Elmo ↗
A broader open-source visibility application with cloud tiers and dashboard reporting is preferred.
← All toolsAnother direction / 01 Another direction / 02 Another direction / 03 Another direction / 04
The selection guideSource-backed research ↗
AI Search Monitoring / Open-source MCP AI visibility tracker
DigestSEO mcp-geo
Open-source MCP server for tracking brand citations across AI search surfaces
AI visibility measurementCitation intelligenceMCP integrationsSelf-hosted GEO operations
Why it stands out
Public implementation and MIT license make the deployment path inspectable.
Source review: · Public-source research, not a hands-on test
↗ Best for
Developers and technical SEO teams wanting local or self-hosted GEO workflows.
! Know before you buy
No checked source proves citation precision, score calibration, repeatability, customer satisfaction, causal visibility lift, traffic, or revenue outcomes.
01 / Editorial assessment
Is DigestSEO mcp-geo for you?
The AICiteKit take
mcp-geo is a credible technical option for teams that prefer an inspectable MCP workflow over a hosted visibility dashboard. Its repository documents local installation, configurable provider keys, privacy boundaries, npm distribution, and optional remote deployment; the official audit page adds a defined EUR 99 point-in-time diagnostic. Evidence is stronger for implementation and stated commercial scope than for efficacy: no checked source proves score calibration, citation accuracy, repeatability, customer satisfaction, traffic lift, or revenue impact. Run a bounded pilot with frozen prompts, providers, models, markets, raw answers, and citations.
A good fit if you are…
- Developers and technical SEO teams wanting local or self-hosted GEO workflows.
- MCP users who can supply and govern their own AI-provider credentials.
- Small agencies seeking a fixed-scope audit with prompt, competitor, and citation evidence.
Consider another option if…
- Buyers seeking a turnkey no-key SaaS dashboard.
- Organizations requiring independently audited visibility measurement or enterprise SLAs.
- Teams expecting guaranteed rankings, citations, traffic, or revenue outcomes.
02 / Scope, not promises
Features & coverage
- Documented surfaces
ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, and other configured providers; exact coverage depends on keys and returned results.
Archived research · Official repository and Glama checked 2026-10-30Research excerpt · Quick facts- Evidence workflow
Brand and competitor prompts, AI answers, mentions, citations, source evidence, visibility comparisons, and optional fixed-scope audit reporting.
Archived research · Official repository and audit page checked 2026-10-30Research excerpt · Workflow and core features- Public pricing
Self-hosting has no license fee; official audit page lists EUR 99 one time.
Archived research · Official audit page checked 2026-10-30Research excerpt · Pricing and limits
AI visibility and citation observations
Run configured prompts and inspect returned brand mentions, competitors, cited URLs, and provider evidence where available.
Local, self-hosted, and MCP deployment
Use the npm package locally or self-host a configured Worker, with provider credentials and operational controls owned by the operator.
Fixed-scope AI Visibility Audit
Request a EUR 99 one-time audit for one brand, up to three competitors, and 20 buyer-intent prompts; delivery and evidence boundaries must be confirmed.
Evidence boundary
No checked source establishes citation accuracy, customer satisfaction, causal lift, traffic, or revenue outcomes.
A focused evaluation workflow
- Define brand, aliases, competitors, prompts, providers, markets, and collection settings.
- Run MCP visibility tools and inspect returned answers, mentions, citations, and source evidence.
- Compare observations by prompt, provider, competitor, and date while recording configuration.
- Use the fixed-scope audit or repeat comparable local runs before interpreting change.
03 / Commercial boundaries
Pricing & limits
Terms below reflect the 2026-10-30 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
- Public pricing
Self-hosting has no license fee; official audit page lists EUR 99 one time.
Archived research · Official audit page checked 2026-10-30Research excerpt · Pricing and limits
- Delivery model
MIT-licensed local npm package, optional self-hosted Cloudflare Worker, and separate one-time audit service.
Archived research · Official repository and pages checked 2026-10-30Research excerpt · Quick facts
Additional costs & usage boundaries
- Delivery model
MIT-licensed local npm package, optional self-hosted Cloudflare Worker, and separate one-time audit service.
Archived research · Official repository and pages checked 2026-10-30Research excerpt · Quick facts
Your buying checklist
Get these answers first.
- Which providers, models, regions, languages, quotas, and result types are available in this deployment?
- What provider data-use, local storage, Worker secret, logging, retention, and deletion controls apply?
- How do automated mentions and citations compare with human adjudication on a stratified sample?
- What audit delivery, tax, revision, payment, and report-retention terms apply to the EUR 99 service?
Pricing context & qualifications
The official audit page checked 2026-10-30 lists EUR 99 one time for one brand/domain, up to three competitors, 20 buyer-intent prompts, and up to five configured surfaces where usable results are returned. Self-hosting is MIT-licensed but incurs operator costs.
04 / The tradeoffs
Strengths & weaknesses
Reasons to shortlist
- Public implementation and MIT license make the deployment path inspectable.
- Local execution and provider-key model provide a clearly documented privacy boundary.
- MCP, npm, and optional remote Worker paths support technical workflows.
- The EUR 99 audit has explicit prompt, competitor, and evidence scope.
Reasons to pause
- No independent product-rating sample or controlled efficacy benchmark was found.
- Provider, model, region, language, quota, retention, and result-completeness boundaries require validation.
- Self-hosting transfers infrastructure, provider, security, and operations costs to the buyer.
- The paid audit is a point-in-time diagnostic, not an implementation service or outcome guarantee.
No checked source proves citation precision, score calibration, repeatability, customer satisfaction, causal visibility lift, traffic, or revenue outcomes.
05 / Choose by the job
Alternatives to consider
Editorial fit comparisons—not performance rankings or claims that one option always wins.
Cheap Seats ↗
A smaller self-hosted open-source workflow is preferred.
CiteLadder ↗
Site health and reviewable AI-readiness actions matter more than MCP provider orchestration.
GEO Metrics ↗
A hosted monitoring dashboard and agency reporting are preferred.
06 / What we can substantiate
Reviews & evidence
Public evidence is stronger for product identity, implementation, deployment, and stated audit scope than for customer satisfaction or measurement efficacy.
AICiteKit assessment: public-source research, not a hands-on product test. Official materials establish stated scope; reviews are dated and may concern the broader platform. Neither establishes guaranteed citations, traffic or revenue.
Sources & original verification dates
| Source | Evidence type | Checked |
|---|---|---|
| mcp-geo GitHub repository ↗ | Public vendor-controlled MIT implementation | |
| DigestSEO mcp-geo landing page ↗ | Official product page | |
| mcp-geo AI Visibility Audit ↗ | Official pricing and service page | |
| Glama GEO MCP listing ↗ | Independent MCP catalog metadata; not efficacy validation | |
| MCP Registry reference ↗ | Public registry discovery signal; not product validation |
Original review evidence & date context
Preserved from the published research. Dates, review counts and product-scope qualifications below have not been refreshed by this layout migration.
Medium confidence for product identity, implementation, self-hosting, and public audit terms; low confidence for citation accuracy, calibration, repeatability, customer satisfaction, traffic, and revenue outcomes.
Research notes & unresolved discrepancies
- Glama is independent catalog corroboration, not a product test or rating sample.
- MCP Registry presence is a discovery signal, not independent efficacy validation.
- No product-specific independent hands-on test or controlled outcome study was found.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.