Data / Repositories / Token optimization / Python
Python Token optimization repositories on GitHub: 5 ranked by stars
5 public Python repositories tagged Token optimization are on GitHub, with 80,119 stars between them; 4 had a push in the last 30 days. The most starred: headroomlabs-ai/headroom (75,347), jgravelle/jcodemunch-mcp (2,769), Paritok-official/paritok-4b-v1 (1,459).
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Every repository, most starred first
| Repository | What it is | Stars | Forks | License | Last push | Read |
|---|---|---|---|---|---|---|
| headroomlabs-ai/headroom | Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP… | 75,347 | 5,847 | Apache-2.0 | Oct 13 | Oct 14 |
| jgravelle/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… | 2,769 | 375 | Oct 14 | Oct 14 | |
| Paritok-official/paritok-4b-v1 | Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context… | 1,459 | 140 | Apache-2.0 | Oct 6 | Oct 14 |
| elusznik/mcp-server-code-execution-mode | An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP… | 340 | 33 | GPL-3.0 | Dec 5, 2025 | Oct 14 |
| jgravelle/jdocmunch-mcp | The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing | 204 | 48 | Oct 14 | Oct 14 |
Other languages
Related topics
- Claude Code 8
- MCP 7
- Developer tools 6
- LLM 6
- AI coding 5
- Cursor 5
- Claude 5
- Model Context Protocol 5
- Anthropic 4
- Gemini CLI 4
- MCP server 4
- Agentic coding 3
Every Token optimization repository
Read from GitHub by SpecStream between October 14, 2026 and October 14, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.