Borrowing it
Nothing to install: this file belongs to dralkh/seerai. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/dralkh/seerai/main/AGENTS.mdgit clone --depth 1 https://github.com/dralkh/seeraiWrote 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/instructions/dralkh/seerai/agents-md)<a href="https://agentmods.dev/instructions/dralkh/seerai/agents-md"><img src="https://agentmods.dev/badge/instructions/dralkh/seerai/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>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.
<a href="https://agentmods.dev/instructions/dralkh/seerai/agents-md"><img src="https://agentmods.dev/badge/instructions/dralkh/seerai/agents-md.svg" alt="Reviewed on agentmods" width="80" 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 | $0.13692 | $0.13692 |
| Opus 5.5 | $0.05477 | $0.05477 |
| Sonnet 5.5 | $0.02738 | $0.02738 |
| Haiku 4.5 | $0.01369 | $0.01369 |
Grade A, and why
seerai AGENTS.md scanned grade A with 1 finding 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 18d 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.
Runs shell commandslowCapability
Expected in a hook, worth knowing in a rule or an instructions file.
- **`workspace_bash` behavior differs**: In the plugin, it prompts the user to run the command manually. In the MCP server, it executes real shell commands via `node:child_process` in the workspace directory. Copies of this mod
1 near-identical copy found in the catalogue:
- iktinah AGENTS.md — 100% identical, 41 lines differ
How it starts
The opening of the file, as written. The whole thing — 695 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project Overview
seerai is an intelligent research assistant plugin for Zotero 8–10 that integrates AI-powered chat, federated scholarly search, RAG, OCR, systematic review, cloud storage, an agent skills library, and structured data extraction into the research workflow. The repo is a monorepo containing:
- Zotero Plugin (
src/,addon/) — runs inside Zotero's Firefox-based runtime (NOT Node.js) - MCP Server (
mcp-server/) — standalone Node.js server exposing Zotero tools via Model Context Protocol - Agent Skills Library (
skills/) — ~148 bundled, self-contained skill packages (SKILL.md + references/scripts) surfaced to agents via the skills tools
Commands
npm start # Dev server with hot reload (zotero-plugin serve)
npm run build # Production build: MCP bundle → plugin .xpi + tsc --noEmit + copies artifacts to root
npm run lint:check # Prettier check + ESLint
npm run lint:fix # Prettier write + ESLint fix
npm run release # Create GitHub release (zotero-plugin release)
npm run test # Run test suite (zotero-plugin test → mocha-based)
npm run test:extraction-eval # LLM extraction evaluation harness (tsx test/extractionModelEval.ts)
npm run test:pipeline-eval # Systematic-review pipeline evaluation harness (tsx test/pipelineEval.ts)
npm run test:rag-live # Live RAG eval vs a real embedding provider (tsx test/ragLive.ts)
npm run update-deps # Update all dependencies to latest (npm update --save)
# MCP server (separate package)
cd mcp-server && npm run dev # Run MCP server with tsx
cd mcp-server && npm run bundle # Bundle MCP server to dist/seerai-mcp.cjs
cd mcp-server && npm run build # TypeScript compile (tsc)
cd mcp-server && npm run start # Run compiled MCP server
Always run npm run lint:check and npm run build after making changes.
Live harness keys (.env, gitignored): test/ragLive.ts (npm run test:rag-live) reads EMBEDDING_BASE_URL (default https://nano-gpt.com/api/v1), EMBEDDING_API_KEY (or NANOGPT_API_KEY/LLM_API_KEY), EMBEDDING_MODEL (+ optional EMBEDDING_DIMENSIONS) to run the production embedding client + retrieval pipeline against a real provider with minimal Zotero stubs. Setting EMBEDDING_MODEL2 adds a second phase that switches models in the same data dir and asserts the embedding fingerprint invalidates and re-indexes every item on demand. Verified live against NanoGPT with text-embedding-3-small (1536 dims) and BAAI/bge-m3 (1024 dims). test/llmLive.ts / test/pipelineEval.ts read LLM_BASE_URL/LLM_API_KEY/LLM_MODEL/LLM_MODEL2. In the plugin itself, provider keys are entered in Preferences → seerai → AI providers and stored in {DataDirectory}/seerai/providerConfigs.json.
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.
- 18d ago Changed · +2 lines · +229 tokens per session 7560124e9933
- 1mo ago Changed · +25 lines · +1,567 tokens per session 9cff22db3153
- 1mo ago First seen · 668 lines · 11,896 tokens per session scan A fabed8aeb3b7
seerai AGENTS.md is an instructions file published in the GitHub repository dralkh/seerai (94 stars, last pushed 18d ago), licensed MIT. It adds 13,692 tokens to every session, about $0.0548 per session on Opus 5.5. A static security scan graded it A with 1 finding (runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.