Summary
Plugs real-time AI ecosystem intel into Claude Desktop and any MCP client. Eight free tools give you same-day news from 36 sources, live service status for Anthropic/OpenAI/Google/Mistral, current model pricing across providers, measured API latency, and a snapshot of which AI bots are crawling the web right now. Premium tier adds fourteen paid tools (USDC on Base, pay per call) for smart model routing, price history series, cost projection across workloads, full-text news search, and webhook watches that fire when a price changes or a service goes down. AFTA-certified with no-charge guarantees on stale data and signed receipts. Useful when your agent needs to know what's broken, what's new, or which model to pick for a task today.
Install to Claude Code
verifiedclaude mcp add --transport http mcp-server https://mcp.tensorfeed.ai/mcpRun in your terminal. Add --scope user to make it available in every project.
Review the command, arguments, and environment values before installing — MCP servers run with your local permissions.
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Verified live against the running server on Jun 10, 2026.
verified live32 tools
get_news_articlesGet the latest AI news articles aggregated from 12+ sources (Anthropic, OpenAI, Google, HuggingFace, TechCrunch, The Verge, Hacker News, etc). Polled every 10 min, deduplicated, sanitized for prompt injection. Returns up to 200 articles with title, snippet, source, and publish...2 params
Get the latest AI news articles aggregated from 12+ sources (Anthropic, OpenAI, Google, HuggingFace, TechCrunch, The Verge, Hacker News, etc). Polled every 10 min, deduplicated, sanitized for prompt injection. Returns up to 200 articles with title, snippet, source, and publish...
Parameters* required
limitnumberMax articles to return (1-200)default: 25
categorystringOptional category filter (e.g. models, business, research)
get_status_summaryGet the live operational status of every major AI service tracked by TensorFeed (Claude, ChatGPT, Gemini, Perplexity, Cohere, Mistral, HuggingFace, Replicate, Midjourney, etc). Polled every 2 min. Returns operational | degraded | down per service plus the most recent incident.
Get the live operational status of every major AI service tracked by TensorFeed (Claude, ChatGPT, Gemini, Perplexity, Cohere, Mistral, HuggingFace, Replicate, Midjourney, etc). Polled every 2 min. Returns operational | degraded | down per service plus the most recent incident.
No parameters — call it with no arguments.
get_modelsGet the model pricing and specs catalog across providers (Anthropic, OpenAI, Google, Meta, Mistral, Cohere, etc). Includes per-token pricing, context windows, capabilities, deprecation flags. Refreshed daily.
Get the model pricing and specs catalog across providers (Anthropic, OpenAI, Google, Meta, Mistral, Cohere, etc). Includes per-token pricing, context windows, capabilities, deprecation flags. Refreshed daily.
No parameters — call it with no arguments.
get_cve_recordLook up a single CVE Record v5.2 from the MITRE CVE List by ID (e.g. CVE-2024-3094). Lazy-fetched and cached 7 days. License: MITRE CVE Terms of Use, commercial redistribution permitted; the response includes the standard attribution block.1 params
Look up a single CVE Record v5.2 from the MITRE CVE List by ID (e.g. CVE-2024-3094). Lazy-fetched and cached 7 days. License: MITRE CVE Terms of Use, commercial redistribution permitted; the response includes the standard attribution block.
Parameters* required
cve_id*stringCVE identifier in CVE-YYYY-NNNNN form, case-insensitive
get_kev_catalogGet the CISA Known Exploited Vulnerabilities (KEV) catalog. Returns the most recent N entries plus catalog metadata. Refreshed daily at 06:30 UTC. License: US Government public domain. ~1500 actively-exploited CVEs.1 params
Get the CISA Known Exploited Vulnerabilities (KEV) catalog. Returns the most recent N entries plus catalog metadata. Refreshed daily at 06:30 UTC. License: US Government public domain. ~1500 actively-exploited CVEs.
Parameters* required
limitnumberTop-N most-recent entries (1-50)default: 25
get_epss_scoreGet the EPSS (Exploit Prediction Scoring System) probability for one CVE, sourced from FIRST.org. Returns the daily probability (0-1) that the CVE will be exploited in the next 30 days plus a percentile rank. License: FIRST.org free-for-any-use.1 params
Get the EPSS (Exploit Prediction Scoring System) probability for one CVE, sourced from FIRST.org. Returns the daily probability (0-1) that the CVE will be exploited in the next 30 days plus a percentile rank. License: FIRST.org free-for-any-use.
