Borrowing it
Nothing to install: this file belongs to BetterThanTomorrow/calva-backseat-driver. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/BetterThanTomorrow/calva-backseat-driver/master/.github/skills/backseat-driver-internals/SKILL.mdgit clone --depth 1 https://github.com/BetterThanTomorrow/calva-backseat-driverWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/betterthantomorrow/calva-backseat-driver/backseat-driver-internals)<a href="https://agentmods.dev/skills/betterthantomorrow/calva-backseat-driver/backseat-driver-internals"><img src="https://agentmods.dev/badge/skills/betterthantomorrow/calva-backseat-driver/backseat-driver-internals/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/betterthantomorrow/calva-backseat-driver/backseat-driver-internals"><img src="https://agentmods.dev/badge/skills/betterthantomorrow/calva-backseat-driver/backseat-driver-internals.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00082 | $0.03175 |
| Opus 5 | $0.00041 | $0.01588 |
| Sonnet 5 | $0.00016 | $0.00635 |
| Haiku 4.5 | $0.00008 | $0.00317 |
Grade A, and why
backseat-driver-internals scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 268 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Backseat Driver Extension Internals
Subsystem contracts, state architecture, and temporal sequences for the Backseat Driver extension.
Key Namespaces
| Namespace | Purpose |
|---|---|
ex.ex |
Dispatcher — the only entry point for state changes |
ex.ax |
Action routing, enrichment, accumulation |
ex.fx |
Effect routing (context-enriched before domain dispatch) |
app.db |
!app-db atom, !output-conn & !history-conn Datascript, serialization |
app.axs |
App lifecycle actions (activate, init, commands, cleanup) |
app.fxs |
App effects (logging, command registration, Language Model tools) |
db.axs |
Generic state mutation actions (assoc-in, update-in) |
mcp.axs |
MCP server lifecycle actions (start/stop/error/handle-request) |
mcp.fxs |
MCP effects (start/stop server, notifications, request handling, wrapper copy) |
mcp.server |
TCP socket server implementation (low-level net, port file, buffering) |
mcp.requests |
MCP protocol handler — tool listings, initialize, tools/call dispatch |
mcp.skills |
Skill frontmatter parsing, filtering, instruction composition |
mcp.logging |
MCP server log output |
extension |
VS Code activate/deactivate entry points |
integrations.calva.api |
Calva API access (REPL eval, ranges, editor, document, info) |
integrations.calva.editor |
Structural editing implementation |
integrations.calva.editor-util |
File context formatting (line-numbered windows) |
integrations.vscode.tools |
VS Code Language Model tool registration |
integrations.parinfer |
Bracket balancing via Parinfer |
stdio.wrapper |
MCP stdio-to-socket relay (dist/calva-mcp-server.js) |
Subsystem Contracts
λ app_db_contract.
db/!app-db ≡ atom {
:vscode/extension-context ExtensionContext ;; set before dispatch, circular refs
:app/getConfiguration fn ;; VS Code config reader
;; From init-db
:extension/disposables [Disposable] ;; VS Code subscriptions
:extension/when-contexts {:calva-mcp-extension/activated? bool
:calva-backseat-driver/started? bool
:calva-backseat-driver/starting? bool
:calva-backseat-driver/stopping? bool}
:calva/output-line-counter int ;; monotonic for output entities
;; From initial-state (extension.cljs)
:app/log-file-uri Uri ;; log location
:app/min-log-level keyword ;; :debug/:info/:warn/:error
:mcp/wrapper-config-path string ;; ~/.config/calva/backseat-driver
:calva/history-storage-uri Uri|nil ;; eval-history.transit.json
;; Runtime
:app/log-dir-initialized+ promise ;; resolved when log dir exists
:app/server-info {:server/instance Server
:server/port int
:server/port-file-uri Uri
:server/port-note string?}
}
| inspection: always(dissoc :vscode/extension-context) | circular_ref_guard
| mutation: only_through_dispatch! | ¬direct_swap!
