Auriti-Labs/geo-optimizer-skill

GitHub ↗ · How this check works

Per-setup public labels: Linux / Luna: Works

Static status badge · SVG · read-only JSON. Embed with ![Coldpass status](https://coldpass.dev/badge/Auriti-Labs--geo-optimizer-skill.svg).

mcp-server

Works

README claims checked out on 1 recorded setup.

Answers apply to each recorded setup, revision and operation. Earlier observations remain in Run details.

Tested on Linux
PlatformHaikuLuna
Linuxyes

Linux / Luna: yes · Oct 25, 2026 · 7e713aaebb7a · codex / codex-cli 0.163.0
Recorded operation: /tmp/geo-venv/bin/geo audit --url https://example.com --format json

Does what it says
1 of 1 claims checked out
  • The audit scores a site from 0 to 100 and returns prioritized fixes.: Real input produced the expected result: "score": 22

    Source: One command scores any website 0–100 on whether **ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews** can crawl it, understand it, and cite it — then tells you exactly what to fix.

    Input: https://example.com

    Expected: score and recommendations

    Command: /tmp/geo-venv/bin/geo audit --url https://example.com --format json

    Observed: "score": 22, "band": "critical", "error": null, "score_version": 2, "score_max": { "google_ai": 20, "robots": 14, "schema": 14, "content": 14, "brand_entity": 12, "meta": 11, "llms": 6, "signals": 6, "ai_discovery": 3 }, "google_ai": { "checked": true, "points": 13, "max_points": 20, "final_url": "https://example.com/", "checks": [ { "id": "G-INDEX", "status": "pass", "points": 5, "max_points": 5, "evidence": "HTTP 200, indexable, Googlebot allowed", "source_url": "https://

MCP
Documented only
Local or hosted
local
Local: runs on your machine
Needs keys or browser
None seen
Maintained
Maintained
actively maintained: last commit 0 days ago; 323 commits and 117 merged PRs in 90 days; 5 open issues, 1 open PRs; 10 of 13 recent threads got a maintainer reply, median first reply 128.3h; latest release 2026-10-22

Last commit Oct 25, 2026

Setup time
1 min 4 s
1 min 4 s to a working result
Issue
none found in recorded check
Examples
1 of 1 ran as expected
  • Run a JSON website audit: command completed successfully

    Source: README.md / Quick Start

    Input: https://example.com

    Expected: JSON score and prioritized recommendations

    Command: /tmp/geo-venv/bin/geo audit --url https://example.com --format json

    Observed: xity", "chatgpt", "claude" ], "truncation_risk": "none", "context_efficiency_score": 100 }, "instruction_readiness": { "checked": true, "labeled_buttons": 0, "unlabeled_buttons": 0, "action_clarity_score": 100, "total_inputs": 0, "labeled_inputs": 0, "typed_inputs": 0, "form_readability_score": 100, "nav_links": 0, "stateful_urls": false, "has_aria_live": false, "has_error_roles": false, "readiness_score": 60, "readiness_level": "ready" }, "http_status": 200, "page_size": 577, "audit_duration_ms": 916 }

Evidence
README behavior checked
Agent interfaces
CLI, MCP (documented only)
CLI, MCP (documented only)

Observed interfaces were exercised by the checker. Documentation alone does not confirm compatibility.

Tested with
Codex / Luna
  • Linux: Codex / Luna · agent codex-cli 0.163.0 · Checked operation passed · Oct 25, 2026 on 7e713aaebb7a

Each entry describes its recorded operation and source revision.

Safety
Made outbound HTTPS connections: yes (hosts not recorded) by geo, geo-mcp

Review signals across current setups: connection review. 18 listed items (named-host connections, static matches, dependency advisories) are below and do not change this verdict.

Repository processes attempted these non-loopback connections; proxies can hide the final hostname. 3 distinct locations. 2 findings. 30 attributed processes.

Source contains download and execute; review its purpose. install.sh

Gitleaks found a possible hardcoded secret; value withheld. frontend/scripts/indexnow-submit.mjs

OSV reports a known vulnerability in this dependency version. 2 distinct locations. 7 findings.