Parameters* required
cve_id*stringCVE identifier in CVE-YYYY-NNNNN form
get_osv_advisory_for_packageCross-ecosystem vulnerability advisory lookup via OSV.dev. Given an ecosystem (PyPI, npm, Go, crates.io, Maven, NuGet, RubyGems, Packagist, etc) and a package name (optional version), returns advisories affecting that package. License: Apache 2.0.3 params
Cross-ecosystem vulnerability advisory lookup via OSV.dev. Given an ecosystem (PyPI, npm, Go, crates.io, Maven, NuGet, RubyGems, Packagist, etc) and a package name (optional version), returns advisories affecting that package. License: Apache 2.0.
Parameters* required
name*stringPackage name
versionstringOptional package version
ecosystem*stringOSV ecosystem identifier (PyPI, npm, Go, crates.io, etc)
get_osv_advisory_by_idLook up a single OSV.dev advisory by ID. Accepts GHSA / CVE / PYSEC / RUSTSEC / GO / OSV / DSA / ALPINE / DEBIAN / UBUNTU and other documented identifier prefixes. License: Apache 2.0.1 params
Look up a single OSV.dev advisory by ID. Accepts GHSA / CVE / PYSEC / RUSTSEC / GO / OSV / DSA / ALPINE / DEBIAN / UBUNTU and other documented identifier prefixes. License: Apache 2.0.
Parameters* required
id*stringAdvisory ID, e.g. GHSA-r75f-5x8p-qvmc or CVE-2024-3094
check_ai_supply_chain_riskCheck the TensorFeed AI/MCP/LLM supply-chain IOC feed. Returns publicly-disclosed malicious npm/PyPI packages whose name or summary signals relevance to AI agent operators. With no args, returns the whole snapshot (typically a small number of entries). With "package_name", ret...2 params
Check the TensorFeed AI/MCP/LLM supply-chain IOC feed. Returns publicly-disclosed malicious npm/PyPI packages whose name or summary signals relevance to AI agent operators. With no args, returns the whole snapshot (typically a small number of entries). With "package_name", ret...
Parameters* required
ecosystemstringOptional ecosystem filter: "npm" or "pip"
package_namestringOptional case-insensitive substring of the package name (e.g. "mistralai" or "@mistralai/mistralai-gcp"). If omitted, returns all current entries.
check_agent_reputationLook up an agent's public reputation card from the TensorFeed Agent Reputation Bureau. Takes a wallet (0x + 40 hex) OR a token_prefix (first 16 chars of a tf_live_ bearer). Returns the full ReputationCard: composite + sub-metric ranks (reliability, spend, activity, streak), tr...2 params
Look up an agent's public reputation card from the TensorFeed Agent Reputation Bureau. Takes a wallet (0x + 40 hex) OR a token_prefix (first 16 chars of a tf_live_ bearer). Returns the full ReputationCard: composite + sub-metric ranks (reliability, spend, activity, streak), tr...
Parameters* required
walletstringEIP-55 or lowercased EOA wallet address (0x + 40 hex). Mutually exclusive with token_prefix.
token_prefixstringFirst 16 chars of a tf_live_ bearer token (e.g. "tf_live_18e54f47"). Mutually exclusive with wallet.
search_agent_directorySearch the TensorFeed Agent Self-Directory for hireable AI agents. Filter by skill (from a controlled vocab including research, data-analysis, coding, content-writing, voice-acting, image-generation, etc), service_area (research/data/coding/writing/voice/image/video/other), la...8 params
Search the TensorFeed Agent Self-Directory for hireable AI agents. Filter by skill (from a controlled vocab including research, data-analysis, coding, content-writing, voice-acting, image-generation, etc), service_area (research/data/coding/writing/voice/image/video/other), la...
Parameters* required
limitnumberMax results to return (1-25, default 25).
skillstringFilter by a single skills_tag (must be in controlled vocab).
languagestringBCP 47 language code (e.g. en, ja, es-MX).
max_ratenumberMaximum hourly_rate_max_usd (operators with no rate set are NOT filtered out).
verifiedbooleanOnly verified-hireable operators (active $5/30d badge).
availablebooleanOnly operators self-declaring as available_for_hire.
service_areastringFilter by service_area (research|data|coding|writing|voice|image|video|other).
min_experiencenumberMinimum years_experience (operators with no value set ARE filtered out).
get_verified_hireable_statusLook up whether a specific wallet has an active verified-hireable subscription on the TensorFeed Agent Directory. Returns { verified_hireable: bool, verified_hireable_until?: ISO } for a given wallet. Useful for downstream marketplaces or peer agents who want to confirm a publ...1 params
Look up whether a specific wallet has an active verified-hireable subscription on the TensorFeed Agent Directory. Returns { verified_hireable: bool, verified_hireable_until?: ISO } for a given wallet. Useful for downstream marketplaces or peer agents who want to confirm a publ...
