Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add Axect/magi-researchers/plugin install magi-researchersWrote 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.
[](https://agentmods.dev/skills/axect/magi-researchers/research-implement)<a href="https://agentmods.dev/skills/axect/magi-researchers/research-implement"><img src="https://agentmods.dev/badge/skills/axect/magi-researchers/research-implement.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.02714 |
| Opus 5 | $0.00000 | $0.01357 |
| Sonnet 5 | $0.00000 | $0.00543 |
| Haiku 4.5 | $0.00000 | $0.00271 |
Grade A, and why
research-implement 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 8d 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.
How it starts
The opening of the file, as written. The whole thing — 212 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Research Implement Skill
Description
Implements research code based on an existing research plan. Requires a research_plan.md to be present in the active research output directory.
Usage
/research-implement [path/to/research_plan.md]
Arguments
$ARGUMENTS— Optional path to the research plan. If not provided, searches for the most recentoutputs/*/plan/research_plan.md.
Instructions
Shared rules: Read
${CLAUDE_PLUGIN_ROOT}/shared/rules.mdbefore starting. §MCP, §Claude-Only apply to this skill. Inline fallback (if shared rules unavailable): Gemini models: gemini-3.1-pro-preview → gemini-2.5-pro → Claude. Codex: gpt-5.4. Use@filepathfor MCP file refs; subagents useReadtool.
Claude-Only Mode
See §Claude-Only in shared rules.
MCP Tool Rules
See §MCP in shared rules. Additionally:
- Context7: Primary tool for library documentation lookups during implementation.
- When to search: library API changes, implementation examples, algorithm details, dependency compatibility, debugging known issues
Step 0: Locate Research Plan
- If a path is provided in
$ARGUMENTS, use it directly. - Otherwise, find the most recent research plan:
- Glob for
outputs/*/plan/research_plan.md - Select the most recently modified one.
- Glob for
- If no plan is found, inform the user and suggest running
/magi-researchers:research-brainstormfirst, or creating a plan manually. - Read the research plan and identify:
- The output base directory (parent of
plan/) - Required algorithms/models to implement
- Programming language and framework choices (from frontmatter
languages/ecosystemfields) - Expected inputs and outputs
- Dependencies needed
- The output base directory (parent of
- Parse mode flags from
$ARGUMENTS: If invoked standalone (not from the/researchpipeline), check$ARGUMENTSfor--claude-onlyand--substituteflags. When present, all Gemini/Codex MCP calls in this skill are replaced per the Claude-Only Mode rules above. - Resolve output directory: If
.workspace.jsonexists at the output directory root, readoutput_dirfrom it and use as the base for all file operations. If absent (standalone invocation), derive the absolute output path from the location ofresearch_plan.md.
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.
- 8d ago First seen · 212 lines · 0 tokens per session scan A e3b36b868922
research-implement is a skill published in the GitHub repository Axect/magi-researchers (13 stars, last pushed 4mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 2,714 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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