Borrowing it
Nothing to install: this file belongs to gcake119/joplin-llm-wiki. 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/gcake119/joplin-llm-wiki/main/.cursor/skills/spectra-ingest/SKILL.mdgit clone --depth 1 https://github.com/gcake119/joplin-llm-wikiWrote 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/gcake119/joplin-llm-wiki/spectra-ingest)<a href="https://agentmods.dev/skills/gcake119/joplin-llm-wiki/spectra-ingest"><img src="https://agentmods.dev/badge/skills/gcake119/joplin-llm-wiki/spectra-ingest/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/gcake119/joplin-llm-wiki/spectra-ingest"><img src="https://agentmods.dev/badge/skills/gcake119/joplin-llm-wiki/spectra-ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00014 | $0.03268 |
| Opus 5 | $0.00007 | $0.01634 |
| Sonnet 5 | $0.00003 | $0.00654 |
| Haiku 4.5 | $0.00001 | $0.00327 |
Grade A, and why
spectra-ingest 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 11d 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.
This is a copy
89% identical to spectra-ingest — 38 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 264 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Update an existing Spectra change — from a plan file or conversation context.
Plan file support is available when the tool has a plan directory (.cursor/plans/). Otherwise, use conversation context to update artifacts.
Prerequisites: This skill requires the spectra CLI. If any spectra command fails with "command not found" or similar, report the error and STOP.
Input: Optionally specify a plan file path or name.
/spectra:ingest .cursor/plans/agile-discovering-rocket.md/spectra:ingest agile-discovering-rocket/spectra:ingest(use conversation context or auto-detect plan file)
Steps
-
Locate the requirement source
a. Argument provided → treat as plan file reference (prepend
.cursor/plans/and append.mdif needed)- If the file exists → use it as the plan file source, proceed to Step 2
- If the file does NOT exist → report the error and stop
b. No argument, plan file detectable:
- Check conversation context for plan file path (plan mode system messages include the path like
.cursor/plans/<name>.md) - If found and the file exists → use the AskUserQuestion tool to ask:
- Option 1: Use the plan file
- Option 2: Use conversation context
- If the user picks plan file → proceed to Step 2
- If the user picks conversation context → skip Step 2, go to Step 3
c. No argument, no plan file detectable:
- Check
.cursor/plans/for recent files - If recent files exist → list 5 most recent with the AskUserQuestion tool, include "Use conversation context" as an additional option
- If the user picks a file → proceed to Step 2
- If the user picks conversation context → skip Step 2, go to Step 3
d. Conversation context fallback (no plan files found at all):
- Use conversation context to update artifacts
- If conversation context is insufficient, use the AskUserQuestion tool to get more details
- Warn: "No plan file found. Using conversation context."
-
Parse the plan structure (skip if using conversation context)
Claude Code plan files typically contain:
- Title (
# ...) — the high-level goal - Context section — background, motivation, current state
- Stages/Steps — numbered implementation stages with goals and file lists
- Files involved — list of files to modify/create
- Verification section — how to test the changes
Extract:
plan_title: from the H1 headingplan_context: from the Context sectionplan_stages: each numbered stage with its goal and file listplan_files: all file paths mentionedplan_verification: verification steps
- Title (
-
Check for active changes (REQUIRED — ingest only updates existing changes)
spectra list --jsonAlso check for parked changes:
spectra list --parked --jsonParse both JSON outputs to get the full list of changes (active + parked). Parked changes should be annotated with "(parked)" in any selection list.
- If one change exists (active or parked) → use the AskUserQuestion tool to confirm updating it
- If multiple changes exist → use the AskUserQuestion tool to let user pick which one to update
- If no changes at all (neither active nor parked) → tell the user: "No active change found. Use
/spectra:proposefirst to create one." and stop
-
Select the change
After selecting the change, check if it is parked:
spectra list --parked --jsonIf the selected change appears in the
parkedarray:- Inform the user that this change is currently parked(暫存)
- Use AskUserQuestion tool to ask: continue (unpark) or cancel
- If continue: run
spectra unpark "<name>"then proceed - If cancel: stop the workflow
If there is no AskUserQuestion tool available (non-Claude-Code environment): Inform the user that this change is currently parked(暫存)and ask via plain text whether to unpark and continue, or cancel. Wait for the user's response. If the user confirms, run
spectra unpark "<name>"then proceed.
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.
- 11d ago First seen · 264 lines · 14 tokens per session scan A 2cf495bfb9ce
spectra-ingest is a skill published in the GitHub repository gcake119/joplin-llm-wiki (2 stars, last pushed 3mo ago), licensed MIT. It adds 14 tokens to every session and 3,268 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 89% identical to spectra-ingest, differing in 38 lines, and is treated as a copy.
Other skills, from other repositories
design-mcp-server
Design the tool surface, resources, and service layer for a new MCP server. Use when starting a new server, planning a major feature expansion, or when the user describes a domain/API they want to expose via MCP. Produces a design doc at docs/design.md that drives implementation.
api-canvas
DataCanvas primitive reference — a Tier 3 SQL/analytical workspace for tabular MCP servers, backed by DuckDB. Use when registering tables from upstream APIs, running ad-hoc SQL across them, and exporting results. Covers the acquire → register → query → export flow, per-table TTL, the token-sharing pattern for…
api-testing
Testing patterns for MCP tool/resource handlers using createMockContext and Vitest. Covers mock context options, handler testing, McpError assertions, format testing, Vitest config setup, and test isolation conventions.
release-and-publish
Ship a release end-to-end across every registry the project targets (npm, MCP Registry, GitHub Releases for .mcpb bundles, GHCR). Runs the final verification gate, fast-forwards main when the release rode a release PR, creates the annotated tag on the commit main now points at, pushes commits and tags, then publishes…
api-telemetry
Catalog of OpenTelemetry instrumentation built into framework @cyanheads/mcp-ts-core — spans, metrics, completion logs, env config, runtime caveats, custom instrumentation patterns, and cardinality rules. Use when enabling OTel export, adding custom spans or metrics in services, debugging missing telemetry, looking up…
maintenance
Investigate, adopt, and verify dependency updates — with special handling for @cyanheads/mcp-ts-core. Captures what changed, understands why, cross-references against the codebase, adopts framework improvements, syncs project skills, and runs final checks. Supports two entry modes: run the full flow end-to-end, or…