmap — shipped, in progress, and planned
  • Agent skill — teach Claude Code or any MCP client to set up and operate Aggrete: /plugin marketplace add aggrete/aggrete, or read skill://aggrete/SKILL.md from a running proxy

Honest limitations

  • Post-call denial redacts, it does not un-fetch — prefer rules decidable pre-call.
  • stdio identity is advisory — real enforcement needs streamable HTTP with OAuth and IdP-level blocking of direct connector grants, so the proxy is the only path.
  • Aggregation can only be narrowed, not solved — a user who spaces requests beyond the window, or paraphrases across systems the proxy doesn't front, gets through. This raises the cost and creates the audit trail; it isn't a ceiling.
  • Not a gateway — no multi-tenancy, token vault, or HA. For production, run it behind agentgateway, Docker's gateway or IBM ContextForge and let them call it (adapter mode).

mcp-name: io.github.aggrete/aggrete

Metadata

Release files for aggrete 0.10.0

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

Source distribution (sdist)

Source distribution for aggrete 0.10.0
File Size Uploaded
aggrete-0.10.0.tar.gz 133.5 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for aggrete 0.10.0
File Interpreter ABI Platform
aggrete-0.10.0-py3-none-any.whl Python 3 none any Details

Total release size: 258.4 kB

Release files / aggrete-0.10.0.tar.gz

Download URL aggrete-0.10.0.tar.gz
Size 133.5 kB
Tags Source
SHA-256 checksum
How to use checksums
b374cccb46c2141c240da353d3e5152663846443c57f6c45f149f0b621dae211
BLAKE2b-256 checksum
How to use checksums
fe0e75ee82e148422329be63d58fdffd3a14b3553a48cd729525092ba2f400e9
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 18, 2026.

Transparency log

Release files / aggrete-0.10.0-py3-none-any.whl

Download URL aggrete-0.10.0-py3-none-any.whl
Size 124.9 kB
Tags Python 3
SHA-256 checksum
How to use checksums
af19b8408c89c46094b3417b6ca3e65941b153c8a3a4443ad49a7ca6ca052d77
BLAKE2b-256 checksum
How to use checksums
84bf84da6ab5850bcee0001e22cb69518c570b76b00ea46355f279c8f104d932
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 18, 2026.

Transparency log

Release history Release notifications | RSS feed

0.13.4

2 release files

0.13.3

2 release files

0.13.2

2 release files

0.13.1

2 release files

0.13.0

2 release files

0.12.0

2 release files

0.11.0

2 release files

This release

0.10.0 This release

2 release files

0.9.0

2 release files

0.8.4

2 release files

0.8.3

2 release files

0.8.2

2 release files

0.8.1

2 release files

0.8.0

2 release files

0.7.0

2 release files

0.6.2

2 release files

0.6.1

2 release files

0.6.0

2 release files

0.5.6

2 release files

0.5.5

2 release files

0.5.4

2 release files

0.5.3

2 release files

0.5.2

2 release files

0.5.1

2 release files

0.5.0

2 release files

0.4.1

2 release files

0.4.0

2 release files

0.3.0

2 release files

0.2.1

2 release files

0.2.0

2 release files

0.1.0

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