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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

SheetsData

Electronic component datasheets for AI agents: pinouts, specs, package info and design checks.

Checks passed
15 / 22

0 failed · 7 not measured

Median response
169 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
14

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
402

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 175 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name sheetsdata.

  • Pass
    Lists tools

    tools/list returned 14 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 169 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 174 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    49 of 55 parameters have a description (89%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Pass
    Repo owner matches

    The GitHub repository owner matches the namespace login.

  • Pass
    Recently updated

    Updated 2026-10-16T17:49:50.543415Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using SheetsData

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http sheetsdata https://mcp.sheetsdata.com/mcp

Capabilities

Tools 14

analyze_image

Costs 5¢ per call. Reads a datasheet image with vision AI: a graph, package drawing, pin diagram or schematic that read_datasheet returned. Pass the image_key from that response (the storage path in the image URL), optionally with a question. For exact electrical values prefer read_datasheet's text tables; use this for what only the picture shows (package dimensions, pin assignments, curve trends, approximate values off a curve). Example: analyze_image(part_number='IRFZ44N', image_key='images/abc123.png', question='What is the drain current at Vgs=5V?')

Discovered
check_bom

Costs 2¢ per call. Check up to 50 BOM lines for lifecycle, stock against quantity, observed single-distributor sourcing, datasheet status and stale/missing prices. Accepts MPNs or LCSC numbers; duplicate MPN quantities are aggregated. Uses exact identities, catalogue snapshots and available distributor details. Unknown remains unknown; single_source does not prove only one supplier exists. Compact columns/rows by default; verbose returns objects. No extraction.

Discovered
check_design_fit

Costs 5¢ per call. Checks your operating conditions against the part's absolute maximum ratings and recommended operating conditions; returns PASS / WARNING / FAIL / INSUFFICIENT_DATA per condition and overall. Conditions by part type: converters and LDOs take input_voltage, output_voltage, output_current, ambient_temp, efficiency; MOSFETs take supply_voltage (VDS), output_current (ID), ambient_temp, power_dissipation; logic ICs take supply_voltage (VCC). Verdicts: - PASS: inside the recommended range, or at or below the derated limit. By default input_voltage and supply_voltage must stay at or below 80% of the absolute-maximum rating when no recommended maximum is known (inside a recommended range is a PASS), and output_current at or below 80% of its tightest rating; derating_pct changes this. Zero headroom on a rated current always warns. This is a screening policy; derating_reference cites the reliability guidance and its limits. Each check reports margin_pct against the raw limit, derating_pct and derated_limit. - WARNING: within the limit but above the derated limit, above the recommended maximum but below the absolute maximum, or within 10% of an absolute maximum that isn't derated. - FAIL: outside the range or over the limit. - INSUFFICIENT_DATA: not safely checkable, usually an ambient_temp that could not be turned into a junction-temperature check. It never counts as a PASS. Each check has limit_type (max / min / range / fixed); checks read from the datasheet text (source='llm') carry source_quote, the row the limit came from. A condition with no limit is listed in unmatched and holds the overall verdict at WARNING. If the ratings came from a different MPN than you asked for, resolved_as and data_quality_warning lead the response. Temperature: ambient_temp is never silently compared with a junction limit. When the part's own dissipation is known, the tool estimates Tj = Ta + Pd × RθJA (RθJA from the datasheet's thermal table) and judges Tj against the junction limits, reported as 'temperature (junction est.)'. Pd by part type: LDO (Vin - Vout) × Iout; switching converter Vout × Iout × (1/η - 1), which needs efficiency; anything else, pass power_dissipation (for a MOSFET, ID² × RDS(on)). Without these the check is INSUFFICIENT_DATA and its note says what to pass. Current ratings are read at ambient_temp (a MOSFET's 25 °C drain current is derated towards its maximum junction temperature). temperature_basis says which basis was used. Stored parameters answer instantly; anything else is read from the datasheet's ratings tables (validation_method says which). A part not yet extracted starts extraction and returns status='extracting' (not charged). A new datasheet takes about 2.5 minutes at the median and 6.5 minutes at the 90th percentile; a cold GPU start can take about 12 minutes. These are estimates, not deadlines. Not for: transient or full thermal analysis (the junction estimate is a steady-state screen), MOSFET SOA curves (analyze_image the SOA graph), passives with no ratings table. Example: check_design_fit('TPS54302', input_voltage=24, output_voltage=5, output_current=2.5, ambient_temp=70, efficiency=0.92)