Reviewed as expected for a test run: attempted writes that failed, so nothing was written; resolver address lookups that send no data.

Full event, path and process lists for each observed setup:

Run details

Haiku 5.5

Native agent · Held back

Checked operation <guest-path> · local stdio MCP start + initialize + tools/list

Agent-reported scope: Install geo-optimizer-skill from source and run the one-shot GEO audit CLI and the geo-mcp MCP server (geo_check_bots tool) against https://example.com

MCP server returned: geo-optimizer · version 1.30.0.

MCP tools returned: geo_audit, geo_fix, geo_llms_generate, geo_citability, geo_schema_validate, geo_compare, geo_gap_analysis, geo_ai_discovery, geo_check_bots, geo_trust_score, geo_negative_signals, geo_factual_accuracy. Tool listing does not establish authenticated tool-call success.

Run details
run
Auriti-Labs--geo-optimizer-skill-claude-haiku-5-5-1792970480572843970
date
Oct 25, 2026
time to working
359.4s
product hosting / execution
Local stdio MCP server in the guest
recorded operation scope
product operation
model
claude-haiku-5-5
agent / version
claude-code / 2.1.310 (Claude Code)
platform
linux
reported cost
$0.016828
Recorded source
https://github.com/Auriti-Labs/geo-optimizer-skill
Backend
hyperv
Tool transport
mcp-assigned-vm
Requested source pin (not an observed revision)
{"commit": "7e713aaebb7abde3cc5638b9c8d47f02a599877b", "url": "https://github.com/Auriti-Labs/geo-optimizer-skill"}
Test version
readme-ca496ea10bb07418d1d8f1c256c2433a55547acc0fb62d8b6d86ae33c976fbfa
revision
7e713aaebb7abde3cc5638b9c8d47f02a599877b
Whose fault: not assigned · pending

Safety: Review signals: 1 connection review, 1 download and execute, 1 hardcoded secret, 7 known vulnerability.

Review signals: 1 connection review, 1 download and execute, 1 hardcoded secret, 7 known vulnerability.

Reviewed as expected for a test run: attempted writes that failed, so nothing was written; resolver address lookups that send no data.

Repository processes attempted these non-loopback connections; proxies can hide the final hostname. 3 distinct locations. 23 attributed processes.

Source contains download and execute; review its purpose. install.sh

Gitleaks found a possible hardcoded secret; value withheld. frontend/scripts/indexnow-submit.mjs

OSV reports a known vulnerability in this dependency version. 2 distinct locations. 7 findings.

OSV scanned supported lockfiles; unpinned dependencies and unsupported formats are outside this check.

A short run cannot establish that code is safe.

Connections show IP addresses; proxies can hide the final hostname.

Tracing covers dispatched commands and their children, not the whole OS; guest root can interfere with tracing.

Full safety evidence →

Answers recorded for this run
  • The README says geo audit scores a site 0-100 with prioritized fixes: Real input produced the expected result: GEO AUDIT

    Source: Run `geo audit --url https://yoursite.com` and read the priority list

    Input: https://example.com

    Expected: audit report for example.com

    Command: <guest-path> audit --url https://example.com

    Observed: GEO AUDIT — https://example.com github.com/auriti-labs/geo-optimizer-skill 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 🔍 Status: 200 | Size: 577 bytes | Duration: 623ms ============================================================ 1. ROBOTS.TXT — AI Bot Access ============================================================ ❌ robots.txt not found ============================================================ 2. LLMS.TXT — AI Index File (Other AI agents · not used by Google Search) ============================================================ ❌ llms.txt not found — essential for AI indexing!

