Context Mode vs Ocular

A side-by-side look at the Context Mode and Ocular MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Context Mode logoContext ModeCoding Agents · Local subprocess (stdio)Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.69GreatAuth: no auth requiredOcular logoOcularCoding Agents · Local subprocess (stdio)Vision tools for coding agents: screenshots, OCR, UI diffs, errors, tables, and charts.60GoodAuth: not declared

Verdict: choose Context Mode for coding agents work as a local process; choose Ocular for coding agents as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Context Mode logoChoose Context Mode when

  • You need dedicated capabilities in the Coding Agents domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
  • You want tools like ctx_batch_execute, ctx_execute, ctx_execute_file.
Explore Context Mode

Ocular logoChoose Ocular when

  • You need dedicated capabilities in the Coding Agents domain.
  • You prefer a local stdio subprocess transport.
  • You have the keys it needs: OCULAR_BASE_URL, OCULAR_API_KEY, OCULAR_MODEL.
  • You want tools like analyze_image, extract_text_from_image, analyze_ui_screenshot.
Explore Ocular

Feature & specification comparison

Rows where the two servers differ are marked.

SpecContext Mode logoContext ModeOcular logoOcular
CategoryCoding AgentsCoding Agents
Quality signal69/100 · Great60/100 · Good
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Local subprocess (stdio)
AuthNo auth requiredNot declared
PricingFreeNot declared
Required env varsNone listedOCULAR_BASE_URLOCULAR_API_KEYOCULAR_MODEL
Verified ownerCommunity listingCommunity listing
GitHub stars32,1370
Directory activity 3 views 0 installs 0 upvotes 1 views 0 installs 0 upvotes
Tools108

Tools & capabilities

Context Mode tools 10

  • ctx_batch_executeRun multiple commands + search multiple queries in ONE call. Opt-in `concurrency: 1-8` for I/O-bound batches.
  • ctx_executeRun code in 12 languages. Only stdout enters context.
  • ctx_execute_fileProcess files in sandbox. Raw content never leaves.
  • ctx_indexChunk markdown into FTS5 with BM25 ranking.
  • ctx_searchQuery indexed content with multiple queries in one call.
  • ctx_fetch_and_indexFetch URL, chunk and index. Cache reuses content within TTL (default 24h, override per-call with `ttl: <ms>`). `ttl: 0` or `force: true` to bypass. Pass `requests: [{url, source}, ...]` + `concurrency: 1-8` for parallel multi-URL.
  • ctx_statsShow context savings, call counts, and session statistics.
  • ctx_doctorDiagnose installation: runtimes, hooks, FTS5, versions.
  • ctx_upgradeUpgrade to latest version from GitHub, rebuild, reconfigure hooks.
  • ctx_purgePermanently deletes all indexed content from the knowledge base.

Ocular tools 8

  • analyze_imageAnalyze a general image and return structured JSON for a coding agent.
  • extract_text_from_imageExtract OCR text from screenshots, documents, tables, terminal output, or code images.
  • analyze_ui_screenshotAnalyze a webpage, app, UI, or design mockup screenshot for frontend implementation work.
  • diagnose_error_screenshotAnalyze error, terminal, console, browser, or build failure screenshots.
  • compare_ui_screenshotsCompare two UI screenshots and return implementation-useful visual differences.
  • extract_table_from_imageExtract visible table data from an image as structured JSON, Markdown, or CSV-oriented output.
  • analyze_chart_imageAnalyze a chart image and return labels, trends, approximate values, and limitations.
  • create_upload_sessionReturns upload instructions for the binary side channel (use this to analyze LOCAL image files without base64 corruption). Before uploading, verify the local file exists and is non-empty with Bash (e.g. `ls -la <path>` or `test -f <path> && stat -c %s <path>`). Then PUT the raw bytes to the returned upload_url with curl --data-binary (NOT base64); the response gives a file_id to pass to any vision tool. Stateless -- call once to learn the endpoint.

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Context Mode

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "context-mode": {
      "command": "npx",
      "args": [
        "-y",
        "context-mode"
      ]
    }
  }
}

Ocular

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "ocular": {
      "command": "npx",
      "args": [
        "-y",
        "ocular-mcp"
      ],
      "env": {
        "OCULAR_BASE_URL": "YOUR_OCULAR_BASE_URL_HERE",
        "OCULAR_API_KEY": "YOUR_OCULAR_API_KEY_HERE",
        "OCULAR_MODEL": "YOUR_OCULAR_MODEL_HERE"
      }
    }
  }
}

Frequently asked questions

Context Mode is categorized under Coding Agents and uses a local stdio subprocess. Ocular belongs to Coding Agents and uses a local stdio subprocess. Pick Context Mode for coding agents work and Ocular for coding agents.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Context Mode is listed as free. Auth: no auth required. Ocular has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add context-mode and ocular as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Context Mode has a quality signal of 69/100 (Great) with 3 views, 0 installs and 32,137 GitHub stars. Ocular has 60/100 (Good) with 1 views, 0 installs and 0 GitHub stars.