SuperBased Observer
Integrates with GitHub Copilot to capture token usage and cost data from coding sessions.
Captures token usage from Gemini CLI, Google Antigravity, and other Google AI tools for cost tracking.
Captures token usage from Hermes Agent coding sessions for cost tracking.
Captures token usage from ChatGPT and other OpenAI products for cost tracking.
Captures OpenTelemetry traces and spans from LLM applications for observability and cost attribution.
Captures token usage from Perplexity browser sessions for cost tracking.
Try it in one command
npx @superbased/observerNo install, no config, no network. It reads the session logs your coding agents already keep on disk, prints a 30-day cost table by tool and model, and deletes its temporary database on exit.
Related MCP server: samskriti-project
Why SuperBased
One local binary that tracks Claude Code token usage, Codex cost and Cursor spend side by side, and helps you control them.
Provider-exact cost, not estimates. An optional local proxy records the tokens your provider returned: net input, 5-minute vs 1-hour cache writes, reasoning tokens and long-context repricing. Log-only trackers have to estimate those.
Every coding agent in one place. 40 adapters normalize Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Cline, Aider, Kiro, Devin, OpenCode, Junie and more into one local database.
Local-first, no account. No telemetry and no sign-in. The watcher, dashboard, MCP server and CLI make no outbound calls on your behalf; everything lives in one SQLite file under
~/.observer/.Know the next bill before it lands. Prompt-cache tracking with expiry warnings, a low / typical / high cost band for your next message, and a 5-hour and weekly limit gauge for proxied sessions.
Guardrails on your own agents. The guard checks each agent action against built-in rules (destructive commands, secrets egress, MCP pinning, budgets) and your own. It starts in observe mode;
observer guard simulatereplays your history before you turn on enforcement.Your agents as terminals, from anywhere. Launch agent CLIs from the dashboard as real terminals, join a running session from a paired device over your Tailscale tailnet, and hand a session from one tool to another.
How it compares
SuperBased | ccusage | CodeBurn | Langfuse | Helicone | LiteLLM | |
Built for | Coding-agent cost & control | CC/Codex cost meter | Local CC spend + budget toolkit | LLM-app observability | LLM-app observability + gateway | AI gateway |
Coding tools covered | 40 adapters | Claude Code, Codex, + companion pkgs | 31-36 per their own docs | Instrument-per-app | Instrument-per-app | Anything routed through it |
Provider-reported (not estimated) tokens | ✓ via local proxy | Partial (from logs) | Partial (from logs) | ✓ (SDK) | ✓ (proxy) | ✓ (proxy) |
Cache 5-min vs 1-hour write split | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
Reasoning + long-context surcharge accounting | ✓ | Partial | Partial | Partial | Partial | Partial |
Runs 100% local, no cloud required | ✓ | ✓ | ✓ (opt-in team-sync preview) | Self-host a stack | Self-host or SaaS | Self-host |
Agent-queryable memory over your history (MCP) | ✓ | ✓ (usage MCP) | ✓ | ✓ (trace MCP) | ✗ | ✗ |
Cross-tool session handoff | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
License | Apache-2.0 | MIT | MIT | MIT (core) | Apache-2.0 | MIT |
Checked against each project's public repo (July 2026). Each of these tools is good at what it was built for; the full comparison covers more tools and when to pick which.
Install
Channel | Command |
npm |
|
PyPI |
|
VS Code |
|
Installer |
|
Every channel ships the same prebuilt, pure-Go binary for Linux (x64, arm64), macOS (Intel, Apple
Silicon) and Windows x64. The installer (Windows: install.ps1) also offers smaller editions
(minimal, developer, managed), checks each archive against SHA256SUMS and its Ed25519
signature, never runs sudo, and supports offline installs with --from-dir. Run
sh install.sh --help for every option.
Get started
observer start # proxy + watcher + dashboard; opens http://localhost:8081
observer scan # backfill history from the session logs already on diskRoute your agent through the proxy for provider-exact tokens. In the dashboard, open Compression, click your tool's status pill and choose Route through the observer proxy: it previews the exact config change and writes only when you confirm. One-off alternatives:
observer claude/observer codex, orANTHROPIC_BASE_URL=http://localhost:8820.Use your agent as normal. Sessions, cost and cache numbers appear within minutes.
Optional:
observer initalso registers the MCP server so your agents can query their own history (it adds tool schemas to every turn, so it stays opt-in).
observer doctor checks the install; observer status shows what has been captured.
What you get
Dashboard (
localhost:8081): Overview, Live, Sessions, Cost, Cache, Security, Settings and more, filterable by tool and project, and readable on a phone.Cost you can reconcile: per session, model, project and tool, with cache read/write splits and a session drill-down down to each API turn.
Cross-tool memory: an opt-in MCP server so an agent can ask what another agent already read, ran or broke in the same repo, plus
observer <tool> --continue-from <session>handoffs.Waste detection: stale re-reads, repeated commands and files several agents fight over.
Terminals: daemon-owned PTY terminals with multi-seat join, a live cost cockpit and native resume after a restart.
Your editor and shell: a VS Code extension (status bar, sidebar, dashboard tab), a one-line
observer statusline, and a CLI for everything (observer usage,cost,predict,tail).
Supported agents include Claude Code, Codex, Cursor, Copilot and Copilot CLI, Gemini CLI, Cline and Cline CLI, Antigravity, OpenCode, OpenClaw, Pi, Hermes, Kilo Code, Qwen Code, Kiro CLI, Kiro Crew, Crush, Kimi Code, Grok, Devin, Aider, Qoder, goose, droid, Open Interpreter, Command Code, Junie, Poolside, Zed, Mistral Code, Muse, Prime Agent, DeepSeek, zcode, Freebuff, Cowork and Grok Bot, plus ChatGPT, Claude, Gemini, Copilot and Perplexity on the web through an optional browser extension. Per-tool setup: superbased.app/docs/track.
Privacy
SuperBased sends no telemetry and needs no account. It stores paths, commands and short excerpts,
scrubs secrets before anything is written, and binds the proxy and dashboard to 127.0.0.1 by
default. The proxy forwards your own requests, unchanged, to the provider you already use. Remove
everything with observer uninstall --all --purge. Details: PRIVACY.md.
Documentation
Guides: dashboard, token and cost tracking, cache tracking, cost predictor, terminals, security guard, MCP server
Reference: CLI, configuration, measurement honesty
For organizations
Running coding agents across a whole engineering org? SuperBased also offers central visibility across developers, budgets and policy, and SSO sign-in. See SuperBased for organizations or write to contact@superbased.app.
Community
Questions go to Discussions, bugs and adapter requests to Issues, and security reports through SECURITY.md. Pull requests are welcome: see CONTRIBUTING.md (building needs Go 1.26+, no CGO). If SuperBased saves you a surprise bill, a star helps others find it.
License
This server cannot be deployed
Maintenance
Related MCP Connectors
StremAI MCP: shared memory for AI coding agents. Connected agents can recall. OAuth + local stdio.
- memnodeOAuthdev.memnode
Persistent, inspectable memory for AI agents with lineage, correction, and a hosted MCP endpoint.
Cross-tool persistent memory and context for AI assistants over MCP.
Shared memory and mail for your AI agents. Verified with Claude Code; other MCP clients in testing.
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