
Sippion
io.github.Sitten-TokyoPublished by GitHub account Sitten-Tokyov0.1.0Updated Oct 24, 2026
Local read-only repository context retrieval for AI coding agents.
Overview
A local, read-only MCP server whose single tool returns small, relevant repository excerpts so AI coding agents use fewer tokens.
- What you can do
- Retrieve focused repository context: the single repo_context tool takes a query and returns a few bounded source excerpts instead of broad file reads, using lexical, structural and semantic retrieval that stays local and read-only.
- When to use it
- Worth adding when an AI coding agent tends to open large parts of a repository and burn through API tokens or subscription usage allowances, and you want it to read only the files it actually needs.
- Requirements
- Runs as a local process on the user's machine (desktop only), installed from platform-specific MCPB packages or the project's bootstrap script; then run sippion setup and restart the AI client. No authentication, environment variables or headers are declared, and no network access is needed while serving context.
Installation
In SourceWeft
- Open Sippion in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
Sippion
[Release] [CI] [MCP Registry] [License] [Rust]
English | 日本語
Use less AI context. Make API tokens — and subscription usage allowances — last longer.
Sippion is a local, read-only MCP server that helps AI coding agents consume fewer tokens. Instead of letting an agent open large parts of a repository, Sippion's single tool, repo_context, returns a small set of relevant, bounded source excerpts first.
This reduces unnecessary context per task. It can lower usage for API-based workflows, but that is not the only benefit: Sippion can also help subscription-based AI coding plans last longer by reducing how much context the agent needs to consume.
How it works
Example:
Sippion uses bounded lexical, structural, and semantic retrieval while staying local and read-only.
Install
macOS / Linux
Windows PowerShell
Then restart your AI client. sippion setup registers Sippion for Codex, Claude Code, Antigravity, and OpenCode.
Useful commands:
Why Sippion
- Fewer tokens: gives the agent focused repository context instead of broad file reads.
- Useful beyond API billing: can help subscription usage allowances last longer too.
- Local and private: no network access while serving repository context.
- Read-only: never modifies the repository or executes repository code.
- No persistent index: retrieval state stays in RAM.
- Small surface area: one MCP tool,
repo_context.
Sippion is a repository-context tool, not a compiler or language server. Structural parsing currently covers Rust, Python, JavaScript/TypeScript, Go, Java, C#, C, and C++.
Safety
Sippion does not run repository code, build scripts, compilers, LSP servers, or shell commands during retrieval. Repository text is treated as untrusted data, and high-confidence secrets are redacted before model output.
See Security and trust boundary for details.
Documentation
- Client setup
- Architecture
- Security and trust boundary
- Efficiency layer
- Quality and validation
- Contributing
Credits
The compact efficiency behavior is inspired by Ponytail and i-have-adhd. License notes are in Third-party notices.
Source: README.md at commit 2d33808
Tools
0Version history
1- v0.1.0LatestSep 16, 2026
Score
40% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts
Declare a license in the repository or the registry entry.