code-context-engine MCP Server
elara-labs/code-context-engine
[](https://agentrank-ai.com/tool/elara-labs--code-context-engine/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Save 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Codex, Copilot, Cursor, Gemini CLI. Local MCP server, free, open source.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
elara-labs/code-context-engine is a Python MCP server licensed under MIT. Save 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Codex, Copilot, Cursor, Gemini CLI. Local MCP server, free, open source. Topics: claude-code, code-indexing, llm-tools, cursor, mcp-server, ai-coding, claude, open-source, save-tokens, token-savings, codex, copilot, gemini-cli, github-copilot, multi-agent, openai-codex.
Ranked #4553 out of 24846 indexed tools.
Has 13 contributors.
Ecosystem
Score Breakdown
430 stars → growing community
Last commit 2mo ago → moderate activity
41/62 issues closed → decent issue management
13 contributors → active community
No dependents → no downstream usage
174 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
<p align="center"> </p> <h1 align="center">Code Context Engine</h1> <p align="center"> <strong>Index your codebase. AI searches instead of re-reading files.<br>94% token savings, reproducibly benchmarked.</strong> </p> <p align="center"> <a href="https://elara-labs.github.io/code-context-engine/">Website</a> · <a href="https://elara-labs.github.io/code-context-engine/guide/">Docs</a> · <a href="https://elara-labs.github.io/code-context-engine/guide/why-cce/">Why CCE?</a> · <a href="https://elara-labs.github.io/code-context-engine/blog/benchmark-fastapi.html">Benchmark</a> · <a href="https://github.com/elara-labs/code-context-engine">GitHub</a> </p> <br> <p align="center"> <a href="https://pypi.org/project/code-context-engine/"></a> <a href="https://pepy.tech/project/code-context-engine"></a> <a href="https://github.com/elara-labs/code-context-engine/actions/workflows/ci.yml"></a> <a href="https://registry.modelcontextprotocol.io/?q=code-context-engine"></a> <a hreRead full README on GitHub →
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