Borrowing it
Nothing to install: this file belongs to Ka1y0/Tool_MCP_LMStudio. 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/Ka1y0/Tool_MCP_LMStudio/main/AGENTS.mdgit clone --depth 1 https://github.com/Ka1y0/Tool_MCP_LMStudioWrote 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/ka1y0/tool_mcp_lmstudio/agents-md)<a href="https://agentmods.dev/instructions/ka1y0/tool_mcp_lmstudio/agents-md"><img src="https://agentmods.dev/badge/instructions/ka1y0/tool_mcp_lmstudio/agents-md.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 | $0.01218 | $0.01218 |
| Opus 5 | $0.00609 | $0.00609 |
| Sonnet 5 | $0.00244 | $0.00244 |
| Haiku 4.5 | $0.00122 | $0.00122 |
Grade A, and why
Tool_MCP_LMStudio 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 6d 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 — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Mission
Maintain lmstudio-mcp as a production-quality, local-only MCP stdio server. It diagnoses and exercises LM Studio without cloud fallback, telemetry, implicit downloads, or broad machine mutations.
Architecture
src/index.ts: stdio entrypoint; stdout is reserved for MCP protocol frames.src/server.ts: constructs the MCP server and registers tools.src/config.ts: environment parsing and mandatory loopback restriction.src/lmstudio/api.ts: abortable native/OpenAI-compatible HTTP client and response parsing.src/lmstudio/cli.ts:spawn-basedlmswrapper using argument arrays.src/lmstudio/diagnostics.ts: health, model, endpoint, and MCP config checks.src/lmstudio/benchmark.ts: small streaming benchmarks.src/lmstudio/logs.ts: bounded log process lifecycle and redaction.src/lmstudio/toolCalling.ts: deterministic real tool-call parsing, validation, execution, delivery, and continuation checks.src/lmstudio/streamingToolCalling.ts: streamed tool-call delta assembly, progress, cancellation, and continuation verification.src/lmstudio/capabilitySnapshot.ts: canonical, hashed, secret-free capability snapshots.src/lmstudio/structuredOutput.ts: endpoint-mode detection, fenced/raw JSON parsing, and Ajv JSON Schema validation.src/lmstudio/capabilityEvidence.ts: process-local verified evidence; never persist capability claims as facts.src/lmstudio/capabilities.ts: strict DECLARED/DETECTED/VERIFIED synthesis.src/lmstudio/securityAudit.ts: read-only local security inspection.src/toolDocumentation.ts: operational metadata merged into the generated LLM tool reference.src/toolReference.ts: introspects the real MCP registry and buildsdocs/mcp-tools.json.llms.txtanddocs/LLM_USAGE.md: LLM routing index and canonical agent operating manual.src/tools/: Zod schemas and MCP registrations grouped by responsibility.tests/unit: isolated security and validation tests.tests/integration: live LM Studio tests that skip when unavailable.tests/mcp: official MCP SDK stdio initialize/list/call smoke test.scripts/run-node-tool.sh: portable system-Node launcher with a Codex bundled-runtime fallback.
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.
- 6d ago First seen · 91 lines · 1,218 tokens per session scan A 442dae2f5903
Tool_MCP_LMStudio AGENTS.md is an instructions file published in the GitHub repository Ka1y0/Tool_MCP_LMStudio (0 stars, last pushed 14d ago), licensed MIT. It adds 1,218 tokens to every session, about $0.0061 per session on Opus 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.
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