African Speech Corpora Quality Audit MCP server
io.github.papasega/african-speech-corpora·v2.0.0·1 starsRead-only, provenance-aware selection of Wolof speech corpora by measured quality.
1 stars24 downloads/wk
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African Speech Corpora Quality Audit tools (8)
write = sends, deletes, buys or postsRead from the package source without running it. The installed server may list more.
audit_corpuscite_corpusReturn licence and citations, including parents of derivatives.
compare_corporaCompare variant quality, provenance, licence and benchmark status.
corpus_statsReturn rows and schema for exactly one declared dataset configuration.
filter_segmentslist_corporaList language/task/config variants with audit and verification state.
plan_training_setsearch_segments
Public scan report
scanner v0.1.10 · 2026-10-31 · same rubric, same numbers if you re-run it
- Code scan13 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitystatic API keys via environment variables6/15
- Maintenancelast push 65 days ago12/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
How African Speech Corpora Quality Audit compares
Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 78/100
- higher than 57% of 48,255 servers
- Tools
- 8
- the typical server has 7
- Tools that change things
- 0%
- typical: 0%. Fewer write tools means less an agent can break
- GitHub stars
- 1
- more than 65% of 28,688 servers
- Downloads a week
- 24
- more than 10% of 12,191 servers with a package
What its tools let an agent do: 8 read
Install African Speech Corpora Quality Audit in Claude Code, Cursor or VS Code
claude mcp add african-speech-corpora -- uvx african-speech-mcp
What the publisher says
From the African Speech Corpora Quality Audit repository's README, as published. We do not edit it. Read it on GitHub
<!-- mcp-name: io.github.papasega/african-speech-corpora -->
African Speech Corpora MCP
A read-only server implementing the Model Context Protocol, an open standard created by Anthropic, over public speech corpora for African languages: Wolof first, plus Pulaar and Sereer.
The project is Wolof-first. The 2.0 catalog contains 14 variants: 11 variants of original sources and 3 derivatives. Pulaar (ful) and Sereer (srr) are represented only by Kallaama variants without local metrics; the project does not claim Swahili or Amharic coverage. The bundled validation lock, generated on August 26, 2026, makes 6 Hugging Face variants queryable. A later validation run may naturally produce a different state.
Version 2.0.0 is distributed on PyPI and published as io.github.papasega/african-speech-corpora in the official MCP Registry.
The server does not train models, download complete corpora, or write to Hugging Face, OpenSLR, Kaggle, GitHub, or any other remote source.
What the server measures
The quality pipeline keeps the following stages separate:
raw audio → usable audio → transcribed audio → audit-accepted audio → expert-verified audio- Raw: a file present in the observed snapshot.
- Usable: a file remaining after the audit's quantifiable exclusions.
- Transcribed: audio associated with a transcription.
- Audit accepted: an explicitly named union of expert-verified material and material only assumed valid by the audit.
- Expert verified: only expertaudited or sourcereported_expert. An “a priori” assessment never enters this level.
Seconds are the canonical duration representation. Decimal hours and HH:MM:SS strings are derived at serialization time. Every audited metric states its scope, source, method, observation date, and confidence. A missing value remains null; it is never converted to zero. Figures published by a project remain under published_metrics, separate from local observations.
2026 Wolof snapshot
The machine-readable source is assets/wolof-audit-2026.csv. The protocol, limitations, and discrepancies with the source table's TOTAL cells are documented in assets/wolof-audit-2026.md.
Seven Wolof variants have a local observation: ALFFA, FLEURS wo_sn, Kallaama Wolof, Urban Bus, Waxal crowdsource, Wolof TTS Baamtu, and WolBanking77. Totals are recomputed from these seven rows and are never stored as a redundant manual total: 148,102 usable files, 64,609 transcribed files, 50,494 audit-accepted files, 2,329,382.06 seconds of audio, 515,185.06 transcribed seconds, and 302,048.06 audit-accepted seconds.
Important limitations:
Shortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
African Speech Corpora Quality Audit: common questions
- Is African Speech Corpora Quality Audit MCP server safe?
- Mostly: it is graded B (78/100). Read the African Speech Corpora Quality Audit safety report
- How do I install African Speech Corpora Quality Audit?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does African Speech Corpora Quality Audit need an API key?
- Yes. The registry entry asks for
ASM_HF_TOKEN. - Is African Speech Corpora Quality Audit maintained?
- The last commit was 69 days ago (2026-08-27). The latest release is v2.0.0.
- How does African Speech Corpora Quality Audit compare with other MCP servers?
- safety score 78/100 (higher than 57% of 48,255 servers); tools 8 (the typical server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.