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code-context-engine MCP Server

elara-labs/code-context-engine

Score: 67.6 Rank #4553 Agent Framework
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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.

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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

Python MIT 174 pypi/wk
claude-codecode-indexingllm-toolscursormcp-serverai-codingclaudeopen-sourcesave-tokenstoken-savingscodexcopilotgemini-cligithub-copilotmulti-agentopenai-codex

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 430

430 stars → growing community

Freshness 25% 2mo ago

Last commit 2mo ago → moderate activity

Issue Health 25% 66%

41/62 issues closed → decent issue management

Contributors 10% 13

13 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 174/wk

174 weekly installs → early adoption

Forks 66
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 79 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for elara-labs/code-context-engine
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Matched Queries

"mcp server""mcp-server"topic:mcp-server

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 hre
Read full README on GitHub →

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