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), optionally forwarded to a SIEM.
  • Ask before you act — check previews any sequence, scenarios lists things to try.

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)
  • 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, embed this engine in agentgateway or IBM ContextForge.

mcp-name: io.github.aggrete/aggrete

Metadata

Release files for aggrete 0.9.0

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 0.9.0
File Size Uploaded
aggrete-0.9.0.tar.gz 101.3 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for aggrete 0.9.0
File Interpreter ABI Platform
aggrete-0.9.0-py3-none-any.whl Python 3 none any Details

Total release size: 198.3 kB

Release files / aggrete-0.9.0.tar.gz

Download URL aggrete-0.9.0.tar.gz
Size 101.3 kB
Tags Source
SHA-256 checksum
How to use checksums
b04c6054d87a6cd5e513ee5f524a0d153ecc84094d1db61203acbbba810a5215
BLAKE2b-256 checksum
How to use checksums
5c08cda25c2563d558a02e0d9333be53715af8ba635d3a2c3a48014789c6194d
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 15, 2026.

Transparency log

Release files / aggrete-0.9.0-py3-none-any.whl

Download URL aggrete-0.9.0-py3-none-any.whl
Size 97.0 kB
Tags Python 3
SHA-256 checksum
How to use checksums
c25bced3bb96f95d81e67525c7daa00e8692256d4bb5976dfeaab98066c8789b
BLAKE2b-256 checksum
How to use checksums
c09deabd2bc0ea7bde20c33f3648b56710e2c5f660413dc9f7b8429253f2bec5
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 15, 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

0.10.0

2 release files

This release

0.9.0 This release

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