Market memory for AI: historical states, published studies and source evidence.
Chart Library — Market-state research is a remote MCP server published at chartlibrary.io. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 1,839 ms, a delay an agent will notice. It offers a narrow, focused set of 5 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
market_state — Parameter 'date' has type 'null' with no clarification.daily_note — Parameter 'date' has type 'null' and no error handling details.research_quality — No parameters listed, making usage unclear.read_research — Parameter 'version' has type 'null'.Risk: low
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
market_stateOne call: completed-session state, tape, historical analogs, outcome ranges and transition memory. symbol is a stock ticker; optional date is YYYY-MM-DD. Omit date for the latest built session, not real-time prices. Preserve status, sample sizes, dates, informative receipts and missing values. Excess ranges describe historical percentage-point returns relative to a date-matched baseline; they are not calibrated forecasts or recommendations. No prior search needed.
symbolstringrequireddatedaily_noteRead the published daily research, its selection rule and settled-note tally in one call. No arguments needed. Optional date (YYYY-MM-DD) selects a published session. A missing note or unsettled outcome is unavailable evidence, not zero. The note is research selected by a disclosed rule, not a stock-pick list.
dateresearch_qualityRead the published five-session calibration receipt; no arguments or earlier tool call needed. Preserve the receipt's dates, sample sizes and qualifications. Coverage applies to the calibrated cohort-band method and population named in the response, NOT automatically to market_state's empirical excess ranges, all research, or future returns. Daily-note results have a separate tally in daily_note. This is an evidence audit, not investment performance.
search_researchFind published studies, Casebook and agent protocols by keyword. kind: all, study, casebook or agent_protocol. limit 1-20; use next_offset for more results. Returns exact IDs, findings, verdicts, dates, samples and document versions. Partial status means one publication source was unavailable. Proposed protocols are not findings. This is document search, not analog ranking. Discovery metadata is not a source read. Use documents[section].read_arguments for exact version-pinned reads. Check related_research for relevant context and limits.
querystringkindstringlimitintegeroffsetintegerread_researchRead a publication ID returned by search_research, preserving its evidence. source_fields returns exact catalog status/receipt fields; content.source_rows exposes literal result tables/mappings with source positions and heading scope. These are source projections, not AI conclusions. Missing parsed rows do not establish absence of a result. Use the text/guide for interpretation and limits. overview returns findings, dates, samples, limitations, version and available sections. Select article, protocol, result, guide or evidence for the exact source text. Use documents[section].read_arguments returned by search or overview. Version is optional for compatibility: omitting it reads the current revision and does not verify agreement with an earlier response.
research_idstringrequiredsectionstringoffsetintegerversionDerived by comparing consecutive probes — changes in era, protocol version, build and reachability.
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[](https://mcpmetrics.io/servers/io-github-grahammccain-chart-library)<a href="https://mcpmetrics.io/servers/io-github-grahammccain-chart-library"><img src="https://mcpmetrics.io/badge/io.github.grahammccain/chart-library/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
Sign up free to seeThe catalog entries whose name and description are closest to this one, found with the same index the search box uses.
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 01:33:33 | Legacy | 400 | 1441 | 200 | 1427 | 2025-11-25 |
| 2026-09-12 23:31:36 | Legacy | 400 | 2257 | 200 | 2295 | 2025-11-25 |
| 2026-09-12 21:29:15 | Legacy | 400 | 1473 | 200 | 1465 | 2025-11-25 |
| 2026-09-12 19:27:29 | Legacy | 400 | 1854 | 200 | 1839 | 2025-11-25 |
| 2026-09-12 17:24:09 | Legacy | 400 | 1713 | 200 | 1699 | 2025-11-25 |
| 2026-09-12 15:21:42 | Legacy | 400 | 3085 | 200 | 3097 | 2025-11-25 |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
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