λ ex_dispatcher_contract.
dispatch!(context, actions) ≡ the_only_state_entry_point
| ~16 lines of code | the entire framework
|
| flow:
| ax/handle-actions(@!app-db, context, actions)
| reduce_over_actions:
| 1. enrich-from-context(action, context) → :context/x.y → js-get-in
| 2. enrich-from-state(action, state) → [:db/get k], :vscode/config.x
| 3. route_by(namespace action-kw) → domain_handler
| 4. handler_returns {:ex/db, :ex/fxs, :ex/dxs}
| accumulate: merge_db, into_fxs(enriched_from_state), into_dxs
| when db → reset!(!app-db)
| when dxs → recursive dispatch!(context, dxs)
| when fxs → for_each: enrich_from_context → route → execute
λ enrichment_contract.
context_enrichment:
:context/x.y.z → js-get-in(context, ["x" "y" "z"])
| applied_to: actions ∧ effects
state_enrichment:
[:db/get key] → (get state key)
:vscode/config.settingName → VS Code configuration API
| applied_to: actions_only (effects get context enrichment only)
args_enrichment:
:ex/action-args → entire_result_from_effect
:ex/action-args%N → (nth result (dec N))
| applied_to: continuation_actions_via :ex/then
λ action_routing.
(namespace action-kw) → handler_namespace:
"app" → app.axs
"mcp" → mcp.axs
"db" → db.axs
"vscode" → integrations.vscode (via axs)
"node" → integrations.node (via axs)
"calva" → integrations.calva (via axs)
| new_domain → add_case_in ex/ax.cljs handle-action
λ effect_routing.
(namespace fx-kw) → handler_namespace:
"app" → app.fxs
"mcp" → mcp.fxs
"vscode" → integrations.vscode (via fxs)
"node" → integrations.node (via fxs)
"calva" → integrations.calva (via fxs)
| effects_receive(dispatch!, context, enriched-fx)
| new_domain → add_case_in ex/fx.cljs perform-effect!
λ datascript_contract.
!output-conn ≡ session_scoped | schemaless | cap: 1000 entities
| all_output_categories: evaluationResults, evaluatedCode, evaluationOutput,
| evaluationErrorOutput, otherOutput, otherErrorOutput
!history-conn ≡ persistent | schema: {:output/line {:db/unique :db.unique/identity}}
| cap: 10000 | evaluatedCode_only
| serialized_to: eval-history.transit.json | cognitect.transit JSON
| format: {:format-version 1 :entities [...]}
entity_attributes:
:output/line int (monotonic, from :calva/output-line-counter)
:output/category string
:output/text string
:output/who string?
:output/timestamp inst
:output/ns string?
:output/repl-session-key string?
λ mcp_server_contract.
socket_server: TCP | net.createServer | localhost_only
| port: configured(default 1664) | 0 ≡ random | EADDRINUSE → fallback_to_0
| port_file: ${workspaceFolder}/.calva/mcp-server/port
| protocol: newline_delimited_JSON | buffered_partial_reads
| active_sockets: atom | tracks_connected_clients
| notifications: broadcast_to_all_active_sockets
stdio_wrapper: dist/calva-mcp-server.js
| reads_port_from_port_file → TCP_connect → relay(stdio ↔ socket)
| one_server_per_workspace_folder
λ calva_api_contract.
calva-api ≡ {
:repl {:evaluateCode, :currentSessionKey, :onOutputLogged}
:ranges {:currentTopLevelForm, :currentEnclosingForm, ...}
:editor {:replace}
:document {:getNamespace, :getNamespaceAndNsForm}
:info {:getSymbolInfo, :getClojureDocsDotOrg}
}
| accessed_at: integrations.calva.api/calva-api
| capability_gated: tools_appear_disappear_based_on_calva_support
λ structural_editing_contract.
editing_unit ≡ top_level_form | ¬lines_of_text
| parinfer: bracket_balancing | integrations/parinfer.cljs
| targeting: targetLineText + line ±2 scan_window
| rich_comments: forms_inside(comment ...) ≡ top_level
| diagnostic_context: 21_line_window | line_numbers | → arrow_marker
| bottom_to_top: multiple_edits_highest_line_first
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 268 lines · 82 tokens per session scan A 77c93ee3b7dd
backseat-driver-internals is a skill published in the GitHub repository BetterThanTomorrow/calva-backseat-driver (64 stars, last pushed 2d ago), licensed MIT. It adds 82 tokens to every session and 3,175 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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