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mcp-server

headroom: Reduce Tokens

Get fewer tokens with same answers for startup founders, powered by headroom with 58k+ GitHub stars
58,276 stars4,302 forksPythonQuality 8/10Updated 7/10/2026100% free ยท open source
What it does

Headroom reduces the number of tokens required to get the same answers from a large language model by compressing tool outputs, logs, files, and RAG chunks

Install / run
pip install headroom
When to use it
  • โ€ขWhen you need to minimize token usage for cost savings or optimization
  • โ€ขWhen your LLM workflows involve large amounts of data or logs
  • โ€ขWhen you want to improve the efficiency of your language model-powered applications
Quick start
  1. 1Run the headroom server with the command `headroom-server`
  2. 2Configure your LLM workflow to use the headroom proxy by setting the `HEADROOM_URL` environment variable
  3. 3Use the `headroom.compress` function to compress tool outputs, logs, files, and RAG chunks before passing them to the LLM
  4. 4Verify the compression ratio and token savings using the `headroom.metrics` module
  5. 5Integrate headroom with your MCP server using the provided API and configuration examples
Ready-to-paste prompt
curl -X POST -H 'Content-Type: application/json' -d '["echo", "Hello World"]' http://localhost:8080/compress
Heads up: Make sure to set the `HEADROOM_URL` environment variable to the correct URL of the headroom server, otherwise the compression will not work
Saves to your device

Topics

agent
ai
anthropic
claude-code
compression
context-engineering
context-window
cursor
fastapi
langchain
llm
mcp
openai
prompt-engineering
proxy
python
rag
token-optimization
tokens
typescript
What's inside โ€” free to inspect
No purchase needed

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42
top-level files
20
folders
59.6M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
.release-please-config.json
README.md
File tree
.claude-plugin/
.codegraph/
.devcontainer/
.github/
.serena/
benchmarks/
crates/
docker/
docs/
e2e/
examples/
headroom/
plugins/
REALIGNMENT/
sbom/
scripts/
sdk/
sql/
tests/
wiki/
.actrc
.actrc.local.example
.changelog.md
.commitlintrc.json
Quick Actions
Details
Creator
headroomlabs-ai
Language
Python
Category
mcp-server
Published
1/7/2026

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