# ATR: Automation for Token Reduction (pypi · atr-mcp) MCP proxy that hides tool lists and shrinks tool results so your AI uses fewer tokens. - Trust score: 71/100 (medium) - Change this week: +3 - Registry status: active - Liveness: live - Owner verified: no - Last scored: 2026-11-05 ## Components - pypi · `atr-mcp`: 71/100 (this document), [markdown](https://verifymcp.io/servers/jacobbhatt12-atr/atr-mcp.md), [page](https://verifymcp.io/servers/jacobbhatt12-atr/atr-mcp) ## Channel facts - Registry: `pypi` - Package: `atr-mcp` - Version: `1.0.0` - Transport: `stdio` ## Trust breakdown How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog) Scored 2026-11-05. - **Supply Chain Security**: 100/100 - No malware found by supply-chain analysis. - No known CVEs affecting this package version or its production dependencies. - Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. - No production dependencies, so there is no dependency health to assess. - **Provenance & Transparency**: 45/100 - Source repository is publicly reachable at the declared URL. - Provenance check failed: no build-provenance attestation is published. - Clear OSI-approved license (MIT). - Actively maintained (last published 7 days ago). - Disclosure check failed: no security disclosure policy was found in the source repository. - **Schema Quality & AI Usability**: 63/100 - AI-judged instruction clarity (good). - Tool/resource definitions use about 1037 tokens (~103/item across 10 items; 10 tools + 0 resources), lean. - Usage-examples check failed: none of the tools include examples. - **Stability & Change Management**: 27/100 - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses. - **Tool Coverage**: 85/100 - 100% of tools have a non-trivial description (not blank, and not just the tool's name). - 54% of tool parameters carry a description. - **Tool Safety**: 100/100 - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured. - We read all 10 captured tool definition(s), and no name or description among them implies an irreversible operation. - An AI judge read all 11 captured unit(s) of tool text and found none that tries to manipulate the model reading it. - **Capabilities**: 100/100 - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28. ## Install ### How do I install the ATR: Automation for Token Reduction MCP server? ATR: Automation for Token Reduction runs locally as a PyPI package, launched with uvx atr-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation. ### Claude ```bash claude mcp add jacobbhatt12-atr -- uvx atr-mcp ``` ### Cursor ```json { "mcpServers": { "jacobbhatt12-atr": { "command": "uvx", "args": [ "atr-mcp" ] } } } ``` ### VS Code ```json { "servers": { "jacobbhatt12-atr": { "command": "uvx", "args": [ "atr-mcp" ] } } } ``` ### Codex ```bash codex mcp add jacobbhatt12-atr -- uvx atr-mcp ``` ### opencode ```json { "$schema": "https://opencode.ai/config.json", "mcp": { "jacobbhatt12-atr": { "type": "local", "command": [ "uvx", "atr-mcp" ], "enabled": true } } } ``` ### OpenClaw ```bash openclaw mcp add jacobbhatt12-atr --command uvx --arg atr-mcp ``` ### Hermes ```yaml mcp_servers: jacobbhatt12-atr: command: "uvx" args: ["atr-mcp"] ``` ### Netclaw ```json { "McpServers": { "jacobbhatt12-atr": { "Transport": "stdio", "Command": "uvx", "Arguments": [ "atr-mcp" ] } } } ``` ### Vellum ```bash assistant mcp add jacobbhatt12-atr -t stdio -c uvx -a atr-mcp ``` ### Other ```json { "mcpServers": { "jacobbhatt12-atr": { "command": "uvx", "args": [ "atr-mcp" ] } } } ``` ## Changelog Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims. ### 2026-11-05 (score 71, +1) No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes. ### 2026-11-02 (score 70, +1) No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes. ### 2026-10-31 (score 69, +1) No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes. ### 2026-10-29 (score 68, +1) No change was recorded against any check on this day. Stability & Change Management went from 0 to 3. That category is still filling its 30-day observation window: 0 days of observed history at the previous scan, 1 at this one. The score rises as the window fills, whether or not the server changes. ### 2026-10-28 (score 67) First indexed and scored. ## MCP tools (10) ### `atr_find_tools` (~69 tokens) Find tools on the connected servers for a task. Returns compact signatures (* = required). Input parameters: - `detail` (boolean): Also return the parameter schemas. - `k` (integer): How many tools (default 5). - `query` (string, required): What you want to do, in a few words. ### `atr_read` (~61 tokens) Run a read-only tool ([r] in atr_find_tools). Result is compressed; big ones are stashed. Input parameters: - `arguments` (object) - `budget` (integer): Max tokens for the result (default from config). - `tool` (string, required) ### `atr_call` (~56 tokens) Run a tool that changes something ([w] in atr_find_tools). Result is compressed. Input parameters: - `arguments` (object) - `budget` (integer): Max tokens for the result (default from config). - `tool` (string, required) ### `atr_query` (~124 tokens) Read part of a stashed result by ref. Data: path/where/fields/group_by. Text: search (regex). Input parameters: - `fields` (array) - `group_by` (string) - `limit` (integer) - `offset` (integer) - `path` (string): Dotted path, e.g. data.items or items.*.user - `ref` (string, required) - `search` (string) - `where` (array): Filters: key=v, key!=v, key>n, key