From 0b9eb420c7fa799ff5804805631ce58aae73efe8 Mon Sep 17 00:00:00 2001 From: Rafael Danieli Date: Fri, 17 Apr 2026 23:07:28 -0300 Subject: [PATCH 1/4] =?UTF-8?q?Add=20Tentra=20=E2=80=94=20persistent=20mem?= =?UTF-8?q?ory=20for=20AI=20coding=20agents?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 3b79332b..57e48b50 100644 --- a/README.md +++ b/README.md @@ -465,6 +465,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal - [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat - [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. +- [rdanieli/tentra](https://github.com/rdanieli/archbuilder) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 32 MCP tools: 9 architecture + 4 code-graph write + 10 code-graph read + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. - [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. - [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. - [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans. From 08848e7c3481ab337c593e1f524dc08e9647d2db Mon Sep 17 00:00:00 2001 From: Rafael Danieli Date: Sat, 18 Apr 2026 09:47:55 -0300 Subject: [PATCH 2/4] update Tentra link to public source repo rdanieli/tentra-mcp --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 57e48b50..bcb9166a 100644 --- a/README.md +++ b/README.md @@ -465,7 +465,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal - [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat - [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. -- [rdanieli/tentra](https://github.com/rdanieli/archbuilder) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 32 MCP tools: 9 architecture + 4 code-graph write + 10 code-graph read + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. +- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 32 MCP tools: 9 architecture + 4 code-graph write + 10 code-graph read + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. - [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. - [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. - [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans. From 9eb5a7e42d5d8e83286866dcdb87608dce9f0033 Mon Sep 17 00:00:00 2001 From: Rafael Danieli Date: Sun, 19 Apr 2026 09:30:16 -0300 Subject: [PATCH 3/4] add Glama score badge + bump to 33 tools (find_references) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index bcb9166a..3d36ad0f 100644 --- a/README.md +++ b/README.md @@ -465,7 +465,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal - [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat - [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. -- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 32 MCP tools: 9 architecture + 4 code-graph write + 10 code-graph read + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. +- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 33 MCP tools: 9 architecture + 4 code-graph write + 11 code-graph read (including find_references for safe refactors) + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. - [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. - [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. - [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans. From 5ba4a5acc60c6938fd2f6f801dbf339c6cc6856e Mon Sep 17 00:00:00 2001 From: Rafael Danieli Date: Mon, 20 Apr 2026 18:56:52 -0300 Subject: [PATCH 4/4] move tentra-mcp to Architecture & Design + v3 positioning Relocate entry from Coding Agents to Architecture & Design to reflect Tentra's primary positioning as an AI-native architecture platform (diagram generation + 14-framework code export + drift detection). Code-graph layer remains as a secondary feature. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3d36ad0f..bef91323 100644 --- a/README.md +++ b/README.md @@ -256,6 +256,7 @@ Design and visualize software architecture, system diagrams, and technical docum - [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key. - [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki. - [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server` +- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf. ### Biology, Medicine and Bioinformatics - [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/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. @@ -465,7 +466,6 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal - [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat - [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. -- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents. Indexes your repo into a queryable graph of files, symbols, imports, and call edges. Measured 99.4% token reduction on read-path queries (156.8× ratio) on our own monorepo. Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 33 MCP tools: 9 architecture + 4 code-graph write + 11 code-graph read (including find_references for safe refactors) + 9 enrichment (contracts, decisions, ownership, domains). Also generates AI architecture diagrams with 14-framework code export. Works in Cursor, Claude Code, Codex, Windsurf. - [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. - [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. - [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.