Discovered
check_extraction_status

Free. Extraction status of 1-20 parts. A part being read reports current_step, elapsed_seconds, estimated_remaining_seconds with a range, and poll_after_seconds; a failed one reports its error; a part that isn't ready may list related_ready part numbers whose datasheet is readable now. A new datasheet takes about 2.5 minutes at the median and 6.5 minutes at the 90th percentile; a cold GPU start can take about 12 minutes. These are estimates, not deadlines. A part whose PDF is still being looked for reads 'resolving'. Not final. Keep polling while the status is 'resolving', 'queued', 'pending' or 'extracting' (after poll_after_seconds); stop at 'ready', 'failed', 'no_source' or 'unsupported'. datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
compare_parts

Costs 2¢ per call. Compares 2-5 parts you already know side by side in one call (find candidates with search_parts or find_alternative first). Returns each part's details (per-provider specs, price breaks and links, the cached datasheet summary), a comparison table of parameters × parts built from each part's own provider data, and per-part flags: lifecycle (obsolete, NRND, last-time-buy), stock, datasheet_status, and resolved_as when a lookup landed on a different MPN. compact=true returns only the flags and the table, a much shorter answer; add include_summaries=true for the summaries. Never starts extraction: prefetch_datasheets first if you need summaries. If any input is not a real part number, the whole call is rejected with a 'rejected' map; a valid MPN no provider knows still gets a column, with an error. Example: compare_parts(['TPS54302', 'LM2596', 'MP2359']) datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
confirm_datasheet_upload

Costs 10¢ per call. That is the upload fee, charged only when the file passes its checks. Confirms an upload started with request_datasheet_upload: pass its upload_token. The server re-hashes the uploaded bytes, checks it is a PDF with the MPN on the first page, adds it to your organisation's private library and queues extraction. Success returns document_id, mpn, sha256, file_size_bytes and status='pending'; poll check_extraction_status with the MPN. A new datasheet takes about 2.5 minutes at the median and 6.5 minutes at the 90th percentile; a cold GPU start can take about 12 minutes. These are estimates, not deadlines. Failures (not charged): 'upload_not_found' (no bytes yet; retry the PUT), 'sha256_mismatch' (re-hash and re-request), 'invalid_pdf', 'mpn_not_in_pdf' (wrong file, or scanned image-only), 'token_expired' (older than 15 minutes; start again).

Discovered
find_alternative

Costs 2¢ per call. Finds alternative and second-source parts for an MPN that is out of stock, end of life or too expensive, ranked by match_score with match_notes. Candidates come from provider search and from parts with the same function in our own datasheet index; they must do the same job (an accelerometer is not offered for a 6-axis IMU) and are compared on named electrical specs. Each has a lifecycle, stock and datasheet_status; obsolete and NRND parts rank last. Constraints: 'same_package' (fuzzy: SOT-23 ≡ SOT23, SOIC-8 ≡ SOP-8), 'in_stock', 'jlcpcb'. They are never relaxed silently: a candidate that fails one is left out of alternatives, removed_by_constraints counts what each removed, and when that leaves too few, relaxed_matches lists the best ones with the constraints they failed. When nothing matches at all, the call returns error_type 'not_found' (not charged) with the parts that would match without the constraints, under matches_without_constraints. The part's own family is also searched among datasheets already read (e.g. CH340C for CH340G). A score is similarity, not verified pin or electrical compatibility: check pinout and limits before substituting. Eval boards and modules are excluded. compact=true gives shorter rows (no per-source data or price breaks) and leaves out the reference part's summary unless include_original_summary=true. For a head-to-head of candidates you already have, use compare_parts. Example: find_alternative('TPS54302', constraints=['same_package', 'in_stock']) datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
find_parts

Free. Find candidates by function and numeric specs with units, package or stock. Example: query='buck converter', constraints=[{parameter:'vin_max',op:'>=',value:'24 V'}, {parameter:'iout',op:'>=',value:'2 A'}]. Also accepts vds, rds_on, canonical parameter names and text constraints (interface contains I2C). Uses catalogue/JLCPCB parameters and DigiKey parametric filters when configured. Ranks pass/fail/unknown evidence; unknown is unverified. Values retain sources and test conditions. Compact columns/rows by default; verbose returns objects. Does not validate design fit.

