TableRAG: Instructions file for Codex

AGENTS.md

TableRAG AGENTS.md is an instructions file for Codex, OpenCode from BitDG/TableRAG. It costs 529 tokens per session, scanned A, original, Apache-2.0.

Project instructions for TableRAG, a system that indexes tables by meaning and exposes read-only access through MCP. They describe how the project discovers files, manages Python dependencies, runs tests, and handles Windows services.

In plain words
What is it for?
Use them when developing or testing TableRAG, especially when changing file discovery, the Python MCP SDK, Windows server handling, or the test workflow.
Why use it?
They give an agent the project’s boundaries and safe operating rules, reducing accidental indexing, incompatible dependency upgrades, or disruption of running services.

Instructions file for CodexOpenCode

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

This is BitDG/TableRAG's own configuration. It tells Codex and OpenCode how to work on TableRAG 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 TableRAG configures →

Reuse

Borrowing it

Nothing to install: this file belongs to BitDG/TableRAG. 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/BitDG/TableRAG/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/BitDG/TableRAG

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.

agentmods badge for TableRAG AGENTS.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/bitdg/tablerag/agents-md"><img src="https://agentmods.dev/badge/instructions/bitdg/tablerag/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.

agentmods 80×15 button for TableRAG AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/bitdg/tablerag/agents-md"><img src="https://agentmods.dev/badge/instructions/bitdg/tablerag/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 529 This file is loaded in full into every session.
When invoked 529 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 original No closer match found 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 $0.00529 $0.00529
Opus 5.5 $0.00212 $0.00212
Sonnet 5.5 $0.00106 $0.00106
Haiku 4.5 $0.00053 $0.00053

Measured 2mo ago against content hash 6e3631a28581, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

TableRAG 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 2mo 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.

AGENTS.md · 29 lines

What it actually says

TableRAG MCP Agent Notes

  • Source discovery is non-recursive by default. Do not index subfolders unless the project YAML explicitly sets recursive: true; root-only discovery and a 413-file real build verified this boundary.
  • Keep the Python MCP SDK below major version 2 until the FastMCP server and protocol tests are deliberately migrated. Allowing an unconstrained mcp>=1.10 installed an incompatible 2.0 API; mcp>=1.10,<2.0 passed in-memory, real stdio, and Streamable HTTP calls.
  • On Windows, replace the local Web server by resolving the listening PID with netstat and verifying the localhost page is TableRAG before stopping it. CIM and Get-NetTCPConnection process discovery hung on this host; the signature-checked replacement restarted port 8766 and the diagnostics status endpoint returned HTTP 200.
  • On Windows, active stdio MCP clients can lock .venv\Scripts\table-rag.exe, causing uv run to fail while refreshing the editable install. Do not stop user MCP services for tests; run .venv\Scripts\python.exe -m pytest directly and use uv lock for lockfile-only updates. This path passed the full suite while four live MCP client processes remained running.
  • Do not write large DuckDB index tables with Python executemany; use bounded vectorized bulk inserts and verify catalog counts. Replacing row-wise field-value writes produced 1,868,984 values from 413 real workbooks in 129.36 seconds, followed by a 1.54-second unchanged rebuild.
  • DuckDB connections in one process must use the same read_only configuration. Web queries that overlap the index watcher use read-write connections with schema initialization disabled; the writer-overlap regression and 40 live /api/state requests passed without HTTP 400 responses.
  • Repository checkouts may use the GitHub repository name as their folder. Tests for workspace identity must compare resolved repository roots, not a hard-coded checkout basename; the Windows/Linux CI matrix passed after the rename-safe assertion replaced table-rag-mcp.
  • Bare mirror clones set remote.*.mirror=true, which rejects explicit refspecs and --force-with-lease. For leased history rewrites, add a separate non-mirror remote; the two-branch atomic cleanup push passed with that setup.
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. 2mo ago First seen · 29 lines · 529 tokens per session scan A 6e3631a28581

Subscribe to this mod's changes

TableRAG AGENTS.md is an instructions file published in the GitHub repository BitDG/TableRAG (1 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 529 tokens to every session, about $0.0021 per session on Opus 5.5. 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 2026-08-31.

Related

TableRAG AGENTS.md compared with instructions from other repositories

TableRAG AGENTS.md next to 6 instructions from other repositories
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