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KemingHe

Python Dependency Manager Companion

by KemingHe
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Python
Remote

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
search_py_dep_man_docsB

Find comprehensive answers from latest official Python dependency manager documentation.

šŸŽÆ CORE VALUE: Access to authoritative, up-to-date official docs that general knowledge can't provide.

āš” EXECUTION STRATEGY (85%+ first-call success):

  • MANDATORY: Multi-call progress report format:

    ### šŸ“Š [Topic] Research - Progress Report [X]

- āœ… **Gathered**: [key findings]
- šŸ”„ **Next**: [specific gap]
- šŸŽÆ **Goal**: [deliverable]

  • WHY: Users lose confidence without progress visibility; structured updates prevent confusion

  • WHEN: Use progress report format for ANY multi-step research (migration guides, comparisons, complex tutorials)

  • ENFORCEMENT: Show progress header AFTER EVERY INDIVIDUAL TOOL CALL, not just at final response (why: continuous user confidence)

  • TIMING: Tool call 1 ā†’ Progress Report 1 ā†’ Tool call 2 ā†’ Progress Report 2 ā†’ etc. ā†’ Final Answer (why: step-by-step transparency)

  • PATTERNS: Start with proven query patterns below for maximum hit rate

šŸŽÆ PROVEN QUERY PATTERNS (use these exact phrases for maximum results):

  • Learning: "project setup tutorial", "workflow guide", "dependency management guide" (why: comprehensive coverage)

  • Commands: "command reference", "syntax comparison", "installation commands" (why: precise syntax)

  • Comparing: "tool A vs tool B", "migration guide", "feature comparison" (why: structured analysis)

  • Troubleshooting: "troubleshooting guide", "common errors", "best practices" (why: solution-focused)

šŸ§  RESPONSE OPTIMIZATION RULES:

  • Specific question ā†’ focused query + top_n 3-5 + bullet format + show progress (why: targeted precision)

  • Broad/ambiguous ā†’ comprehensive query + top_n 7-10 + ranked list + track gaps (why: exploration needed)

  • Tool comparison ā†’ "X vs Y" + no filter + top_n 7-10 + scoring table + cite sources (why: comprehensive coverage)

  • Command help ā†’ expand terms + top_n 5-7 + code examples + update progress (why: actionable guidance)

šŸ“š CITATION REQUIREMENTS (builds user confidence):

  • MANDATORY: Cite for commands, claims, comparisons, best practices, migration steps, troubleshooting advice (why: user confidence)

  • DENSITY: 1 citation per major section, 2-3 for complex guides/tutorials (why: consistent coverage)

  • FORMAT: "According to the official X guide" or "Command reference shows" (why: developer-friendly)

  • PLACEMENT: Immediately after stating command syntax, making performance claims, or giving advice (why: contextual validation)

  • PROGRESS INTEGRATION: Include citations naturally within progress updates to show source validation (why: transparency)

šŸšØ CRITICAL: Ground ALL responses in search results with citations (why: this tool's unique value over general knowledge).

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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TDQS

B3.3/5.0

Scored across 1 tool

Disambiguation5/5

With only one tool, there is no possibility of confusion or overlap between tools. The tool has a single, clearly defined purpose: searching Python dependency manager documentation. No other tools exist to cause ambiguity.

Naming Consistency5/5

The single tool name 'search_py_dep_man_docs' follows a clear verb_noun pattern (search + py_dep_man_docs). Since there is only one tool, consistency is inherently perfect with no deviations or mixed conventions to evaluate.

Tool Count2/5

One tool is too few for a server named 'Python Dependency Manager Companion,' which suggests a broader scope like managing dependencies, not just searching docs. A single search tool feels thin and incomplete for the implied domain, lacking operations like installing, updating, or listing dependencies.

Completeness2/5

The tool surface is severely incomplete for the server's purpose. While the search tool is well-described, there are significant gaps: no tools for actual dependency management tasks (e.g., install, update, remove, list dependencies), version checking, or environment management. This will cause agent failures when trying to perform core dependency management workflows.

Maintenance

ActivityInactive
ResponsivenessNo issues

Resources