com.aidemos/catalogue

FutureSmart AI Demos

Search evidence-backed AI-tool reviews, rankings, use cases, comparisons & toolkits (read-only).

Endpointhttps://mcp.aidemos.com/mcp (streamable-http)
Registry version2.0.0
Now17 tools · grade C (71) · pin ts_da4a5f3061205ac242bab5a0afc2eb62 · protocol 2025-06-18
First / last listed2026-11-09 01:14 UTC / 2026-11-09 01:14 UTC
Grade over time2026-11-09: C (71), 17 tools

Is this your server? Own a server? ToolFit hosted watch re-checks it every 24 h ($0.25 per 30 days) or 6 h ($0.60) and sends you an HMAC-signed webhook when its tools or grade change: POST https://api.youraitools.co/toolfit/v1/watch. To opt out, see About & opt-out.

Timeline

First listing · 2026-11-09 01:14 UTC
17 tools, grade C (71)

Tools: answer list_use_cases list_rankings list_tools list_compares list_toolkits list_personas list_categories search tools_in_ranking rankings_for_tool get_persona get_tool get_ranking get_use_case get_evidence compare_tools

Current tools (17)

answerANSWER a buyer question in ONE call: which tool is best at a specific capability, with proof. Returns the resolved verdict our testing team's evidence supports — a named winner FOR THE ASKED CRITERION, every tested tool ranked with a comparable score /5, the CONDITIONS each result holds under (e.g. 'clean tables yes; nested headers no'), dissenting observations preserved as openable links, the tie
params: question, ranking, criterion, scenario
list_use_casesList published use-case pages (how-to guides): id, title, slug, url, persona, category, updated_at.
params: limit, offset
list_rankingsList published ranking pages ("best X"): id, title, slug, url, use_case, persona, category, tools_count, winner, tested_as_of, updated_at.
params: limit, offset
list_toolsList published AI tool pages: id, name, slug, url, domain, personas[], categories[].
params: limit, offset
list_comparesList published head-to-head comparison pages: id, title, slug, url, tool_a, tool_b, personas[], shared_use_cases[], updated_at.
params: limit, offset
list_toolkitsList published toolkit pages (curated bundles): id, title, slug, url, category.
params: limit, offset
list_personasList personas with published-page counts per type {use_cases, rankings, tools, compares, toolkits}. The slugs are valid input for get_persona.
params: none
list_categoriesList the category vocabulary in use with per-type counts and a source flag ("collection"|"derived"), sorted by total.
params: none
searchSearch the published catalogue across use cases, rankings, tools, comparisons, and toolkits. Returns ranked light refs [{ kind, id, title, slug, url, snippet, score, meta }] — then call get_tool / get_ranking / get_use_case for full detail. `mode`: keyword (substring), semantic (meaning, via embeddings — finds pages by what they cover), or hybrid (default, fuses both). Optional filters: type[], pe
params: query*, mode, type, persona, category, limit
tools_in_rankingGiven a ranking id, return the ranking {id,title,slug} and its ranked tools [{id,name,slug,url,rank,badge}] (badge: Best/Usable/Needs work/Unstable/Failed).
params: ranking_id*
rankings_for_toolGiven a tool id, return the tool {id,name,slug} and every ranking it appears in [{id,title,slug,url,use_case,rank,badge}].
params: tool_id*
get_personaGiven a persona slug (from list_personas), return everything tagged with it: persona, use_cases[], rankings[], compares[], toolkits[], tools[]. Mirrors a persona landing page.
params: slug*
get_toolFull tool detail as a JSON+Markdown envelope: identity, pricing, per-feature scores, fit, FAQ, relationships (JSON) + our_take / in-depth review (Markdown). Includes `proof`: real artifact URLs (input/output screenshots, recordings) from the runs that tested it, each with the /evidence permalink for the finding it proves — you can cite evidence from THIS call. null if unknown. Pass `fields` to pro
params: slug*, fields, proof
get_rankingFull ranking detail as a JSON+Markdown envelope: ranked tools (rank/badge/scores), criteria, winner, breakdown (JSON) + verdicts / final take (Markdown). Every ranked tool carries `proof`: real artifact URLs from the exact evidence run this page is bound to, each with the /evidence permalink for the finding it proves — verdict and proof arrive together, no second call needed to cite evidence. `pro
params: slug*, fields, proof
get_use_caseFull use-case detail as a JSON+Markdown envelope: step guide, pros/cons, FAQ, tools used (JSON) + the full narrative guide (Markdown, full_md). null if unknown. Pass `fields` to project to only the keys you need (token-efficient).
params: slug*, fields
get_evidenceQuery the evidence graph: observation cells (tool × test-scenario × criterion) → verdict, score, the researcher's note, and the REAL artifacts (input/output screenshots) that prove it. The ground truth behind every ranking — filter any combination of tool(s), scenario (slug, group tag, or name), criterion, verdict, or evidence state. evidence_state: "verified" = artifact-backed, "observed" = noted
params: tool, tools, ranking, scenario, criterion, verdict, evidence, limit
compare_toolsEvidence-aligned comparison of two tools, honesty enforced structurally: head_to_head (cells from the SAME test input — provable same-input comparison), related_not_same_input (same dimension, different runs — flagged), and each tool's unique evidence. Built from real observation cells with artifacts, not prose.
params: tool_a*, tool_b*, criterion

Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.