  • The README lists geo_check_bots as an MCP tool that checks bot access via robots.txt: Real input produced the expected result: example.com

    Source: | `geo_check_bots` | Check bot access via robots.txt |

    Input: {"tool": "geo_check_bots", "arguments": {"url": "https://example.com"}}

    Expected: bot access result for example.com

    Command: <guest-path> tools/call {"tool": "geo_check_bots", "arguments": {"url": "https://example.com"}}

    Observed: example.com\",\n \"robots_found\": false,\n \"citation_bots_ok\": false,\n \"bots\": {\n \"GPTBot\": {\n \"description\": \"OpenAI (ChatGPT training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"OAI-SearchBot\": {\n \"description\": \"OpenAI (ChatGPT search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"ChatGPT-User\": {\n \"description\": \"OpenAI (ChatGPT on-demand fetch)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"ClaudeBot\": {\n \"description\": \"Anthropi

Examples

  • Quick start one-shot audit of a site: command completed successfully

    Source: README.md Quick Start

    Input: geo audit --url https://example.com

    Expected: audit report printed

    Command: <guest-path> audit --url https://example.com

    Observed: t requires JavaScript to render (25 words in raw HTML). AI crawlers don't execute JS. Implement SSR, SSG, or pre-rendering. 💡 One-shot audit. The free plan at https://geoready.dev saves your reports and runs one real AI answer check a week; weekly score monitoring starts on Pro. → Web report for this URL (free, no account): https://geoready.dev/report/audit?url=https://example.com ⏳ Fetching page, robots.txt, llms.txt and AI files... ⏳ Analyzing schema, meta tags and content... ⏳ Checking CDN access for AI bots... ⏳ Running trust, brand and extra checks... ✅ Analysis complete.

  • Contributor test suite runs offline with HTTP mocked: command completed successfully

    Source: README.md Contributing

    Input: pytest tests/ -v

    Expected: all tests pass

    Command: <guest-path> tests/ -q -p no:cacheprovider

    Observed: 's 'tmp_path' fixture with absolute paths instead. with runner.isolated_filesystem(): tests/test_v21_coverage.py::TestSchemaCmdFaqOltreTre::test_riga_198_piu_di_tre_faq_mostra_contatore <guest-path> DeprecationWarning: 'isolated_filesystem' is deprecated and will be removed in Click 9.0. Use 'tempfile.TemporaryDirectory' or pytest's 'tmp_path' fixture with absolute paths instead. with runner.isolated_filesystem(): -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html 2281 passed, 31 skipped, 8 warnings in 66.15s (0:01:06)

Local or hosted: local

What the agent did

Install geo-optimizer-skill from source and run the one-shot GEO audit CLI and the geo-mcp MCP server (geo_check_bots tool) against https://example.com

cd <guest-path> && pwd && ls -la && git status 2>&1 | head -3; id -u; python3 --version; cat README.md 2>/dev/null | head -150
cd <guest-path> && grep -n -i "install\|mcp\|--once\|schedule\|cron\|pip" README.md | head -80; python3 -c "import sys;print(sys.version)"; which uv uvx pipx; grep -n "requires-python" pyproject.toml
cd <guest-path> && sed -n 295,330p README.md; echo ----; sed -n 460,480p README.md
cd <guest-path> && python3 -m venv <guest-path> && <guest-path> install -q --upgrade pip 2>&1 | tail -3; cd <guest-path> && <guest-path> install "./[mcp]" 2>&1 | tail -5
cd /tmp && <guest-path> --version; timeout 120 <guest-path> audit --url https://example.com 2>&1 | head -40; echo "rc=${PIPESTATUS[0]}"
cd <guest-path> && grep -rn "def geo_\<email>\<email>" src | head -30; ls .coldpass; ls <guest-path> 2>&1 | head; ls /inputs 2>&1
cd <guest-path> && grep -rln "schedule\|--once\|--now\|while True\|cron" src | head; ls examples tests | head -60; cd /tmp && timeout 120 <guest-path> check-bots --help 2>&1 | head -5; <guest-path> --help 2>&1 | tail -30
cd /tmp && <guest-path> track --help 2>&1 | head -30; <guest-path> monitor --help 2>&1 | head -20; grep -n "schedule\|interval\|--once\|while" <guest-path> | head; grep -n "schedule\|--once\|--now" <guest-path> | head
cd <guest-path> && cat > probe.json <<'EOF'
{"kind":"mcp","argv":["<guest-path>"],"cwd":"<guest-path>","tool":"geo_check_bots","arguments":{"url":"https://example.com"},"expected_text":"example.com"}
EOF
cat > claims.json <<'EOF'
[{"kind":"claim","claim":"The README says geo audit scores a site 0-100 with prioritized fixes","source":"Run `geo audit --url https://yoursite.com` and read the priority list","input":"https://example.com","expected":"audit report for example.com","probe_kind":"cli","argv":["<guest-path>","audit","--url","https://example.com"],"expected_text":"GEO AUDIT","cwd":"<guest-path>"},
{"kind":"claim","claim":"The README lists geo_check_bots as an MCP tool that checks bot access via robots.txt","source":"| `geo_check_bots` | Check bot access via robots.txt |","input":"https://example.com","expected":"bot access result for example.com","probe_kind":"mcp","argv":["<guest-path>"],"tool":"geo_check_bots","arguments":{"url":"https://example.com"},"expected_text":"example.com","cwd":"<guest-path>"}]
EOF
cat > cycles.json <<'EOF'
{"detected":false,"reason":"Entry points inspected (geo CLI commands audit/monitor/track/fix, geo-mcp stdio server, src/geo_optimizer/web/app.py). The README says 'The hosted platform runs the same engine on a schedule'; the local package has no cron, loop, or --once/--now scheduler. Local runs are one-shot commands.","checks":[]}
EOF
cat > examples.json <<'EOF'
[{"kind":"example","claim":"Quick start one-shot audit of a site","source":"README.md Quick Start","input":"geo audit --url https://example.com","expected":"audit report printed","argv":["<guest-path>","audit","--url","https://example.com"],"cwd":"<guest-path>","env":{},"expected_text":"GEO AUDIT"}]
EOF
for f in *.json; do <guest-path> -m json.tool $f >/dev/null 2>&1 || python3 -I -c 'import json,sys;json.load(open(sys.argv[1]))' $f && echo "ok $f"; done; ls -la
cd /tmp && <env-var>=<guest-path> timeout 900 python3 -I <guest-path> --validate --replay 2>&1 | tail -80; echo "rc=${PIPESTATUS[0]}"
cd <guest-path> && <guest-path> install -q -e ".[dev]" 2>&1 | tail -3; timeout 900 <guest-path> tests/ -q -p no:cacheprovider 2>&1 | tail -15; echo rc=${PIPESTATUS[0]}
cd <guest-path> && cat > examples.json <<'EOF'
[{"kind":"example","claim":"Quick start one-shot audit of a site","source":"README.md Quick Start","input":"geo audit --url https://example.com","expected":"audit report printed","argv":["<guest-path>","audit","--url","https://example.com"],"cwd":"<guest-path>","env":{},"expected_text":"GEO AUDIT"},
{"kind":"example","claim":"Contributor test suite runs offline with HTTP mocked","source":"README.md Contributing","input":"pytest tests/ -v","expected":"all tests pass","argv":["<guest-path>","tests/","-q","-p","no:cacheprovider"],"cwd":"<guest-path>","env":{},"expected_text":"2281 passed"}]
EOF
cat > report.json <<'EOF'
{"outcome":"working","fault_owner":"unknown","operation":"Install geo-optimizer-skill from source and run the one-shot GEO audit CLI and the geo-mcp MCP server (geo_check_bots tool) against https://example.com","operation_scope":"Linux guest, Python 3.12.3 (README requires >=3.10), venv at <guest-path>, live network access to example.com. Scheduled monitoring is hosted-only and was not exercised locally. Browser not required.","steps":["python3 -m venv <guest-path>","<guest-path> install \"./[mcp]\" (from the checkout; README: pip install \"geo-optimizer-skill[mcp]\")","<guest-path> audit --url https://example.com","<guest-path> (stdio MCP server, tool geo_check_bots)","<guest-path> install -e \".[dev]\" and pytest tests/ (README Contributing)"],"deviations":["Checker path /inputs/coldpass-preflight.py does not exist in this guest; used <guest-path> as instructed in the task.","Installed from the local checkout instead of PyPI so the pinned commit is what ran.","pip install created src/geo_optimizer_skill.egg-info in the checkout (build artifact, not product source).","No local cycle was triggered: the README's scheduling is hosted-only, so cycles.json has detected:false."],"stuck_step":null,"main_blocker":null,"plain_failure":null,"suggested_fix":null}
EOF
python3 -I -c 'import json,sys;[json.load(open(f)) for f in sys.argv[1:]];print("json ok")' examples.json report.json; cd /tmp && <env-var>=<guest-path> timeout 900 python3 -I <guest-path> --validate --replay > <guest-path> 2>&1; echo rc=$?; python3 -I -c 'import json;d=json.load(open("<guest-path>")) if False else None' ; head -c 600 <guest-path>; echo; grep -o '"valid": [a-z]*\|"problems": \[[^]]*\]\|"status": "[A-Z]*"' <guest-path> | head -20
cd /tmp && python3 -I -c 'import json,sys;d=json.load(open(sys.argv[1]));r=d["replay"]["details"];print([ (e.get("claim"),e.get("verdict"),e.get("returncode")) for e in r.get("example_checks",[])]); print([c.get("verdict") for c in r.get("claims",[])])' <guest-path>; pgrep -fa "geo-mcp|geo " || echo "no servers running"; ls <guest-path>
Earlier attempts (1)

Luna

Native agent · Checked operation passed

Checked operation /tmp/geo-venv/bin/geo audit --url https://example.com --format json

Agent-reported scope: geo audit --url https://example.com --format json

Run details
run
Auriti-Labs--geo-optimizer-skill-gpt-6-luna-1792970814810935343
date
Oct 25, 2026
time to working
64.2s
product hosting / execution
Local command in the guest
recorded operation scope
product operation
model
gpt-6-luna
agent / version
codex / codex-cli 0.163.0
platform
linux
reported cost
not reported (not assumed free)
Recorded source
https://github.com/Auriti-Labs/geo-optimizer-skill
Backend
hyperv
Tool transport
mcp-assigned-vm
Requested source pin (not an observed revision)
{"commit": "7e713aaebb7abde3cc5638b9c8d47f02a599877b", "url": "https://github.com/Auriti-Labs/geo-optimizer-skill"}
Test version
readme-a17389bda4cc696f9601c0c4ff1b2c16e23bfa1d907883b715ccdd9e92ddec56
revision
7e713aaebb7abde3cc5638b9c8d47f02a599877b
Whose fault: not assigned · resolved

Safety: Review signals: 1 connection review, 1 download and execute, 1 hardcoded secret, 7 known vulnerability.

Review signals: 1 connection review, 1 download and execute, 1 hardcoded secret, 7 known vulnerability.

Reviewed as expected for a test run: attempted writes that failed, so nothing was written; resolver address lookups that send no data.

Repository processes attempted these non-loopback connections; proxies can hide the final hostname. 104.20.23.154:443 7 attributed processes.

Source contains download and execute; review its purpose. install.sh

Gitleaks found a possible hardcoded secret; value withheld. frontend/scripts/indexnow-submit.mjs

OSV reports a known vulnerability in this dependency version. 2 distinct locations. 7 findings.

OSV scanned supported lockfiles; unpinned dependencies and unsupported formats are outside this check.

A short run cannot establish that code is safe.

Connections show IP addresses; proxies can hide the final hostname.

Tracing covers dispatched commands and their children, not the whole OS; guest root can interfere with tracing.

Full safety evidence →

Answers recorded for this run
  • The audit scores a site from 0 to 100 and returns prioritized fixes.: Real input produced the expected result: "score": 22

    Source: One command scores any website 0–100 on whether **ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews** can crawl it, understand it, and cite it — then tells you exactly what to fix.

    Input: https://example.com

    Expected: score and recommendations

    Command: /tmp/geo-venv/bin/geo audit --url https://example.com --format json

    Observed: "score": 22, "band": "critical", "error": null, "score_version": 2, "score_max": { "google_ai": 20, "robots": 14, "schema": 14, "content": 14, "brand_entity": 12, "meta": 11, "llms": 6, "signals": 6, "ai_discovery": 3 }, "google_ai": { "checked": true, "points": 13, "max_points": 20, "final_url": "https://example.com/", "checks": [ { "id": "G-INDEX", "status": "pass", "points": 5, "max_points": 5, "evidence": "HTTP 200, indexable, Googlebot allowed", "source_url": "https://