Discovered
get_part_details

Free. Full details for one part: provider specs, price, stock and lifecycle, the per-MPN structured values (specialized_specs), the cached datasheet summary, and datasheet_status with available_sections when ready. Known lifecycle risks carry lifecycle_warning. Discovered in-document errata_sections and application_circuit_sections include names for read_datasheet (use read_args when supplied); absence does not prove the manufacturer has no separate errata. If any of it is for a different MPN than you asked for (an orderable variant, a base part, a sibling's datasheet), resolved_as and data_quality_warning at the top of the response say so, and prose written for another part is labelled as such at the start of datasheet_summary (family_summary with compact=true): trust specialized_specs for numbers. prefetch_datasheet=true starts extraction at no extra charge. Use after search_parts to drill into one result. datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
prefetch_datasheets

Free. Starts background extraction for up to 20 parts at once, e.g. a BOM, so they are ready before you read them. Returns immediately with each part's status. A new datasheet takes about 2.5 minutes at the median and 6.5 minutes at the 90th percentile; a cold GPU start can take about 12 minutes. These are estimates, not deadlines. Poll check_extraction_status (free). A part without a known datasheet comes back 'queued' while we look for its PDF, and reads 'resolving' until the search ends; only then is 'no_source' final: check the part number, or attach the PDF with request_datasheet_upload (org-private). The Free plan has a daily cap on new datasheets ('trial_limit'). MPNs or LCSC numbers only; resolve value-only BOM rows with search_parts first. Example: prefetch_datasheets(['TPS54302', 'ADS1115', 'LP5907']) datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
read_datasheet

Costs 2¢ per call. Reads a part's datasheet. Section mode (default): start with section='summary' for an overview and available_sections, then ask for any section by name; names come from the datasheet's own headings (e.g. 'register_map', 'i2c_interface'); an unknown name returns the nearest section names and pages. Use max_chars and the returned next_offset to continue a long read. Search mode (mode='search' with a query): semantic search within this datasheet, for targeted questions such as a register bit field or an I2C address. Prefer specific sections to section='all', which can fill your context. The first read of a new part starts extraction and returns status='extracting' (not charged). A new datasheet takes about 2.5 minutes at the median and 6.5 minutes at the 90th percentile; a cold GPU start can take about 12 minutes. These are estimates, not deadlines. For microcontrollers, register-level programming detail usually lives in a separate reference manual, not the datasheet; available_sections shows what is present. datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered
request_datasheet_upload

Free. The upload fee is charged by confirm_datasheet_upload, after the file is checked. Gives a signed URL to upload a datasheet PDF we don't have: use it when datasheet_status is 'no_source' (once the search has finished: not while it is 'resolving') or 'unsupported'. Three steps: 1. Call this with the MPN, the file's SHA-256 and its byte size; you get upload_url, upload_method ('PUT'), upload_headers and an upload_token. 2. Upload the bytes: `curl -X PUT -H 'Content-Type: application/pdf' --data-binary @file.pdf "$UPLOAD_URL"` (plus any upload_headers). 3. Call confirm_datasheet_upload with the upload_token. Checked at confirm (nothing charged if a check fails): a parseable PDF, the SHA-256 and size you declared, and the MPN or its stem on the first page (scanned image-only PDFs fail this). Max 50 MB; the part's datasheet, not a dev-kit manual, schematic or app note. Uploaded datasheets are private to your organisation. Tokens expire after 15 minutes; request a new one if needed.

Discovered
search_datasheets

Costs 2¢ per call. Semantic search across every datasheet already extracted (not every part that exists), for spec-based discovery such as 'low-noise LDO with PSRR above 70dB'. Returns matching chunks with part_number and a 0-100 relevance_score. To find a specific part by number, use search_parts.

Discovered
search_parts

Free. Start here. Searches components by part number or keyword (e.g. 'STM32F103', 'buck converter 3A') across JLCPCB, Mouser and DigiKey in parallel. Results are merged by MPN with indicative price and stock per source and a datasheet_status. For an MPN query, eval boards and dev kits come back separately as related_kits. Parts in your organisation's private library whose MPN, manufacturer, description, type, category or tag matches are appended with source='private_library' and their tags. For spec-based discovery in plain language, use search_datasheets. datasheet_status: 'ready' → read it; 'extracting' / 'queued' / 'pending' / 'resolving' → poll check_extraction_status; 'not_extracted' → prefetch_datasheets; 'no_source' / 'unsupported' → request_datasheet_upload. Full list in the server instructions.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected175 ms14
Connected163 ms14