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EtienneChollet/ontomics

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.

AI dev
Updated
2026-04-17
Lists
1 list mention
First commit
2026-03-27
History
7 history points
License
MIT
Issues
0 open
Forks
8
Commits
210 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
AdsMCP/tiktok-ads-mcp-server

TikTok Ads MCP Server – Model Context Protocol Server for TikTok Ads Marketing API Integration

Updated
2026-06-21
Lists
1 list mention
First commit
2025-09-16
History
7 history points
License
MIT
Issues
2 open
Forks
15
Commits
7 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history
CSCSoftware/AiDex

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

AI dev
Updated
2026-07-12
Lists
1 list mention
First commit
2026-01-26
History
7 history points
License
MIT
Issues
3 open
Forks
10
Commits
148 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
api7/apisix-mcp

APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API.

Updated
2025-06-16
Lists
1 list mention
First commit
2025-03-27
History
7 history points
License
Apache-2.0
Issues
2 open
Forks
17
Commits
37 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
CodeLogicIncEngineering/codelogic-mcp-server

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

AI dev
Updated
2026-07-15
Lists
1 list mention
First commit
2025-04-02
History
7 history points
License
MPL-2.0
Issues
5 open
Forks
16
Commits
158 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
ammawla/encode-toolkit

MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments

AI dev
Updated
2026-06-21
Lists
1 list mention
First commit
2026-03-08
History
7 history points
License
AGPL-3.0
Issues
0 open
Forks
5
Commits
53 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
DollhouseMCP/mcp-server

A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.

Updated
2026-07-14
Lists
1 list mention
First commit
2025-07-01
History
7 history points
License
AGPL-3.0
Issues
865 open
Forks
15
Commits
2,648 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
arian-gogani/nobulex

Credit scores for AI agents. Every action builds a verifiable track record. The accountability primitive for AI agents.

Updated
2026-07-15
Lists
1 list mention
First commit
2026-02-06
History
7 history points
License
MIT
Issues
3 open
Forks
10
Commits
394 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
proompteng/bilig

Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, persist WorkPaper JSON, and expose MCP tools.

AI dev
Updated
2026-07-03
Lists
2 list mentions
First commit
2026-03-13
History
2 history points
License
MIT
Issues
0 open
Forks
21
Commits
5,853 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history
aywengo/kafka-schema-reg-mcp

A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.

AI dev
Updated
2026-06-24
Lists
1 list mention
First commit
2025-05-24
History
7 history points
License
MIT
Issues
20 open
Forks
9
Commits
300 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
arvindand/maven-tools-mcp

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation support.

AI dev
Updated
2026-07-13
Lists
1 list mention
First commit
2025-06-06
History
7 history points
License
MIT
Issues
0 open
Forks
7
Commits
238 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
hileamlakB/Python-Runtime-Interpreter-MCP-Server

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

Updated
2025-10-15
Lists
1 list mention
First commit
2025-06-26
History
5 history points
License
MIT
Issues
12 open
Forks
18
Commits
48 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history
AceDataCloud/SunoMCP

MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.

AI dev
Updated
2026-06-21
Lists
1 list mention
First commit
2026-01-21
History
7 history points
License
MIT
Issues
4 open
Forks
3
Commits
162 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history
Connectry-io/connectrylab-architect-cert-mcp

Free certification prep for the Claude Certified Architect exam. 390 questions. Spaced repetition. Zero sycophancy.

AI dev
Updated
2026-03-19
Lists
1 list mention
First commit
2026-03-16
History
7 history points
License
MIT
Issues
0 open
Forks
11
Commits
43 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
dkships/pm-copilot

MCP server that triangulates customer support tickets and feature requests to help PMs decide what to build next

AI dev
Updated
2026-07-13
Lists
1 list mention
First commit
2026-02-19
History
7 history points
License
MIT
Issues
2 open
Forks
9
Commits
52 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
drolosoft/immich-photo-manager

📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries

Updated
2026-07-15
Lists
1 list mention
First commit
2026-03-22
History
7 history points
License
MIT
Issues
0 open
Forks
6
Commits
125 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
Pyx-Corp/spectrawl

The unified web layer for AI agents. Search (8 engines), stealth browse, auth, and act on 24 platforms. One npm install, self-hosted.

Updated
2026-03-14
Lists
1 list mention
First commit
2026-03-09
History
7 history points
License
MIT
Issues
9 open
Forks
6
Commits
53 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history
dorukardahan/domain-search-mcp

Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, premium/auction detection via GoDaddy, AI suggestions, RDAP/WHOIS fallback. Stdio + HTTP.

AI dev
Updated
2026-07-10
Lists
1 list mention
First commit
2025-12-26
History
7 history points
License
MIT
Issues
5 open
Forks
7
Commits
133 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
arthurpanhku/DragonMCP

DragonMCP is a Model Context Protocol (MCP) server designed for AI Agents to interact with local life services in Greater China (Mainland China, HKSAR) and Asia. DragonMCP 是一个专为 AI Agent 设计的 Model Context Protocol (MCP) 服务器,旨在提供中国内地、中国香港及亚洲地区的本地生活服务接口。

Updated
2026-03-31
Lists
1 list mention
First commit
2026-03-08
History
7 history points
License
MIT
Issues
2 open
Forks
4
Commits
25 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
leonardsellem/readwise-vector-db

Turn your Readwise library into a blazing-fast, self-hosted semantic search engine – complete with nightly syncs, vector search API, Prometheus metrics, and a streaming MCP server for LLM clients.

AI dev
Updated
2025-07-28
Lists
0 list mentions
First commit
2025-06-23
History
46 history points
License
MIT
Issues
4 open
Forks
2
Commits
92 commits
Star growth, last 7 days
0 0.0%
Commit velocity, last 7 days
0 0.0%
Abhigyan-Shekhar/Waggle-mcp

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

AI dev
Updated
2026-06-30
Lists
2 list mentions
First commit
2026-04-12
History
7 history points
License
Apache-2.0
Issues
156 open
Forks
108
Commits
832 commits
Star growth, last 7 days
No 7-day history
Commit velocity, last 7 days
No 7-day history