Token Efficient Python Packages

jcodemunch-mcp

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

jdocmunch-mcp

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

aif-skillforge

SkillForge — quality layer for Agent Skills. Lint, sign, test your SKILL.md files.

atlassian-skills

Token-efficient CLI for Atlassian Server/DC (Jira, Confluence, Bitbucket) — drop-in alternative to mcp-atlassian for LLM agents. Compact output, lossless XHTML<->Markdown round-trip, Claude Code + Codex + GitHub Copilot integration.

agentassay

Formal regression testing for non-deterministic AI agent workflows

ohh-my-excel

Persistent, incrementally-updated knowledge graph for Excel workbooks — safe, fast, token-efficient MCP server

glyph-py

Token-efficient serialization for AI agents

karn-lang

A programming language designed for AI agents. 76% fewer tokens than Python.

jmunch-core

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.