humanizer-ru
PYPI · RU-HUMANIZER
Следы нейросети в русском тексте: балл чистоты 0-100, запреты и маркеры с позициями, факт-замок.
Available components
Last scanned (9 hours ago)
Scores higher than 95% of PyPI servers
Category Testing and QA
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 Security98
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 2 of 6 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency100
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to ilyautov/humanizer-ru). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 16 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability76
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 344 tokens (~172/item across 2 items; 2 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management87
- Stability observed for 26 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 2 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 3 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
- Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
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.
- 5 Nov 26 +14
- Malware scan: unverified → pass ▲ security
- Stability: pass → 0.87 functional
- 4 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- 3 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 25 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 24 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 23 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 19 Oct 26 +13
- Stability: pass → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Malware scan: unverified → pass ▲ security
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- MCP protocol: pass → fail ▼ functional
- Package version: 3.31.5 → 3.32.0 functional
- 18 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- Package version: 3.31.4 → 3.31.5 functional
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 5 Nov 2026 · Analysed pypi/ru-humanizer@3.32.0
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 | ilyautov/humanizer-ru |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/ilyautov/humanizer-ru/.github/workflows/publish-pypi.yml@refs/tags/v3.32.0 |
| Rekor log index | 3319878247 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:40f3731fa584779eb1a46d85ef24f99cc74b24357c6cde194f07b3716fda7249 |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | setuptools.build_meta |
Background: Why install scripts are a supply-chain risk →
Dependencies 6 packages
| Packages resolved | 6 |
|---|---|
| Stale | 2 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
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 →
compare_texts Сравнить исходник и правку ~145
Балл «было и стало» с дельтой и факт-замок: числа, даты, имена, ссылки и код исходника должны дожить до правки, а новых появиться не должно. Отдельно кванторы («впервые», «единственный», «в России»), возникшие без источника.
| Name | Type | Req | Description |
|---|---|---|---|
| after | string | yes | Текст после правки |
| before | string | yes | Текст до правки |
| genre | string|null | – | Жанр текста. По умолчанию marketing (строгий режим). academic, legal, fiction и news снимают маркеры, законные для регистра. |
No output schema declared.
No examples provided.
scan_text Проверить русский текст на следы нейросети ~143
Балл чистоты 0-100 (85 и выше чисто, 60-84 точечная правка, ниже 60 рерайт), штрафы с причинами, жёсткие запреты и мягкие маркеры с позициями в тексте, ритм предложений, морфология и структура. Не детектор авторства: показывает, что править.
| Name | Type | Req | Description |
|---|---|---|---|
| genre | string|null | – | Жанр текста. По умолчанию marketing (строгий режим). academic, legal, fiction и news снимают маркеры, законные для регистра. |
| text | string | yes | Русский текст для проверки |
No output schema declared.
No examples provided.
How do I install the humanizer-ru MCP server?
humanizer-ru runs locally as a PyPI package, launched with uvx ru-humanizer. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · ru-humanizer
claude mcp add ilyautov-humanizer-ru -- uvx ru-humanizer
What is the humanizer-ru MCP server?
humanizer-ru is an MCP server listed in the public MCP registry as io.github.ilyautov/humanizer-ru. Следы нейросети в русском тексте: балл чистоты 0-100, запреты и маркеры с позициями, факт-замок. This page covers its PyPI package (ru-humanizer).
Is the humanizer-ru MCP server safe to use?
humanizer-ru scores 92 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 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.
What tools does the humanizer-ru MCP server expose?
humanizer-ru exposes 2 tools: scan_text, compare_texts. Their descriptions and schemas cost roughly 288 tokens of context every time the server is loaded.
Is the humanizer-ru MCP server still maintained?
humanizer-ru is still listed as active in the MCP registry. We last reached this channel on 5 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 humanizer-ru MCP server under?
humanizer-ru declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.