Observer MCP server
Commit Nov 9, 2026Tracks per-session and per-model costs for AI coding agents using provider-exact token counts and provides a local dashboard for usage monitoring.
Also known as superbasedapp/observer
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What is Observer MCP?
Observer tracks per-session and per-model costs for AI coding agents using provider-exact token counts and provides a local dashboard for usage monitoring.
Summary generated from the project's README
About Observer MCP server
Monitoring the financial impact of AI coding agents is what observer enables for developers using tools like Claude Code, Cursor, and Codex. It provides a local dashboard to track per-session and per-model costs using exact token counts provided by your AI provider rather than mere estimates. By running a local proxy, the system captures precise data including reasoning tokens, long-context repricing, and cache write splits.
Users can manage their spending through a local-first setup that requires no account and keeps data in a local SQLite file. The tool supports over 50 adapters to normalize usage data from various agents like GitHub Copilot, Aider, and Devin. It also includes guardrails to check agent actions against budgets or security rules. Developers can access a web-based dashboard at localhost:8081 to view 30-day cost tables, monitor prompt-cache expiry, and manage terminal sessions directly.
What you can do with it
- 1Prevent budget overrunsYou can set up limits to ensure your coding agents do not exceed a specific weekly or five-hour budget.
- 2Audit agent security and rulesAn engineer can use the guardrail feature to check if an agent is attempting to run destructive commands or leak secrets.
- 3Share context between agentsYou can allow one AI agent to query the history of another agent to understand what has already been performed in a repository.
Written from the project's README. Every use case is checked against a quote from it.
Automated checks
Ran Nov 14, 2026Full report →Not verified yet. A server needs a score of 80, no serious finding, and enough data for us to check. How checks work · What to fix for more points
- Source repository linked and reachablesuperbasedapp/observer is public and reachablegithub.com/superbasedapp/observer ↗Pass
- Package names this repository as its sourceNot checked
- Build provenance (Sigstore attestation)Not checked
- Open source license (OSI)No licenseFinding
- Commit or release in the last yearLast commit or release 2026-11-09github.com/superbasedapp/observer ↗Pass
- OpenSSF ScorecardNot checked
- Package name not close to a popular packageNot checked
- No critical advisory in the package or its dependenciesNot checked
- No hidden instructions to the model0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersPass
- Destructive tools are labelledNot checked
- Remote endpoint answers the MCP handshakeNot checked
README
View on GitHubTry it in one command
npx @superbased/observer
No 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.
On Windows PowerShell, type npx.cmd and npm.cmd instead of npx and npm (or use Command Prompt): PowerShell's default execution policy blocks the npx.ps1 and npm.ps1 scripts.
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. 50 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 sign-in. Everything lives in one SQLite file under
~/.observer/, and your session content is never uploaded without your explicit consent. - 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 | 50 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 | npm install -g @superbased/observer |
| PyPI | uv tool install superbased-observer (or pipx install / pip install) |
| VS Code | code --install-extension superbased.superbased-observer (Cursor, VSCodium and Windsurf: Open VSX) |
| Installer | curl -fsSLO https://github.com/superbasedapp/observer/releases/latest/download/install.sh && sh install.sh |
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.
On Windows PowerShell, type npx.cmd and npm.cmd instead of npx and npm (or use Command Prompt): PowerShell's default execution policy blocks the npx.ps1 and npm.ps1 scripts.
macOS needs version 13 Ventura or later. Observer is built with Go 1.27, which no longer runs on macOS 12 Monterey. On macOS 12, stay on v1.36.0 or upgrade macOS first. v1.36.0 was meant to carry an advance notice of this and did not. Linux and Windows are not affected.
Get started
observer start # proxy + watcher + dashboard; opens http://localhost:8081
observer scan # backfill history from the session logs already on disk
- Route 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, Plans & limits, 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, Grok Bot, Autohand Code, IBM Bob, Cortex Code, CodeBuddy Code, Deep Agents Code, DimCode, Dirac, Kimchi, Stakpak and VT Code, plus ChatGPT, Claude, Gemini, Copilot and Perplexity on the web through an optional browser extension. Per-tool setup: superbased.app/docs/track.
Inside a session
Click any session to open its detail view. Four of its tabs:
Privacy
SuperBased needs no account. Today the default install sends us no usage statistics, analytics or
crash reports, and it never uploads your session content without your explicit consent. 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. By default it also makes a few small requests of its own that carry none
of your data, such as a daily download of the public model price table from superbased.app (turn it
off with [pricing.feed] enabled = false). Remove everything with observer uninstall --all --purge.
Details: PRIVACY.md.
Documentation
- Quickstart and install options
- Connect your agents and track costs by tool
- 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 1.27+, no CGO). If SuperBased saves you a surprise bill, a star helps others find it.
License
Observer MCP questions
Does it require an internet connection to track costs?
No, it runs 100% locally on your machine with no cloud required.
How does it get the token counts?
It can read session logs already on your disk or use an optional local proxy to record exact tokens returned by your provider.
Can my AI agent access its own history?
Yes, by running the init command, you can register an MCP server that allows agents to query their own history.
Is my session data uploaded to the cloud?
No, everything is stored in a local SQLite file and session content is never uploaded without explicit consent.