Parameters* required
wallet*stringEIP-55 or lowercased wallet address (0x + 40 hex).
list_directory_skillsReturn the distribution of skill tags across all active operator claims on the TensorFeed Agent Directory. Sorted by count desc. Useful for agents discovering what kinds of work other operators advertise on TF, OR for agent-marketplaces wanting to mirror TF's controlled vocab.
Return the distribution of skill tags across all active operator claims on the TensorFeed Agent Directory. Sorted by count desc. Useful for agents discovering what kinds of work other operators advertise on TF, OR for agent-marketplaces wanting to mirror TF's controlled vocab.
No parameters — call it with no arguments.
check_free_tier_statusCheck the caller IP's free premium-API trial quota. TensorFeed gives 100 free /api/premium/* calls per IP per 24h rolling window with no auth required. This tool returns used_today, remaining, and resets_at without consuming a quota slot. Use it before deciding whether to make...
Check the caller IP's free premium-API trial quota. TensorFeed gives 100 free /api/premium/* calls per IP per 24h rolling window with no auth required. This tool returns used_today, remaining, and resets_at without consuming a quota slot. Use it before deciding whether to make...
No parameters — call it with no arguments.
submit_wantlist_itemSubmit a wantlist entry telling TensorFeed what data you wish was served. Aggregated patterns inform TF's pipeline priorities. Anonymous by default, no PII collected, items expire after 30 days. Per-IP rate limit 5 submissions per 24h. Signal collector, not a contract.4 params
Submit a wantlist entry telling TensorFeed what data you wish was served. Aggregated patterns inform TF's pipeline priorities. Anonymous by default, no PII collected, items expire after 30 days. Per-IP rate limit 5 submissions per 24h. Signal collector, not a contract.
Parameters* required
topic*stringShort label for the data category, e.g. "real estate records" or "crypto on-chain treasury"
description*string1 to 2 sentences explaining the use case. Max 500 chars.
request_typestringWhat kind of thing you want. Defaults to "other" if omitted.one of
data_source · endpoint · tool · mcp · integration · othercontact_optionalstringOptional contact for follow-up. Leave blank to stay anonymous.
register_free_watchRegister a free webhook subscription. TensorFeed POSTs HMAC-signed deliveries to your callback_url when the watch spec fires (price drop, status change, leaderboard rank shift, macro indicator threshold crossing, etc). 5 watches per IP, 25 fires per watch, 30-day TTL. Same del...4 params
Register a free webhook subscription. TensorFeed POSTs HMAC-signed deliveries to your callback_url when the watch spec fires (price drop, status change, leaderboard rank shift, macro indicator threshold crossing, etc). 5 watches per IP, 25 fires per watch, 30-day TTL. Same del...
Parameters* required
spec*objectWatch spec. Examples: { type: "price", model: "opus-4-7", field: "blended", op: "lt", threshold: 50 }; { type: "status", provider: "openai", op: "becomes", value: "down" }; { type: "leaderboard_rank", provider: "anthropic", op: "drops_below", threshold: 3 }; { type: "macro_indicator", source: "fred", series_id: "T10Y2Y", metric: "value", op: "crosses", threshold: 0 }; { type: "digest", cadence: "daily" }.
secretstringOptional shared secret for HMAC-SHA256 signing. If omitted, TensorFeed generates a 32-hex secret and returns it once.
fire_capnumberOptional cap on total fires for this watch. Capped at 25 for free tier; smaller values honored.
callback_url*stringHTTPS URL to receive POST deliveries. Must NOT be private/localhost (SSRF guarded).
search_sec_edgarLucene-style full-text search across the entire SEC EDGAR public-filings corpus since the 1990s. Forms include 10-K (annual), 10-Q (quarterly), 8-K (current event), DEF 14A (proxy), S-1 (IPO), 13F (institutional holdings), and ~70+ others. License: US Government public domain....5 params
Lucene-style full-text search across the entire SEC EDGAR public-filings corpus since the 1990s. Forms include 10-K (annual), 10-Q (quarterly), 8-K (current event), DEF 14A (proxy), S-1 (IPO), 13F (institutional holdings), and ~70+ others. License: US Government public domain....
Parameters* required
q*stringSearch query (Lucene syntax supported)
enddtstringEnd date YYYY-MM-DD
formsstringComma-separated form types (e.g. "10-K,10-Q,8-K")
limitnumberMax hits (1-50)default: 10
startdtstringStart date YYYY-MM-DD
get_sec_submissionsGet entity metadata + recent filings for one company by CIK. Accepts canonical zero-padded CIK ("0000320193"), bare numeric ("320193"), or "CIK0000320193" prefixed. Returns full company profile (name, tickers, exchanges, EIN, SIC, addresses) plus the most-recent ~1000 filings....1 params
Get entity metadata + recent filings for one company by CIK. Accepts canonical zero-padded CIK ("0000320193"), bare numeric ("320193"), or "CIK0000320193" prefixed. Returns full company profile (name, tickers, exchanges, EIN, SIC, addresses) plus the most-recent ~1000 filings....
