tafsiri-mcp: Instructions file for Codex

AGENTS.md

tafsiri-mcp AGENTS.md is an instructions file for Codex, OpenCode from gabrielmahia/tafsiri-mcp. It costs 960 tokens per session, scanned A, a copy of afya-ya-akili-mcp AGENTS.md, MIT.

Repository instructions for tafsiri-mcp, a server for Kenya language resources, including Swahili and English civic terms, Kikuyu and Luo guides, official terminology, and language detection. They also require sources and labels for uncertain or synthetic data.

In plain words
What is it for?
Use them when building or documenting language tools, checking official terminology, identifying languages, and following the project's source and release requirements.
Why use it?
They give agents the project context and reduce the risk of presenting translations, terminology, or factual data as verified when the evidence is missing.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions AGENTS.md.

This is gabrielmahia/tafsiri-mcp's own configuration. It tells Codex and OpenCode how to work on tafsiri-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything tafsiri-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to gabrielmahia/tafsiri-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/gabrielmahia/tafsiri-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/gabrielmahia/tafsiri-mcp

Made for: Codex, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

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README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/gabrielmahia/tafsiri-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/gabrielmahia/tafsiri-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 960 This file is loaded in full into every session.
When invoked 960 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 92% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00960 $0.00960
Opus 5.5 $0.00384 $0.00384
Sonnet 5.5 $0.00192 $0.00192
Haiku 4.5 $0.00096 $0.00096

Measured 3d ago against content hash 470aafb24cfa, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tafsiri-mcp AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

92% identical to afya-ya-akili-mcp AGENTS.md — 7 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

AGENTS.md · 62 lines

How it starts

The opening of the file, as written. The whole thing — 62 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md — tafsiri-mcp

What this is

Kenya translation and language resources: Swahili/English civic glossary, Kikuyu and Luo guides, official document terminology, language detection.

Read first

Critical rules

  • Truth labels: never present synthetic, simulated, demo or hand-compiled data as real or verified. Mark it in the data itself (synthetic: true, a source that says so) and in the README. If a real source cannot be cited with an as-of date, the output must say so.
  • Any number a user might act on (tax rates and limits, phone numbers, emergency lines) needs a primary source or two independent listings, with the date checked in the source field. Unverifiable entries are removed, never labelled 'DEMO - verified'.
  • The README tool table must list exactly the tools the server exposes; do not hard-code server counts. Keep <!-- mcp-name: io.github.gabrielmahia/tafsiri-mcp --> in the README: the MCP registry refuses a release without it.
  • Every tool declares MCP annotations (readOnlyHint, idempotentHint, openWorldHint; destructiveHint for anything that sends money or messages, or writes). Read-only means no side effects.
  • CI installs this repository's code (never the published package) on Python 3.11-3.15; lint failures are real (no || true). Python 3.10 reaches end of life on 2026-10-31: drop it then.
  • Releases are tag-driven and tokenless: bump version in pyproject.toml and server.json together, merge to main, push tag vX.Y.Z; the Publish workflow (test, PyPI Trusted Publisher, MCP registry) does the rest. PyPI releases are immutable. After a release run scripts/glama_sync.py --apply from nature-ai-evolution-lab to regenerate glama.json from the running server (a weekly audit flags drift).
  • The pyproject description must be a complete sentence naming what the tools do: it is what PyPI, the MCP registry and Glama show (six were once cut off mid-word at 80 characters). Do not hard-code tool counts in it.
  • Prefer a bundled, dated, sourced snapshot (offline-first) over live calls that can hang; never call an endpoint that has not been verified to exist.
  • At the tool boundary return errors to the model as data instead of crashing the server; a broad except needs # noqa: BLE001 and a reason.

Read the full file on GitHub · 62 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 3d ago Changed 470aafb24cfa
  2. 27d ago First seen · 62 lines · 960 tokens per session scan A 47cc3e74c7b6

Subscribe to this mod's changes

tafsiri-mcp AGENTS.md is an instructions file published in the GitHub repository gabrielmahia/tafsiri-mcp (0 stars, last pushed 4d ago), licensed MIT. It adds 960 tokens to every session, about $0.0038 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 92% identical to afya-ya-akili-mcp AGENTS.md, differing in 7 lines, and is treated as a copy.

Related

tafsiri-mcp AGENTS.md compared with instructions from other repositories

tafsiri-mcp AGENTS.md next to 6 instructions from other repositories
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tafsiri-mcp AGENTS.mdgabrielmahia/tafsiri-mcpInstructions file04d agoMITA960Codex, OpenCode
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vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode