io.github.gabrielmahia/tafsiri-mcp
PYPI · TAFSIRI-MCP · SCANNED SEP 20
MCP server for Swahili translation and language grounding (tafsiri = translate)
Available components
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 Security100
- 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 native-build step with no shell scripting around it. View diagnostics → Pass
- 1 of 15 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency48
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 63 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability67
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 290 tokens (~48/item across 6 items; 6 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management83
- Stability observed for 25 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
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 6 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 7 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a current MCP spec version (2026-07-28).Pass
How do I install the io.github.gabrielmahia/tafsiri-mcp server?
io.github.gabrielmahia/tafsiri-mcp runs locally as a PyPI package, launched with uvx tafsiri-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · tafsiri-mcp
claude mcp add gabrielmahia-tafsiri-mcp -- uvx tafsiri-mcp
{
"mcpServers": {
"gabrielmahia-tafsiri-mcp": {
"command": "uvx",
"args": [
"tafsiri-mcp"
]
}
}
} {
"servers": {
"gabrielmahia-tafsiri-mcp": {
"command": "uvx",
"args": [
"tafsiri-mcp"
]
}
}
} codex mcp add gabrielmahia-tafsiri-mcp -- uvx tafsiri-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"gabrielmahia-tafsiri-mcp": {
"type": "local",
"command": [
"uvx",
"tafsiri-mcp"
],
"enabled": true
}
}
} openclaw mcp add gabrielmahia-tafsiri-mcp --command uvx --arg tafsiri-mcp
mcp_servers:
gabrielmahia-tafsiri-mcp:
command: "uvx"
args: ["tafsiri-mcp"] {
"McpServers": {
"gabrielmahia-tafsiri-mcp": {
"Transport": "stdio",
"Command": "uvx",
"Arguments": [
"tafsiri-mcp"
]
}
}
} assistant mcp add gabrielmahia-tafsiri-mcp -t stdio -c uvx -a tafsiri-mcp
{
"mcpServers": {
"gabrielmahia-tafsiri-mcp": {
"command": "uvx",
"args": [
"tafsiri-mcp"
]
}
}
} 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.
- 20 Sept 26 +15
- Malware scan: unverified → pass ▲ security
- 19 Sept 26 −3
- Stability: pass → 0.80 functional
- 18 Sept 26 +1
- Stability: 0.97 → pass security
- 16 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.
- 14 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.
- 12 Sept 26 −3
- Stability: pass → 0.80 functional
- 11 Sept 26 +1
- Stability: 0.97 → pass security
- 9 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.
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 20 Sept 2026 · Analysed pypi/tafsiri-mcp@0.1.4
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | pypi |
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 15 packages
| Packages resolved | 15 |
|---|---|
| Stale | 1 |
| 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 →
civic_terminology_swahili Civic Terminology Swahili ~43
Swahili translations of Kenya civic and legal processes. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| process | – | – | Optional filter for process. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
kikuyu_language_guide Kikuyu Language Guide ~39
Kikuyu language basics and resources for Kenya. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| term | – | – | Optional filter for term. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
language_detection_guide Language Detection Guide ~41
Guide to language detection and translation resources for Kenya. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| text_sample | – | – | Optional filter for text sample. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
luo_language_guide Luo Language Guide ~38
Luo language basics and resources for Kenya. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| term | – | – | Optional filter for term. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
official_document_glossary Official Document Glossary ~45
Kenya official document terminology guide — forms, certificates, legal terms. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| document_type | – | – | Optional filter for document type. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
swahili_english_glossary Swahili English Glossary ~65
Swahili-English civic and government glossary. DEMO.
| Name | Type | Req | Description |
|---|---|---|---|
| term | – | – | Swahili or English term to look up e.g. 'kaunti', 'serikali', 'maji', 'shule'. Leave empty for full civic glossary. |
Structured output declared, but exposes no named fields.
No examples provided.
What is the io.github.gabrielmahia/tafsiri-mcp server?
io.github.gabrielmahia/tafsiri-mcp is listed in the public MCP registry as io.github.gabrielmahia/tafsiri-mcp. MCP server for Swahili translation and language grounding (tafsiri = translate). This page covers its PyPI package (tafsiri-mcp).
Is the io.github.gabrielmahia/tafsiri-mcp server safe to use?
io.github.gabrielmahia/tafsiri-mcp scores 81 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. 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 io.github.gabrielmahia/tafsiri-mcp server expose?
io.github.gabrielmahia/tafsiri-mcp exposes 6 tools: swahili_english_glossary, kikuyu_language_guide, luo_language_guide, official_document_glossary, language_detection_guide, civic_terminology_swahili. Their descriptions and schemas cost roughly 271 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/tafsiri-mcp server still maintained?
io.github.gabrielmahia/tafsiri-mcp is still listed as active in the MCP registry. We last reached this channel on 20 September 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 io.github.gabrielmahia/tafsiri-mcp server under?
io.github.gabrielmahia/tafsiri-mcp declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.