Parameters* required
cik*stringCIK in any zero-padding form, or CIK-prefixed
lookup_sec_company_tickerResolve a stock ticker symbol (e.g. AAPL, MSFT, NVDA) or numeric CIK to the canonical SEC entity record. Returns ticker, CIK, company name, and exchange. Pair with get_sec_submissions to retrieve filings. License: US Government public domain.1 params
Resolve a stock ticker symbol (e.g. AAPL, MSFT, NVDA) or numeric CIK to the canonical SEC entity record. Returns ticker, CIK, company name, and exchange. Pair with get_sec_submissions to retrieve filings. License: US Government public domain.
Parameters* required
ticker_or_cik*stringTicker symbol (case-insensitive) or numeric CIK
query_fda_drug_eventsQuery the FDA FAERS adverse event reports database. Returns drug-event records with patient demographics, drug names, reaction terms (MedDRA-coded), outcomes, and seriousness flags. Uses openFDA Lucene-style search syntax (e.g. "patient.drug.medicinalproduct:aspirin"). License...4 params
Query the FDA FAERS adverse event reports database. Returns drug-event records with patient demographics, drug names, reaction terms (MedDRA-coded), outcomes, and seriousness flags. Uses openFDA Lucene-style search syntax (e.g. "patient.drug.medicinalproduct:aspirin"). License...
Parameters* required
skipnumberPagination offset (0-25000)default: 0
sortstringSort by field (e.g. receivedate:desc)
limitnumberMax records to return (1-100)default: 10
searchstringopenFDA Lucene-style search expression. Examples: patient.drug.medicinalproduct:aspirin, patient.reaction.reactionmeddrapt:headache+AND+receivedate:[20240101+TO+20251231]
query_fda_drug_labelsQuery the FDA structured product labeling (SPL) database for prescription and OTC drugs. Returns indications, dosage, warnings, contraindications, adverse reactions, and pharmacology sections. License: openFDA CC0 1.0; commercial redistribution permitted.4 params
Query the FDA structured product labeling (SPL) database for prescription and OTC drugs. Returns indications, dosage, warnings, contraindications, adverse reactions, and pharmacology sections. License: openFDA CC0 1.0; commercial redistribution permitted.
Parameters* required
skipnumberPagination offset (0-25000)default: 0
sortstringSort by field
limitnumberMax records to return (1-100)default: 10
searchstringopenFDA Lucene-style search expression. Examples: openfda.brand_name:tylenol, openfda.generic_name:metformin
query_fda_drug_recallsQuery the FDA drug enforcement (recall) database. Returns recall classification (Class I/II/III), reason, distribution, product description, and voluntary/mandatory flag. License: openFDA CC0 1.0; commercial redistribution permitted.4 params
Query the FDA drug enforcement (recall) database. Returns recall classification (Class I/II/III), reason, distribution, product description, and voluntary/mandatory flag. License: openFDA CC0 1.0; commercial redistribution permitted.
Parameters* required
skipnumberPagination offset (0-25000)default: 0
sortstringSort by field (e.g. report_date:desc)
limitnumberMax records to return (1-100)default: 10
searchstringopenFDA Lucene-style search expression. Examples: classification:"Class+I", reason_for_recall:contamination
query_fda_food_recallsQuery the FDA food enforcement (recall) database covering food products distributed in the US. Same shape as drug recalls. License: openFDA CC0 1.0; commercial redistribution permitted.4 params
Query the FDA food enforcement (recall) database covering food products distributed in the US. Same shape as drug recalls. License: openFDA CC0 1.0; commercial redistribution permitted.
Parameters* required
skipnumberPagination offset (0-25000)default: 0
sortstringSort by field (e.g. report_date:desc)
limitnumberMax records to return (1-100)default: 10
searchstringopenFDA Lucene-style search expression. Examples: reason_for_recall:listeria, classification:"Class+I"
query_fda_device_eventsQuery the FDA MAUDE medical device adverse event reports database. Returns device identifiers, problem codes, event narratives, patient outcomes. Useful for safety signal detection on FDA-cleared devices. License: openFDA CC0 1.0; commercial redistribution permitted.4 params
Query the FDA MAUDE medical device adverse event reports database. Returns device identifiers, problem codes, event narratives, patient outcomes. Useful for safety signal detection on FDA-cleared devices. License: openFDA CC0 1.0; commercial redistribution permitted.
