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.
curl -O https://raw.githubusercontent.com/BitDG/TableRAG/main/AGENTS.mdgit clone --depth 1 https://github.com/BitDG/TableRAGWrote 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/bitdg/tablerag/agents-md)<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.
<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>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 | $0.00529 | $0.00529 |
| Opus 5.5 | $0.00212 | $0.00212 |
| Sonnet 5.5 | $0.00106 | $0.00106 |
| Haiku 4.5 | $0.00053 | $0.00053 |
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.
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>=1.10installed an incompatible 2.0 API;mcp>=1.10,<2.0passed in-memory, real stdio, and Streamable HTTP calls. - On Windows, replace the local Web server by resolving the listening PID with
netstatand verifying the localhost page is TableRAG before stopping it. CIM andGet-NetTCPConnectionprocess 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, causinguv runto fail while refreshing the editable install. Do not stop user MCP services for tests; run.venv\Scripts\python.exe -m pytestdirectly and useuv lockfor 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_onlyconfiguration. Web queries that overlap the index watcher use read-write connections with schema initialization disabled; the writer-overlap regression and 40 live/api/staterequests 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.
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.
- 2mo ago First seen · 29 lines · 529 tokens per session scan A 6e3631a28581
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.
TableRAG AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| TableRAG AGENTS.mdBitDG/TableRAG | Instructions file | 1 | 2mo ago | Apache-2.0 | A | 529 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |