context-distill
context-distill is an MCP server, listed under model apis. It reaches openai. Its repository has 0 GitHub stars; we last read it on 2026-10-22.
Distills verbose command output and retrieves compact code context before sending it to a paid LLM. Supports Ollama and any OpenAI-compatible provider through three operations: distill_batch, distill_watch, and search_code, available as a Skill, standalone CLI, or MCP server.
Install
Read from context-distill’s own README, close to verbatim -- not written by us, and not guessed.
context-distill --config-ui
What it reaches, and what it needs
What it connects to
Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
Go tool that distills verbose command output and retrieves compact code context before it reaches a paid LLM. Three operations — distill_batch, distill_watch, search_code — available as a Skill (zero-config), standalone CLI, or MCP server. Supports Ollama and any OpenAI-compatible provider.
context-distill compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| context-distill (this page) | openai | None listed | 0 | 2026-07-26 | — |
| paperbanana | atlascloud, google, openai(1 shared) | ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY | 2,412 | 2026-09-17 | MIT |
| ms-365-mcp-server | ms365, openai(1 shared) | MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY | 1,068 | 2026-10-23 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(1 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| mcp-ragdocs | openai, qdrant(1 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 265 | 2025-07-18 | MIT |
Ranked by services in common with context-distill, then by stars. Figures are from each repository when we last read it.
Common questions about context-distill
- What does context-distill do?
- Distills verbose command output and retrieves compact code context before sending it to a paid LLM. Supports Ollama and any OpenAI-compatible provider through three operations: distill_batch, distill_watch, and search_code, available as a Skill, standalone CLI, or MCP server.
- How do I install context-distill?
- Its own README gives this command: context-distill --config-ui. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does context-distill connect to, and what does it need?
- It reaches openai.
- Is context-distill official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 0 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-07-26.
- What licence does context-distill use?
- The repository metadata we read does not state a licence, so check the repository before you rely on it.
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