Parameters* required
skipnumberPagination offset (0-25000)default: 0
sortstringSort by field
limitnumberMax records to return (1-100)default: 10
searchstringopenFDA Lucene-style search expression. Examples: device.brand_name:medtronic, device.generic_name:pacemaker
get_eia_seriesGet a US Energy Information Administration time-series. Curated routes: petroleum/pri/spt (WTI/Brent crude spot prices), petroleum/pri/gnd (US retail gasoline), natural-gas/pri/sum (Henry Hub + retail nat gas), electricity/retail-sales (by state and sector), electricity/electr...4 params
Get a US Energy Information Administration time-series. Curated routes: petroleum/pri/spt (WTI/Brent crude spot prices), petroleum/pri/gnd (US retail gasoline), natural-gas/pri/sum (Henry Hub + retail nat gas), electricity/retail-sales (by state and sector), electricity/electr...
Parameters* required
endstringEnd date YYYY-MM-DD
route*stringOne of: petroleum/pri/spt, petroleum/pri/gnd, natural-gas/pri/sum, electricity/retail-sales, electricity/electric-power-operational-data, total-energy
startstringStart date YYYY-MM-DD
lengthnumberMax records (1-5000)default: 100
get_arxiv_recentGet the 50 most recent arXiv submissions in cs.AI / cs.LG / cs.CL / cs.CV, sorted by submission date. Each entry carries arxivId (no version suffix), version, title, abstract, authors, primary category, all categories, publishedAt, updatedAt, htmlUrl, pdfUrl, and doi. Refreshe...1 params
Get the 50 most recent arXiv submissions in cs.AI / cs.LG / cs.CL / cs.CV, sorted by submission date. Each entry carries arxivId (no version suffix), version, title, abstract, authors, primary category, all categories, publishedAt, updatedAt, htmlUrl, pdfUrl, and doi. Refreshe...
Parameters* required
limitnumberMax papers to return (1-50). Default 25.default: 25
get_ai_trending_papersGet the daily curated AI/ML trending papers from Semantic Scholar, ranked by citation count. Five fan-out queries (large language model, transformer, RLHF, AI agents, diffusion model), deduped by paperId, top 30 returned. Each entry carries paperId, title, abstract, authors, y...1 params
Get the daily curated AI/ML trending papers from Semantic Scholar, ranked by citation count. Five fan-out queries (large language model, transformer, RLHF, AI agents, diffusion model), deduped by paperId, top 30 returned. Each entry carries paperId, title, abstract, authors, y...
Parameters* required
limitnumberMax papers to return (1-30). Default 15.default: 15
get_hf_daily_papersGet Hugging Face's editor-curated daily AI/ML papers feed with community upvotes and discussion counts. Each entry carries paperId, title (sanitized), summary, authors, publishedAt, submittedAt, upvotes, num_comments, thumbnail, hf_url, arxiv_url (when arxiv-style), github_rep...1 params
Get Hugging Face's editor-curated daily AI/ML papers feed with community upvotes and discussion counts. Each entry carries paperId, title (sanitized), summary, authors, publishedAt, submittedAt, upvotes, num_comments, thumbnail, hf_url, arxiv_url (when arxiv-style), github_rep...
Parameters* required
limitnumberMax papers to return (1-50). Default 20.default: 20
get_weather_alertsGet active US weather alerts from the National Weather Service. US-only coverage. Filter by 2-letter state code (area), exact event name (e.g. 'Tornado Warning', 'Heat Advisory'), severity (Extreme | Severe | Moderate | Minor | Unknown), urgency (Immediate | Expected | Future...6 params
Get active US weather alerts from the National Weather Service. US-only coverage. Filter by 2-letter state code (area), exact event name (e.g. 'Tornado Warning', 'Heat Advisory'), severity (Extreme | Severe | Moderate | Minor | Unknown), urgency (Immediate | Expected | Future...
Parameters* required
areastring2-letter US state or territory code (CA, TX, PR, etc). Optional.
eventstringExact NWS event name (e.g. "Tornado Warning", "Heat Advisory"). Optional.
limitnumberMax alerts to return (1-500). Default 50.default: 50
statusstringOne of: actual, exercise, system, test, draft. Optional.
urgencystringOne of: Immediate, Expected, Future, Past, Unknown. Optional.
severitystringOne of: Extreme, Severe, Moderate, Minor, Unknown. Optional.
get_recent_earthquakesGet recent earthquakes from the US Geological Survey's pre-built summary feeds. Choose a magnitude bucket (significant | 4.5 | 2.5 | 1.0 | all) and a time window (hour | day | week | month). Returns a flattened list with id, magnitude, place, time (ISO 8601), depth_km, longitu...3 params
Get recent earthquakes from the US Geological Survey's pre-built summary feeds. Choose a magnitude bucket (significant | 4.5 | 2.5 | 1.0 | all) and a time window (hour | day | week | month). Returns a flattened list with id, magnitude, place, time (ISO 8601), depth_km, longitu...
