Humanizer

Agent skill that removes signs of AI-generated writing from text

Agent Skills Python Listed MIT

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

OSSF Scorecard 5.0 / 10
Provenance None
Signed commits 43%
Last push today
Compare Humanizer
Suggest a correction

In detail: Humanizer scores 60.9/100 (Grade C), ranked #103 of 384 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.0/10; 43% of recent commits are signed; last pushed 2026-11-10. Every point is earned from checkable signals — never paid placement. How scoring works →

How Humanizer 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 Humanizer 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 and, for skills, AST02 Supply Chain Compromise.

  1. Source Partly signed

    github.com/blader/humanizer, MIT, last pushed 2026-11-10. 43% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 5.0/10 (scanned Nov 8, 2026). The checks that decide who can get a change released:

    • Code Review3
    • Branch Protection0
    • Signed Releases0
    • Dangerous Workflow10
    • Token Permissions10
    • Pinned Dependencies7
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 0
    CI-Tests 8
    CII-Best-Practices 0
    Code-Review 3
    Contributors 0
    Dangerous-Workflow 10
    Dependency-Update-Tool 0
    Fuzzing 0
    License 10
    Maintained 10
    Packaging -1
    Pinned-Dependencies 7
    SAST 0
    Security-Policy 0
    Signed-Releases 0
    Token-Permissions 10
    Vulnerabilities 10
  3. Published packages None

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

Changes to this chain

  • 2026-09-01 OSSF Scorecard: 4.5/10

Evidence behind this score

Coverage C: 2 of 5 independent evidence types found.

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

Verify this score yourself

Every build re-issues Humanizer’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 the skill’s instructions for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you install it, such as Cisco Skill Scanner.

How Humanizer compares in Agent Skills

  1. #101 Prd Taskmaster 61.2 +0.3
  2. #102 NotFair 61.0 +0.1
  3. #103 Humanizer 60.9 this agent
  4. #104 Ego Lite 60.5 −0.4
  5. #105 Styleseed 60.3 −0.6

Bars show each HVTrust score; the tick marks Humanizer’s 60.9.

Where the 60.9 comes from

HVTrust dimensions vs the Agent Skills average

60.9 / 100 · 100.0% confidence

Humanizer Agent Skills average (384 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
8.4 / 25
in line with avg 8.2
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.6 below avg 11.4
Transparency50% declared license · 50% OSSF Scorecard
12.8 / 17
0.6 above avg 12.2
Maintenance60% last-push freshness · 40% commit activity
17.6 / 20
3.6 above avg 14.0
AdoptionLog-scaled stars · package downloads
11.6 / 20
2.5 above avg 9.1

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-11-10
Rank Moved
Rank rose 36 spots (#139 → #103)
2026-11-10
HVTrust Changed
HVTrust up 3.3pts (57.6 → 60.9)
2026-11-10
Activity Score Changed
Activity score up 9pts (79 → 89)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.0/10. 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.
Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.
88.7
Activity sub-score · out of 100
#103

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 C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-11-10 04:07 UTC · Repo last pushed today

Rank Trend

2026-09-29 2026-11-10

Activity & Reach

Stars
67.2k
Forks
5.3k
Last Push
2026-11-10
today
Commits (4 wk)
24
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
1
Rank Change
▲36
was #139

Analysis

Activity Inputs

88.7 / 100
StarsRepository reach
29.0 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
17.4 / 25
CommunityFork signal
17.3 / 20

Common questions about Humanizer

Humanizer 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 Humanizer publish package provenance?
No published build provenance is currently detected for Humanizer. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Humanizer have an OpenSSF Scorecard?
Humanizer has an OpenSSF Scorecard score of 5.0/10. 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 Humanizer actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does Humanizer use?
Humanizer ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Humanizer's commits signed?
43% of the last 100 commits to Humanizer 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
medium confidence
1 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
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
How this surface has changed

Detected changes to Humanizer's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-09-23
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependency: Anthropic

Maintain Humanizer?

For maintainers

HVTrust scores Humanizer 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 17Score 5HVTrust 5Grade 2Scorecard 1Delisted 1Listed 1Surface 1Surface 1
2026-11-10
Rank Moved
Rank rose 36 spots (#139 → #103)
2026-11-10
HVTrust Changed
HVTrust up 3.3pts (57.6 → 60.9)
2026-11-10
Activity Score Changed
Activity score up 9pts (79 → 89)
2026-11-05
Rank Moved
Rank rose 25 spots (#159 → #134)
2026-10-28
Rank Moved
Rank dropped 46 spots (#106 → #152)
2026-10-28
HVTrust Changed
HVTrust down 3.0pts (59.9 → 56.9)
2026-10-28
Activity Score Changed
Activity score down 5pts (86 → 81)
2026-10-16
Rank Moved
Rank rose 16 spots (#121 → #105)
2026-09-28
Rank Moved
Rank rose 31 spots (#123 → #92)
2026-09-28
HVTrust Changed
HVTrust up 3.0pts (58.1 → 61.1)
2026-09-28
Activity Score Changed
Activity score up 8pts (82 → 90)
2026-09-25
Rank Moved
Rank dropped 10 spots (#113 → #123)
2026-09-23
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependency: Anthropic
2026-09-23
Grade Changed
Trust grade D → C
2026-09-23
Rank Moved
Rank dropped 61 spots (#49 → #110)
2026-09-23
HVTrust Changed
HVTrust up 10.2pts (48.3 → 58.5)
2026-09-22
Newly Listed
First tracked at rank #49
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-06
Rank Moved
Rank rose 27 spots (#98 → #71)
2026-09-06
Activity Score Changed
Activity score up 8pts (80 → 88)
2026-09-05
Rank Moved
Rank dropped 17 spots (#81 → #98)
2026-09-01
Scorecard Added
OSSF Scorecard: 4.5/10
2026-09-01
Grade Changed
Trust grade D → C
2026-09-01
Rank Moved
Rank rose 180 spots (#257 → #77)
2026-09-01
HVTrust Changed
HVTrust up 33.5pts (23.8 → 57.3)
2026-08-31
Rank Moved
Rank dropped 13 spots (#244 → #257)
2026-08-30
Rank Moved
Rank dropped 29 spots (#215 → #244)
2026-08-29
Rank Moved
Rank dropped 30 spots (#185 → #215)
2026-08-28
Rank Moved
Rank dropped 24 spots (#161 → #185)
2026-08-27
Rank Moved
Rank dropped 19 spots (#142 → #161)
2026-08-26
Rank Moved
Rank dropped 78 spots (#64 → #142)
2026-08-17
Rank Moved
Rank rose 27 spots (#97 → #70)
2026-08-17
Activity Score Changed
Activity score up 9pts (74 → 83)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 60.9 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/humanizer.svg)](https://hvtracker.net/agents/humanizer)
HTML:
<a href="https://hvtracker.net/agents/humanizer"><img src="https://hvtracker.net/badge/humanizer.svg" alt="HVTrust"></a>

Other agents in Agent Skills

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