ontomics

MCP ServerClaude CodeCodex Memory Low risk

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

从代码库中提取领域知识，将LLM令牌消耗减少20倍，智能体搜索时间减少10倍——收集概念、命名约定和词汇，并使其可通过MCP查询。

How to install

Claude Code git clone https://github.com/EtienneChollet/ontomics ~/.claude/skills/ontomics

About

ontomics ontomics gives any coding agent **instant knowledge** of your codebase. One tool call instead of 19. ~20x fewer tokens. https://github.com/user-attachments/assets/01afa8a0-1bc2-4686-94d7-965fef7610c3 Visualization for the voxelmorph project -- a library for unsupervised learning in image registration Benchmark Tested with Claude Sonnet — same question, with and without ontomics. "What does 'transform' mean in this codebase?" on voxelmorph (full transcript): | | With ontomics | Without | |----------------|---------------|------------| | Tool calls | 1 | 19 | | Tokens | ~3.7k | ~76k | |…

GitHub ↗

Recommendation signals

39 Tool quality · Based on stars, downloads, maintenance, security and docs

– User interest · Adjusted by in-site views, install copies and download clicks

39 Overall

0views

0unique visitors

0install copies

0download clicks

0outbound clicks

Links

GitHub ↗ Report issue ↗

Basic safety check

Findings: curated 收录但无 npm 包/安装命令
Sources: curated:punkpeye/awesome-mcp-servers
Topics: agentic-coding, ai-coding, claude-code, codex, coding-agents, domain-knowledge, mcp, mcp-server, model-context-protocol, rust, semantic-search, tree-sitter

Related plugins

DeepSeek Harness

Score98

hindsight

vectorize-io/hindsight/tree/main/hindsight-integrations/coding-agents

Hindsight, agent memory that learns: long-term project memory with auto recall and retain, knowledge pages, deep reflection, and per-repo memory banks.

☆ 27.7K ↓ 124.6K Memory ↗

MCP ServerClaude Code

Score91

firecrawl-mcp-server

firecrawl/firecrawl-mcp-server

🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

☆ 7.5K ↓ 126.7K Memory ↗

DeepSeek Harness

Score84

dsh-mnemon

omdsh-dev/dsh-mnemon

Cross-agent, local-first persistent memory plugin for DeepSeek Harness (DSH), powered by Mnemon. It shares long-term memory across Mnemon-enabled agents and adds runtime memory, searchable project documents, semantic recall, knowledge graph, and a Sidebar UI.

☆ 409 ↓ 36.1K Memory ↗

Claude Code

Score82

get-shit-done

gsd-build/get-shit-done

A light-weight and powerful meta-prompting, context engineering and spec-driven development system for Claude Code by TÂCHES.

☆ 64.5K ↓ 48.4K Memory ↗