Parameters* required
limitnumberMax earthquakes to return (1-500). Default 50.default: 50
periodstringTime window. One of: hour, day, week, month. Default day.default: day
magnitudestringMagnitude bucket. One of: significant, 4.5, 2.5, 1.0, all. Default 4.5.default: 4.5
get_agent_opportunitiesGet TensorFeed's daily scan of new repositories across the AI agent ecosystem (Anthropic, OpenAI, Microsoft, ModelContextProtocol, HuggingFace, LangChain, frontier labs) plus recent MCP/x402/skills keyword sweeps. Each opportunity includes the GitHub repo path, description, st...2 params
Get TensorFeed's daily scan of new repositories across the AI agent ecosystem (Anthropic, OpenAI, Microsoft, ModelContextProtocol, HuggingFace, LangChain, frontier labs) plus recent MCP/x402/skills keyword sweeps. Each opportunity includes the GitHub repo path, description, st...
Parameters* required
limitnumberMax opportunities to return (1-25)default: 10
signalstringOptional filter to one signal source. One of: anthropic-org, openai-org, microsoft-org, mcp-org, huggingface-org, langchain-org, frontier-labs, mcp-keyword, x402-keyword, skill-keyword, vertical-pattern.
route_verdictPREMIUM (1 credit, Authorization: Bearer tf_live_... required). The signed model-routing decision: for a task (code, reasoning, creative, general) or a named model, returns the single best model to use right now, fusing pricing, benchmark capability discounted for contaminatio...5 params
PREMIUM (1 credit, Authorization: Bearer tf_live_... required). The signed model-routing decision: for a task (code, reasoning, creative, general) or a named model, returns the single best model to use right now, fusing pricing, benchmark capability discounted for contaminatio...
Parameters* required
taskstringOne of code, reasoning, creative, general. Provide task or model.
modelstringCanonical model id or display name to narrow the verdict to one model.
exclude_deprecatedstringDefault true. Pass "false" to keep deprecated or sunsetted models.
max_latency_p95_msnumberDrop candidates whose measured p95 latency exceeds this floor.
require_operationalstringDefault true. Pass "false" to keep candidates known down or in failover.
TensorFeed MCP Server
The official Model Context Protocol server for TensorFeed.ai. Plugs into Claude Desktop, Claude Code, Cursor, and any MCP-compatible client. Gives your agent real-time AI ecosystem data through 24 sharp tools: free data tools, eight signed verdict decisions with free previews, and premium tools paid per call in USDC on Base.
// claude_desktop_config.json
{
"mcpServers": {
"tensorfeed": {
"command": "npx",
"args": ["-y", "@tensorfeed/mcp-server"]
}
}
}
That's it. Restart Claude Desktop and ask: "What's happening in AI today?" or "Is Claude down right now?"
Why this exists
Most AI agents have a knowledge cutoff in the past. This MCP server gives them a window into:
- What's broken right now in the AI stack (Anthropic, OpenAI, Google, Mistral, others)
- What's new in the last 24 hours across 36+ news sources
- Current model pricing across every major provider
- Live AI bot traffic to a real production site (who's crawling, who's buying tokens)
- Smart model routing ("which model is best for THIS task right now")
- Cost projection before you commit to a workload
- Webhook watches that fire when a price changes or a service drops
The premium tools are paid per call in USDC on Base. No subscription, no signup, no API key emails. Buy a few credits, get a bearer token, agent uses it. The whole thing is Agent Fair-Trade Agreement certified: code-enforced no-charge on errors, breaker, schema-fail, and stale data; Ed25519-signed receipts on every paid call.
Hosted remote endpoint (no install)
Prefer not to run a local process? The same TensorFeed data is served from a hosted Streamable HTTP MCP endpoint with a curated 33-tool subset (31 free + 2 premium), and its premium tools are payable per call with nothing but a funded USDC wallet: no account, no signup, no API key.
| Surface | URL |
|---|---|
| Canonical endpoint | https://mcp.tensorfeed.ai/mcp |
| Same endpoint, legacy path | https://tensorfeed.ai/api/mcp |
| Strict x402 transport (for auto-pay wrappers) | https://mcp.tensorfeed.ai/mcp?x402=strict |
// Any MCP client with an HTTP transport
{
"mcpServers": {
"tensorfeed": { "type": "http", "url": "https://mcp.tensorfeed.ai/mcp" }
}
}
GET the endpoint for machine-readable discovery info. POST a JSON-RPC 2.0 envelope for initialize, tools/list, tools/call, and ping. The hosted catalog leans broader than this stdio package (SEC EDGAR full-text search, openFDA, EIA energy data, USGS earthquakes, NWS weather alerts, AI papers, agent-ecosystem scans).
