Tessera
БесплатноНе проверенProvides persistent codebase memory for Claude Code, enabling semantic understanding of the project structure and action history across sessions to reduce redun
Описание
Provides persistent codebase memory for Claude Code, enabling semantic understanding of the project structure and action history across sessions to reduce redundant file reads.
README
Persistent codebase memory for Claude Code — open source, no license gating.
Tessera gives Claude Code a semantic understanding of your project that persists across turns and sessions, eliminating redundant file re-reads and providing a structured action history.
How it works
tessera scan .— builds a SQLite graph of your codebase (files, symbols, imports)- Claude calls
graph_continueevery turn — routes to cached, scored file recommendations graph_register_editupdates the graph after edits, auto-checks plan checklists- Optional: run
tessera debate "task"for a Claude vs GPT multi-round planning debate
Installation
Claude Code plugin (recommended)
claude plugin marketplace add dr-code/tessera
claude plugin install tessera@tessera
This registers the MCP server (via uvx — no Python env needed) and auto-installs all skills (/build, /debate, /cleanup, /plan-review, /codex-review). Then in any project:
tessera scan . # builds graph, writes .mcp.json and CLAUDE.md
pip (manual / CI)
curl -fsSL https://raw.githubusercontent.com/dr-code/tessera/main/install.sh | bash
When the claude CLI is present the script uses the plugin marketplace (registers the MCP server via uvx and installs all skills). Without it, it falls back to pip install tessera and offers to copy the skills to ~/.claude/skills/.
Then in any project:
tessera scan . # builds graph, writes .mcp.json and CLAUDE.md
Manual alternatives
# Claude Code plugin (two steps)
claude plugin marketplace add dr-code/tessera
claude plugin install tessera@tessera
# pip only
pip install tessera # core — no API keys needed
pip install tessera[debate] # adds debate mode (requires ANTHROPIC_API_KEY + codex CLI)
pip install tessera[dashboard]
pip install tessera[all]
Quick start
cd my-project
tessera scan . # builds graph, writes .mcp.json and CLAUDE.md
tessera status # show graph stats
tessera dashboard # start dashboard at localhost:5050
MCP registration
After tessera scan ., your project will have a .mcp.json:
{
"mcpServers": {
"tessera": {
"command": "uvx",
"args": ["--from", "tessera", "tessera", "mcp"],
"env": { "TESSERA_PROJECT_ROOT": "/path/to/project" }
}
}
}
uvx fetches and caches tessera from PyPI on first run — no PATH entry needed. Claude Code picks this up automatically.
CLI reference
tessera scan [PATH] Build/rebuild the graph
tessera mcp Start MCP server (stdio)
tessera status [PATH] Show graph stats
tessera decisions [PATH] List locked decisions
tessera reset [PATH] Clear action graph
tessera plans [PROJECT [SUB]] List archived plans
tessera verify [PATH] Compliance: plan vs git diff
tessera handoff [PATH] Generate clipboard handoff summary
tessera debate "task" [flags] Run Claude vs GPT debate
tessera dashboard [PATH] Start dashboard at localhost:5050
Debate mode
Requires pip install tessera[debate] and the codex CLI.
Connecting to ChatGPT (no API key needed)
If you have a ChatGPT Plus or Pro subscription you can authenticate the codex CLI with it — no separate API key or billing setup required:
npm install -g @openai/codex # install once
codex auth login # opens browser — sign in with your ChatGPT account
That's it. tessera debate and all Claude Code skills (/debate, /build, /cleanup, etc.) will use your subscription automatically.
Connecting via API key (optional)
Set OPENAI_API_KEY if you prefer direct API billing rather than the subscription OAuth path.
tessera debate "Add JWT authentication" \
--project myapp \
--subtask auth-middleware \
--max-rounds 3
Feature flags
| Flag | Default | Effect |
|---|---|---|
TESSERA_ENABLE_DEBATE |
on | Enables tessera debate |
TESSERA_ENABLE_DASHBOARD |
on | Enables tessera dashboard |
TESSERA_ENABLE_COMPLIANCE |
on | Enables tessera verify |
Token savings target
| Metric | Target |
|---|---|
| Turn 2+ read reduction | ≥50% chars vs cold-start |
| 10-turn session reduction | ≥40% total chars |
| Cache hit rate (after turn 3) | ≥60% |
| Symbol excerpt savings | ≥70% vs full-file reads |
Claude Code in-session skills
Tessera ships five Claude Code slash commands that use the tessera graph for context and Codex CLI for GPT's perspective. The plugin marketplace install auto-installs them from the skills/ directory in this repo. For manual install, run ./install.sh or copy from skills/ to ~/.claude/skills/.
Requires: codex CLI (npm install -g @openai/codex) authenticated via codex auth login (ChatGPT subscription) or OPENAI_API_KEY.
| Skill | Usage | Description |
|---|---|---|
/debate |
/debate "REST vs GraphQL" |
Multi-round Claude vs GPT debate on architecture or design decisions |
/build |
/build "add JWT auth" |
Full build loop: GPT plans → debate → user approval → implement → GPT review |
/cleanup |
/cleanup src/ |
Bidirectional slop scanner — Claude + GPT independently analyze, then reconcile |
/plan-review |
/plan-review plan.md |
Send an implementation plan to GPT for structured review before coding |
/codex-review |
/codex-review HEAD~2 |
Independent GPT code review of staged changes, commits, or files |
All skills degrade gracefully when tessera MCP is not configured — they still run Claude+GPT collaboration, just without graph context.
License
MIT
Установка Tessera
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/dr-code/tesseraFAQ
Tessera MCP бесплатный?
Да, Tessera MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для Tessera?
Нет, Tessera работает без API-ключей и переменных окружения.
Tessera — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить Tessera в Claude Desktop, Claude Code или Cursor?
Открой Tessera на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
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