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Panella

PYPI · PANELLA

Governed, self-hosted memory for AI agents: writes queue until a named person approves.

Available components

−15 this week 30 Trust /100

Last scanned (20 hours ago)

Scores higher than 17% of PyPI servers

Category Memory and Knowledge

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security33
  • Malware scan not yet available for this package.Unverified
  • CVE check failed: a known high-severity CVE affects mcp 1.28.1, a direct dependency. A fixed version is available. View diagnostics → Fail
  • Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
  • 0 of 33 dependencies flagged as unhealthy. View diagnostics → Pass
Provenance & Transparency100
  • Source repository is publicly reachable at the declared URL. View diagnostics → Pass
  • Cryptographically verified build provenance (signed, bound to panellatech/panella). View diagnostics → Pass
  • Clear OSI-approved license (Apache-2.0).Pass
  • Actively maintained (last published 107 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability0
  • Schema quality not yet verified: our sandbox could not run this package, so we have no schema to assess.Unverified
Stability & Change Management0
  • Stability not yet verified: our sandbox could not run this package, so we have no schema to compare.Unverified
Tool Coverage0
  • Tool coverage not yet verified: our sandbox could not run this package, so we have no tool definitions to assess.Unverified
Tool Safety0
  • Tool safety not yet verified: our sandbox could not run this package, so we have no tool text to scan.Unverified
Capabilities0
  • Protocol version not yet verified: our sandbox could not run this package, so we never saw its MCP handshake.Unverified

Unverified: 5 categories

Categories scored 0 because our sandbox could not run this package, so we have no schema for these checks to read. That is a gap on our side rather than a finding about the package, and we only credit what we can confirm, so the score stands at 0 until we can run it. How we score packages →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 30 Oct 26 −15
    • Malware scan: pass → unverified ▼ security
  • 28 Oct 26 0
    • CVE-2026-116685 affects this package: high ▼ security
    • CVE-2026-116686 affects this package: high ▼ security
    • CVE-2026-116684 affects this package: high ▼ security
  • 17 Oct 26 +1
    • Security disclosure: unverified → pass ▲ functional
  • 16 Oct 26 −6
    • CVE-2026-59951 affects this package: high ▼ security
    • Known CVEs: pass → fail ▼ security
    • Security disclosure: pass → unverified ▼ functional
  • 14 Oct 26 +15
    • Malware scan: unverified → pass ▲ security
  • 13 Oct 26 −15
    • Malware scan: pass → unverified ▼ security
  • 4 Oct 26 +15
    • Malware scan: unverified → pass ▲ security
  • 2 Oct 26 −15
    • Malware scan: pass → unverified ▼ security
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 4 Nov 2026 · Analysed pypi/panella@0.2.1

Provenance Verified

A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.

Result Verified
Ecosystem pypi
Reason Verified
Discovered via Registry attestation endpoint
Source repo panellatech/panella
Certificate issuer https://token.actions.githubusercontent.com
Certificate SAN https://github.com/panellatech/panella/.github/workflows/release-pypi.yml@refs/tags/v0.2.1
Rekor log index 2202201724
Predicate type PyPI publish attestation https://docs.pypi.org/attestations/publish/v1
Subject digest sha256:9307160b49f78c0bd5a050dcbad6e0bd14c3fa440b1050ac3811884608bdcefd

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend allowlisted hatchling.build

Background: Why install scripts are a supply-chain risk →

Vulnerabilities 4 findings
ID CVE Severity Vector Fix available
GHSA-5h93-6whr-6q8j CVE-2026-116685 medium CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:N/A:N yes
GHSA-84m7-p3x7-pcfv CVE-2026-59951 high CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H yes
GHSA-rwrf-2pqf-9j8j CVE-2026-116686 medium CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:H yes
GHSA-w4fh-qvv9-3v23 CVE-2026-116684 medium CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:N yes

Background: What a vulnerability scan can and cannot prove →

Dependencies 33 packages
Packages resolved 33
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tools for package channels are captured by running the package in an isolated sandbox. Our sandbox could not run this package, so no tool list has been captured. That is a gap on our side, not a finding about the package.

Install

How do I install the Panella MCP server?

Panella runs locally as a PyPI package, launched with uvx panella. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · panella

# add to Claude Code
claude mcp add panellatech-panella -- uvx panella
Common questions

What is the Panella MCP server?

Panella is an MCP server listed in the public MCP registry as io.github.panellatech/panella. Governed, self-hosted memory for AI agents: writes queue until a named person approves. This page covers its PyPI package (panella).

Is the Panella MCP server safe to use?

Panella scores 30 out of 100 on VerifyMCP. We recorded 4 known advisories against it as of 4 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

Is the Panella MCP server still maintained?

Panella is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the Panella MCP server under?

Panella declares the Apache-2.0 licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.