The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Ctxo
MCP server for AI coding agents. Instead of reading files one by one, your agent gets dependency graphs, git intent, blast radius, and change health in a single call. Works…
Install
npm install -g @ctxo/cliInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →npm install -g @ctxo/cli # one-time global install (gives you the `ctxo` command)
ctxo init
ctxo index
Detects your languages, installs the right plugins, wires Ctxo into your AI client, installs git hooks, and builds the first index one command.
The Problem: agents code blind
Drop a modern coding agent into a real repo. It ripgreps a symbol, gets 47 hits, reads five files to find the definition, five more for callers misses the subclass entirely (inheritance doesn't show up in text search), never checks git history (and confidently reintroduces a bug that was reverted three weeks ago), then runs out of context and starts hallucinating.
It's not a skill gap. It's a sensory gap. The agent is navigating your codebase with its eyes closed and a phone book.
The Solution: proactive, not reactive
The core shift: your agent stops reacting to files it stumbles into and starts planning from a complete map. Blast radius before the edit. Git intent before the bug fix. Importer list before the rename.
Ctxo indexes your repo once kept fresh by file watchers and git hooks into a deterministic graph: every symbol, every edge (imports, calls, extends, implements), every relevant git commit with intent classified, every anti-pattern. All exposed through 14 semantic MCP tools.
One get_blast_radius call replaces an entire ripgrep/read spiral. One get_pr_impact replaces a full review session of "wait, what calls this?"
The agent still writes the code. It just stops writing it blind so the bug never has to be caught by the compiler, the tests, CI, or a user.
Codebase Dashboard
Full-stack analytics UI with eight views: File Tree, Heatmap, Co-Changes, Timeline, Architecture, MCP Explorer, and Diff. Deployed to GitHub Pages on every push.
Dependency Graph
ctxo visualize generates a self-contained HTML from your .ctxo/ index. Interactive force-directed graph with PageRank sizing, layer coloring, blast radius on click, and dark/light theme.
Safe-Edit Guard
AI agents don't fail because they can't code. They fail because they code blind. Ctxo gives them the full picture before they write a single line.
The problem: an agent opens a file, makes a targeted edit, and walks away. It never checked what else depends on that symbol. Downstream callers silently break. Tests pass because the agent only ran the ones in the same file.
The safe-edit guard closes this loop deterministically. When you run ctxo init, it:
- Registers a PreToolUse hook in
.claude/settings.json(Claude Code) that intercepts every Edit call. - Installs three model-invoked skills (
ctxo-understand,ctxo-safe-edit,ctxo-review-pr) so the agent knows when to check blast radius, history, and PR risk.
If an agent tries to edit a high-impact symbol without first calling get_blast_radius, the hook blocks the edit and tells the agent what to check. Once the agent runs the tool, the edit goes through normally. Fires once per symbol per session, fail-open on any uncertainty.
Tune it:
# Preview which symbols the guard would flag at current sensitivity
ctxo gate --preview
# Check blast radius for a specific symbol (pipe to jq, CI scripts, etc.)
ctxo blast-radius "src/core/graph.ts::buildGraph::function" --json
Similar plugs
Reverse engineer anything with agents, from app behavior down to native binaries.
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype…
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io