Skip to content
cccskills
FreePublished on GitHub

multimodal-evidence

Extract and verify text, numbers, objects, and sequences from images, documents, and video. Record where each finding appears, check exact labels and values, and build answers whose supporting evidence can be traced back to the input.

OriginalShow the original description

Extract and verify evidence from images, documents, and video without redundant inspection

odysseus-dev/odysseus
See how to install

Good for

  • Extracting and checking numbers in documents
  • Tracing video events to timestamps
  • Reading and verifying labels in images
  • Checking evidence coverage before answering

Files included (1)

  • SKILL.md1.9 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

When to Use

Use when the answer or requested artifact depends on visual, temporal, tabular, or textual evidence contained in images, documents, or video.

Procedure

  1. Identify the evidence required: objects, text, values, ordering, timestamps, labels, or visual relationships.
  2. Inspect the whole input or a broad representative sample first to establish structure and likely evidence locations.
  3. Narrow to relevant pages, frames, regions, or time intervals and record observations with their locations.
  4. Use the format's native parser for exact text and numbers: for example python-docx or ZIP/XML inspection for DOCX, pdftotext or a PDF library for PDF, spreadsheet readers for XLSX, and OCR only when the source is image-based. Do not search binary office files with plain grep or cat.
  5. Resolve conflicts with one targeted reinspection at better scale or a nearby frame rather than repeating the same crop.
  6. Build the answer or artifact from the evidence ledger and perform a final coverage check against every requested item.

Pitfalls

  • Do not infer unseen content from filenames, surrounding text, or a single thumbnail.
  • Do not repeatedly inspect nearly identical regions without a new hypothesis.
  • Do not trust OCR blindly for small labels, punctuation, or numeric values.
  • Do not finalize before checking that every requested item has supporting evidence.

Verification

  • Each factual output can be traced to a page, frame, region, or timestamp.
  • Exact labels and numbers were visually checked after extraction.
  • The final response or artifact covers all requested evidence categories.

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

action-evidence-synthesis

FreeSummary

Turn scattered messages, meeting notes, and documents into sourced action lists and status briefs. The skill reconciles updates, separates facts from tentative inferences, and highlights decisions, dependencies, risks, and unanswered questions.

  • Build a sourced action list from meeting notes
  • Combine messages and documents into a status brief
  • Assess feasibility using dependencies and blockers
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

artifact-completion

FreeSummary

Create a complete first version of a requested file or other deliverable early, then refine it and check its format, required content, location, and usability before reporting the work as finished.

  • Creating a report with all required sections
  • Saving a deliverable in a specified location
  • Checking that a generated file opens correctly
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

developer-docs

FreeSummary

Find official documentation for a library, framework, or API and apply it to the task at hand. Check the relevant version, distinguish documented facts from assumptions, and verify code changes with a focused test or concrete command.

  • Checking how an API or option works
  • Implementing behavior for a specific version
  • Applying official guidance to an existing project
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

odysseus

FreeSummary

Use Codex to manage Odysseus todos, calendars, memory, and documents, and read or draft email. Through its permission-scoped API, the skill also supports reminders and launching, inspecting, or stopping Cookbook model servers.

  • Create a timed reminder as a todo
  • Check calendar events and add appointments
  • Read email and prepare an editable reply draft
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

odysseus

FreeSummary

Use Claude Code to manage Odysseus tasks, email, calendar events, stored facts, and documents through a permission-scoped API. You can also start, inspect logs for, and stop Cookbook model servers using the access granted by your token.

  • Creating a task with a timed reminder
  • Reading email and preparing a reply draft
  • Saving calendar events, preferences, and documents
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

reviewable-external-draft

FreeSummary

Prepare reviewable updates for clients, partners, or leadership from internal messages and documents. The skill checks current figures, dates, and commitments, flags unresolved discrepancies, and excludes private internal details from the draft.

  • Draft a client progress update from internal records
  • Check corrected figures before preparing a partner update
  • Prepare a leadership brief with uncertainties flagged
odysseus-dev/odysseus93.9KUpdated Oct 17, 2026

See all skills by odysseus-dev

Report a problem with this skill