Examples

  • Run a JSON website audit: command completed successfully

    Source: README.md / Quick Start

    Input: https://example.com

    Expected: JSON score and prioritized recommendations

    Command: /tmp/geo-venv/bin/geo audit --url https://example.com --format json

    Observed: xity", "chatgpt", "claude" ], "truncation_risk": "none", "context_efficiency_score": 100 }, "instruction_readiness": { "checked": true, "labeled_buttons": 0, "unlabeled_buttons": 0, "action_clarity_score": 100, "total_inputs": 0, "labeled_inputs": 0, "typed_inputs": 0, "form_readability_score": 100, "nav_links": 0, "stateful_urls": false, "has_aria_live": false, "has_error_roles": false, "readiness_score": 60, "readiness_level": "ready" }, "http_status": 200, "page_size": 577, "audit_duration_ms": 916 }

Local or hosted: local

What the agent did

geo audit --url https://example.com --format json

pwd; id -u; python3 --version; rg --files -g 'README*' -g 'AGENTS.md' -g 'pyproject.toml' -g 'package.json' -g 'Makefile' -g '*.yml' -g '*.yaml' | head -80; sed -n '1,240p' README.md
sed -n '1,240p' pyproject.toml; find . -maxdepth 2 -type f | sort | head -100; rg --version 2>/dev/null || true
python3 -m venv /tmp/geo-venv && /tmp/geo-venv/bin/pip install -e .
geo audit --url https://example.com --format json
 /tmp/geo-venv/bin/geo audit --url https://example.com --format json
mkdir -p .coldpass; sed -n '1,180p' .github/workflows/ci.yml 2>/dev/null; find src/geo_optimizer -maxdepth 3 -type f | sort | head -100; sed -n '1,200p' docs/geo-audit.md
cat > .coldpass/probe.json <<'EOF'
{"kind":"cli","argv":["/tmp/geo-venv/bin/geo","audit","--url","https://example.com","--format","json"],"cwd":"<guest-path>","expected_text":"\"score\": 22"}
EOF
cat > .coldpass/claims.json <<'EOF'
[
 {"kind":"claim","claim":"The audit scores a site from 0 to 100 and returns prioritized fixes.","source":"One command scores any website 0–100 on whether **ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews** can crawl it, understand it, and cite it — then tells you exactly what to fix.","input":"https://example.com","expected":"score and recommendations","probe_kind":"cli","argv":["/tmp/geo-venv/bin/geo","audit","--url","https://example.com","--format","json"],"expected_text":"\"score\": 22","cwd":"<guest-path>"}
]
EOF
cat > .coldpass/examples.json <<'EOF'
[
 {"kind":"example","claim":"Run a JSON website audit","source":"README.md / Quick Start","input":"https://example.com","expected":"JSON score and prioritized recommendations","argv":["/tmp/geo-venv/bin/geo","audit","--url","https://example.com","--format","json"],"cwd":"<guest-path>","expected_text":"\"score\": 22"}
]
EOF
cat > .coldpass/cycles.json <<'EOF'
{"detected":false,"reason":"Inspected README commands and CLI entry points: the product offers one-shot audit and opt-in tracking commands; no product scheduler or automatic cycle trigger is documented. The documented audit runs on demand.","checks":[]}
EOF
<env-var>=<guest-path> python3 -I <guest-path> --validate --replay
cat > .coldpass/report.json <<'EOF'
{"outcome":"working","fault_owner":null,"operation":"geo audit --url https://example.com --format json","operation_scope":"One-shot audit against the public example.com site; Python 3.12.3 and editable project install in /tmp/geo-venv","steps":["Read README and confirmed Python requirement is 3.10+.","Created /tmp/geo-venv and installed the project with pip install -e .","Ran /tmp/geo-venv/bin/geo audit --url https://example.com --format json; it returned score 22, band critical, and actionable recommendations.","Recorded README claim, replay probe, examples, and cycle inspection; checker replay passed."],"deviations":["The unqualified geo command was not on PATH in a fresh shell (command not found); used the absolute venv entry point as required."],"stuck_step":null,"main_blocker":null,"plain_failure":null,"suggested_fix":null}
EOF