Code Generation

Shared session bus for Claude, Codex, Copilot, Cursor, Gemini, AGY, Grok, and OpenCode.

Calibrated advice for coding agents: typed questions in, probabilities out. Apple Silicon.

Ask a codebase a question, get back the source that answers it — every block cited to file:line.

Local-first codebase intelligence for coding agents: indexes code and Git history into SQLite.

Snap decisions for coding agents: local or hosted classify/check/score/rank via MCP.

Local MCP server for architectural decisions, traceability, and non-authoritative proposals.

Operate Codex projects and tasks from a Chief of Staff with scoped access and durable receipts.

No description declared by any source.

93 agentic MCP tools + 49 specialist agents for every major AI CLI. Self-learning, no API keys.

Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.

Which Python library APIs changed after your model's training cutoff (static diff, no model calls)

Context intelligence for AI coding agents: navigation, impact, memory, guarded edits.

Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents.

Personalize AI coding assistants by analyzing local conversation history. Runs on your machine.

Serves coding agents one canonical doc per query instead of rereading the repo — ~60% fewer tokens.

Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

Wraps the taskswarm CLI as a single generic MCP tool for multi-agent task coordination.

Zero-LLM structural code retrieval for AI coding agents, served over MCP.

[](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) - Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook…

Rust reimplementation of WCGW for coding agents: shell execution and file management.