Paying hosted premium tools with a wallet (x402): route_verdict (the signed model-routing decision) and whats_new (the full AFTA-signed morning brief) cost 1 credit ($0.02 in USDC, Base or Solana) per call. Call the tool unpaid to receive the canonical x402 payment requirements (the accepts array), sign, and retry with the base64 payload in the payment argument, or send it as an X-PAYMENT header. x402 auto-pay client wrappers should use the strict URL: unpaid premium calls there return a real HTTP 402 with a PAYMENT-REQUIRED header, and settled responses carry a PAYMENT-RESPONSE header plus the AFTA-signed receipt. Bearer credits tokens work on the hosted endpoint too. No USDC yet? Free trial credits via a wallet signature at https://tensorfeed.ai/api/payment/trial-credits.
Free tools
No token required for the data tools; the three account utilities are free but scoped to your token.
| Tool | Description |
|---|---|
get_ai_news | Latest AI news from 15+ sources (Anthropic, OpenAI, Google, TechCrunch, arXiv, more) in one feed |
find_tensorfeed_data | Discovery tool: describe a data need in plain language, get the best matching TensorFeed endpoints |
get_ai_status | Real time operational status of major AI services (Claude, OpenAI, Gemini, Mistral, Cohere, more) |
is_service_down | Check whether one named AI service is operational, degraded, or down, with component detail |
get_model_pricing | Cross provider AI model pricing: input/output price per 1M tokens, context window, release date |
account_status | Your token's credit balance plus recent per endpoint usage (requires token, free) |
list_watches | List the active webhook watches owned by your token (requires token, free) |
delete_watch | Delete one of your webhook watches by id (requires token, free) |
The rest of TensorFeed's 100+ endpoints stay reachable through find_tensorfeed_data, which returns the matching endpoint URLs your agent can call over plain HTTP.
Premium and tiered tools
Set TENSORFEED_TOKEN to enable paid calls. Two pricing mechanics, both visible in each tool's own description:
- The eight verdict tools take a
tierparameter:tier="preview"(default) is free at 10 calls per IP per day,tier="full"costs 1 credit ($0.02) and adds the full ranking plus an AFTA-signed receipt. - The series tools take a
daysparameter: days 1 to 7 are free, days 8 to 90 are paid.
| Tool | Cost | Description |
|---|---|---|
route_verdict | Preview free, full 1 credit | Signed best fit model decision fusing pricing, benchmarks, usage, latency, and incident state |
provider_reliability_verdict | Preview free, full 1 credit | Signed ruling on the most dependable and riskiest AI provider from TensorFeed's own latency probes |
x402_settlement_verdict | Preview free, full 1 credit | Signed verdict on x402 USDC settlement market momentum and concentration on Base |
x402_publisher_verdict | Preview free, full 1 credit | Signed trust verdict on one x402 publisher domain's settlement activity |
stack_safety_verdict | Preview free, full 1 credit | Deploy gate (BLOCK/HOLD/PASS/UNKNOWN) for an AI software stack against CVEs and CISA KEV |
benchmark_trust_verdict | Preview free, full 1 credit | Signed ruling on whether an AI benchmark is still trustworthy or saturated/contaminated |
failover_verdict | Preview free, full 1 credit | Signed ruling on the best operational provider to fail over to when one is degraded |
ssvc_verdict | Preview free, full 1 credit | Signed SSVC patch urgency decision for one CVE using the CISA SSVC decision tree |
pricing_series | Days 1-7 free, 8-90 1 credit | Daily price points for one AI model over a window, with min/max/delta summary |
benchmark_series | Days 1-7 free, 8-90 1 credit | Daily benchmark scores for one model and benchmark over a window |
status_uptime | Days 1-7 free, 8-90 1 credit | Daily uptime rollup for one provider with operational/degraded/down day counts |
status_leaderboard | Days 1-7 free, 8-90 3 credits | Cross provider uptime leaderboard ranked by uptime percent, from minute resolution counters |
whats_new | 1 credit | Everything that changed in AI recently: pricing moves, new models, incidents, top news |
compare_models | 1 credit | Side by side pricing, benchmarks, status, and news for 2 to 5 models with rankings |
provider_deepdive | 3 credits, strict premium | Everything about one AI provider: status, every model priced and benchmarked, news, traffic |
create_watch | 1 credit at registration | Register a webhook watch for a price change, status transition, digest, or rank threshold |
Buy credits in USDC on Base at tensorfeed.ai/developers/agent-payments. Volume tiers: 10% off at $5, 25% off at $30, 40% off at $200. First payment from a new wallet gets a 50-credit welcome bonus.
