PrivateGPT

Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server.

Memory & Knowledge Python Listed Apache-2.0

Is PrivateGPT safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 4.8 / 10
Provenance None
Signed commits 100%
Last push today
Compare PrivateGPT

How does it stack up against its Memory & Knowledge neighbours?

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In detail: PrivateGPT scores 58.9/100 (Grade C), ranked #687 of 1371 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.8/10; 100% of recent commits are signed; last pushed 2026-10-09. Every point is earned from checkable signals — never paid placement. How scoring works →

How PrivateGPT could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Chain of custody

Scanners check what the code says. This traces who ships PrivateGPT and whether that has changed: from the source repository, through how changes are reviewed and released, to the code you run. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Signed

    github.com/zylon-ai/private-gpt, Apache-2.0, last pushed 2026-10-09. 100% of the last 100 commits carry a verified signature, so changes trace to a verified account.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 4.8/10 (scanned Sep 30, 2026). The checks that decide who can get a change released:

    • Code Review10
    • Branch Protection6
    • Signed Releases0
    • Dangerous Workflow0
    • Token Permissions0
    • Pinned Dependencies0
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 6
    CI-Tests 8
    CII-Best-Practices 0
    Code-Review 10
    Contributors 6
    Dangerous-Workflow 0
    Dependency-Update-Tool 10
    Fuzzing 0
    License 10
    Maintained 10
    Packaging 10
    Pinned-Dependencies 0
    SAST 0
    Security-Policy 10
    Signed-Releases 0
    Token-Permissions 0
    Vulnerabilities 0
  3. Published packages None

    No registry package. PrivateGPT is used from its repository, so what you run is whatever you check out: pin a release tag or commit.

Changes to this chain

No change to package provenance, package source links, Scorecard coverage or license in HVTracker's daily snapshots of PrivateGPT.

Evidence behind this score

Coverage B: 3 of 5 independent evidence types found.

  • GitHub repository data
  • Package downloads (missing)
  • Supply-chain checks
  • Public actions (missing)
  • Community mentions

Verify this score yourself

Every build re-issues PrivateGPT’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How PrivateGPT compares in Memory & Knowledge

  1. #34 AnythingLLM 61.7 +2.8
  2. #35 Khoj 61.3 +2.4
  3. #36 PrivateGPT 58.9 this agent
  4. #37 memU 56.7 −2.2
  5. #38 MemOS 55.6 −3.3

Bars show each HVTrust score; the tick marks PrivateGPT’s 58.9.

Where the 58.9 comes from

HVTrust dimensions vs the Memory & Knowledge average

58.9 / 100 · 100.0% confidence

PrivateGPT Memory & Knowledge average (49 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
11.0 / 25
in line with avg 11.5
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.8 below avg 12.6
Transparency50% declared license · 50% OSSF Scorecard
12.6 / 17
in line with avg 12.7
Maintenance60% last-push freshness · 40% commit activity
16.8 / 20
0.6 below avg 17.4
AdoptionLog-scaled stars · package downloads
11.4 / 20
1.8 below avg 13.2

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-10-08
Rank Moved
Rank dropped 13 spots (#682 → #695)
2026-10-05
Rank Moved
Rank rose 20 spots (#701 → #681)
2026-10-02
Rank Moved
Rank dropped 12 spots (#675 → #687)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.8/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
86.7
Activity sub-score · out of 100
#36

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-10-09 20:07 UTC · Repo last pushed today

Rank Trend

2026-09-29 2026-10-09

Activity & Reach

Stars
57.6k
Forks
7.6k
Last Push
2026-10-09
today
Commits (4 wk)
15
Downloads (7d)
—
HN mentions (30d)
0
Open Issues
1
Rank Change
▲8
was #695

Analysis

Activity Inputs

86.7 / 100
StarsRepository reach
28.6 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
15.0 / 25
CommunityFork signal
18.1 / 20

Common questions about PrivateGPT

PrivateGPT has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does PrivateGPT publish package provenance?
No published build provenance is currently detected for PrivateGPT. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does PrivateGPT have an OpenSSF Scorecard?
PrivateGPT has an OpenSSF Scorecard score of 4.8/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is PrivateGPT actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does PrivateGPT use?
PrivateGPT ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are PrivateGPT's commits signed?
100% of the last 100 commits to PrivateGPT are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface
Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
None detected
No MCP server signal detected.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
6 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Extensions
Extension based plugin/integration surface detected.
  • browser
  • database
Detailed evidence is not shown in the public view.
Package Provenance Drift
N/A
No package source configured
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live

Maintain PrivateGPT?

For maintainers

HVTrust scores PrivateGPT from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Signal history
Rank 30
2026-10-08
Rank Moved
Rank dropped 13 spots (#682 → #695)
2026-10-05
Rank Moved
Rank rose 20 spots (#701 → #681)
2026-10-02
Rank Moved
Rank dropped 12 spots (#675 → #687)
2026-09-26
Rank Moved
Rank dropped 11 spots (#657 → #668)
2026-09-23
Rank Moved
Rank dropped 401 spots (#252 → #653)
2026-09-21
Rank Moved
Rank rose 403 spots (#655 → #252)
2026-09-20
Rank Moved
Rank dropped 13 spots (#642 → #655)
2026-09-11
Rank Moved
Rank dropped 14 spots (#617 → #631)
2026-09-07
Rank Moved
Rank dropped 34 spots (#570 → #604)
2026-09-06
Rank Moved
Rank dropped 13 spots (#557 → #570)
2026-09-05
Rank Moved
Rank dropped 74 spots (#483 → #557)
2026-09-04
Rank Moved
Rank dropped 15 spots (#468 → #483)
2026-09-03
Rank Moved
Rank dropped 25 spots (#443 → #468)
2026-09-02
Rank Moved
Rank dropped 10 spots (#433 → #443)
2026-09-01
Rank Moved
Rank dropped 12 spots (#421 → #433)
2026-08-31
Rank Moved
Rank dropped 30 spots (#391 → #421)
2026-08-30
Rank Moved
Rank rose 15 spots (#406 → #391)
2026-08-29
Rank Moved
Rank dropped 21 spots (#385 → #406)
2026-08-26
Rank Moved
Rank dropped 36 spots (#338 → #374)
2026-08-24
Rank Moved
Rank dropped 14 spots (#322 → #336)
2026-08-22
Rank Moved
Rank rose 14 spots (#336 → #322)
2026-08-19
Rank Moved
Rank dropped 11 spots (#326 → #337)
2026-08-17
Rank Moved
Rank rose 13 spots (#343 → #330)
2026-08-13
Rank Moved
Rank dropped 20 spots (#313 → #333)
2026-08-12
Rank Moved
Rank rose 18 spots (#331 → #313)
2026-08-10
Rank Moved
Rank dropped 14 spots (#316 → #330)
2026-08-08
Rank Moved
Rank dropped 78 spots (#235 → #313)
2026-07-23
Rank Moved
Rank rose 16 spots (#237 → #221)
2026-07-14
Rank Moved
Rank dropped 15 spots (#216 → #231)
2026-07-13
Rank Moved
Rank dropped 24 spots (#192 → #216)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 58.9 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/privategpt.svg)](https://hvtracker.net/agents/privategpt)
HTML:
<a href="https://hvtracker.net/agents/privategpt"><img src="https://hvtracker.net/badge/privategpt.svg" alt="HVTrust"></a>

Other agents in Memory & Knowledge

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.4 · Raw JSON