// claude_desktop_config.json — premium config
{
"mcpServers": {
"tensorfeed": {
"command": "npx",
"args": ["-y", "@tensorfeed/mcp-server"],
"env": {
"TENSORFEED_TOKEN": "tf_live_..."
}
}
}
}
Setup with other MCP clients
The same command + args + env block works in Claude Code, Cursor, Continue, Cline, Zed, and Goose. Anywhere that takes a stdio MCP server config, this drops in.
Run standalone for testing:
npx @tensorfeed/mcp-server
# with premium tools enabled:
TENSORFEED_TOKEN=tf_live_... npx @tensorfeed/mcp-server
Example queries
Free tier:
- "What's happening in AI today?"
- "Is Claude down right now?"
- "Compare pricing between Claude Opus and GPT-4o"
- "What's the latency on Anthropic's API right now?"
- "Which AI bots are most active on the web today?"
Premium tier (with TENSORFEED_TOKEN set):
- "Recommend the cheapest AI model for code generation under $5 per million tokens"
- "Show the price history of Claude Opus 4.7 over the last 30 days"
- "What's Anthropic's uptime this month?"
- "Project monthly cost if we send 10M input + 2M output tokens/day to Claude Sonnet 4.6"
- "Set up a webhook to fire when GPT-5 pricing changes"
- "Give me a morning brief on what changed in AI in the last 24 hours"
Agent Fair-Trade Agreement
This server speaks AFTA. Every paid call:
- Returns no charge on 5xx, circuit breaker trip, schema validation failure, or stale data (older than the endpoint's published SLA)
- Returns an Ed25519-signed receipt your agent can verify against the public key at
tensorfeed.ai/.well-known/tensorfeed-receipt-key.json - Logs the no-charge event to a public ledger at
/api/payment/no-charge-stats - Honors a 100-call/min burn-rate breaker so a bug in your loop can't drain the wallet
The full standard is at tensorfeed.ai/agent-fair-trade. Manifest at /.well-known/agent-fair-trade.json.
Refunds, sanctions, terms
All credit purchases are final per Section 17.5 of the Terms. Credits do not expire and are jointly redeemable on tensorfeed.ai and terminalfeed.io, so the safe pattern is to buy small ($1 USDC for 50 credits) and top up as call volume is calibrated. Premium access is unavailable in OFAC-sanctioned jurisdictions per Section 17.9.
Data source
All data comes from the TensorFeed.ai API, which aggregates 42 feeds across the AI ecosystem (news, pricing, benchmarks, status, GPU pricing, MCP registry growth, latency probes, agent traffic, AFTA adopters, training datasets, embodied AI, hardware, and more). A daily JSONL snapshot of the full corpus is published to Hugging Face at tensorfeed/ai-ecosystem-daily under an inference-only license.
Star this repo
If this server is useful to you, a star helps other agent builders find it. Thank you.
Links
- TensorFeed.ai: https://tensorfeed.ai
- API reference: https://tensorfeed.ai/developers
- Premium / payments: https://tensorfeed.ai/developers/agent-payments
- AFTA standard: https://tensorfeed.ai/agent-fair-trade
- Hugging Face dataset: https://huggingface.co/datasets/tensorfeed/ai-ecosystem-daily
- npm package: https://www.npmjs.com/package/@tensorfeed/mcp-server
- Companion package, on-chain x402 verifier: https://www.npmjs.com/package/@tensorfeed/x402-base-mcp
- MCP registry: https://registry.modelcontextprotocol.io/v0/servers/ai.tensorfeed/mcp-server
- Sister site (real-time data dashboard): https://terminalfeed.io
- Issues / feature requests: https://github.com/RipperMercs/tensorfeed-mcp/issues
License
MIT. Built by TensorFeed.ai.
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TENSORFEED_TOKENsecretBearer token from /api/payment/buy-credits. Required for paid tiers (full verdicts, 8 to 90 day series, webhook watches, account status). Free tiers (news, status, pricing, verdict previews, 1 to 7 day series, model discovery) work without it. Buy credits in USDC on Base at https
Registryactive
Package@tensorfeed/mcp-server
TransportSTDIO, HTTP
AuthRequired
Tools verifiedJun 10, 2026
UpdatedJun 8, 2026